fix(eve): address review — async-write status, reasoning filter, turn-bounded capture, best-effort dedup

Review by @kartik-mem0. Root cause across all four: Mem0's hosted add with infer:true is async and returns a PENDING event before the memory is visible. - store.ts/tools.ts: add() returns AddResult{status,eventId} via parseAddResult; the v3 add path returns {status:"PENDING", event_id}, so remember reports {status:"queued", eventId} for async writes and {status:"saved"} only when resolved. FAILED/unknown status maps to completed, not queued. - messages.ts: drop typed non-text parts (reasoning no longer leaks into memory); bound the captured assistant reply to the current turn and collect all of its text segments (text->tool->text) instead of a stale prior answer. - capture.ts + README + eve.mdx: document operationId dedup as best-effort (lookup+add is not atomic; pending/concurrent windows can double-write); removed the "restart replays cannot write twice" claim. Tests: 68 pass (+15). Added reasoning, tool-only/cross-turn, multi-segment, pending/concurrent capture replay, and PENDING/FAILED add-result cases. Typecheck + build clean.
fix(eve): scope forget, persist capture idempotency, and fail closed
2026-09-12 00:36:29 +09:00 · 2026-09-09 10:48:26 +08:00 · 2026-09-09 10:01:26 +08:00 · 2026-09-04 20:32:23 +05:30 · 2026-09-02 18:44:55 +05:30 · 2026-09-02 18:00:01 +05:30
305 changed files with 26055 additions and 2553 deletions
@@ -10,9 +10,9 @@
  "plugins": [
    {
      "name": "mem0",
-      "source": "./integrations/mem0-plugin",
-      "description": "Mem0 memory layer for AI applications. Add persistent memory, personalization, and semantic search to Claude workflows.",
-      "version": "0.2.14"
+      "source": "./integrations/claude-code-plugin",
+      "description": "Cross-session memory and token savings for coding agents.",
+      "version": "0.3.0"
    }
  ]
 }
@@ -12,7 +12,7 @@
      "name": "mem0",
      "source": "./integrations/mem0-plugin",
      "description": "Mem0 memory layer for AI applications. Add persistent memory, personalization, and semantic search.",
-      "version": "0.2.14"
+      "version": "0.2.15"
    }
  ]
 }
@@ -18,15 +18,22 @@ Package workflows keep their own push-to-main and manual triggers. Their `pull_r
 | Python CLI | `cli-python-ci.yml` | Push to main (`cli/python/`), manual | Ruff + pytest + hatch build on Python 3.10, 3.11, 3.12 |
 | Node CLI | `cli-node-ci.yml` | Push to main (`cli/node/`), manual | Biome + tsc + vitest + tsup on Node 20, 22 |
 | OpenClaw | `openclaw-checks.yml` | Push to main (`integrations/openclaw/`), manual | tsc + vitest (Codecov) + tsup on Node 20, 22 |
-| Mem0 Plugin | `mem0-plugin-checks.yml` | Push to main (`integrations/mem0-plugin/`, excluding `.opencode-plugin/`), manual | pytest + hook exec bits + JSON manifest validation on Python 3.10, 3.11, 3.12 |
+| Mem0 Plugin (legacy) | `mem0-plugin-checks.yml` | Push to main (`integrations/mem0-plugin/`, excluding `.opencode-plugin/`), manual | pytest + hook exec bits + JSON manifest validation on Python 3.10, 3.11, 3.12 |
+| Claude Code Plugin | `claude-code-plugin-checks.yml` | Push to main (`integrations/claude-code-plugin/`), manual | pytest + ruff + JSON manifest validation on Python 3.10, 3.11, 3.12 |
 | OpenCode Plugin | `opencode-plugin-checks.yml` | Push to main (`.opencode-plugin/`), manual | Bun: tsc + build + dist artifact check |
 | Pi Agent Plugin | `pi-agent-plugin-checks.yml` | Push to main (`integrations/pi-agent-plugin/`), manual | tsc + vitest + tsup on Node 20, 22 |
+| DeepSeek Harness Plugin | `deepseek-plugin-checks.yml` | Push to main (`integrations/deepseek-plugin/`), manual | tsc + vitest + tsup on Node 20, 22 |
 | n8n Node | `n8n-nodes-mem0-checks.yml` | Push to main (`integrations/n8n-nodes-mem0/`), manual | ESLint + tsc build on Node 20 |
 | Zapier App | `zapier-mem0-checks.yml` | Push to main (`integrations/zapier-mem0/`), manual | tsc + `zapier validate` + offline unit tests on Node 22 |
+| mem0-strands | `mem0-strands-checks.yml` | Push to main (`integrations/mem0-strands/`), manual | Ruff + mypy + pytest + hatch build on Python 3.10, 3.11, 3.12 |
+| Eve | `eve-checks.yml` | Push to main (`integrations/eve/`), manual | tsc + vitest + tsup on Node 24 |
 | docs llms.txt | `docs-llms-txt-check.yml` | Manual | `docs/llms.txt` coverage |
+| GitHub Scripts | inline in `ci-gate.yml` | none | `node` over every `.github/scripts/*.test.js` |

 Adding a package CI workflow: give it `workflow_call` plus `push` / `workflow_dispatch` as needed but **no `pull_request` trigger**, then register it in `ci-gate.yml` with a path filter under the `changes` job, a call job, and an entry in the gate job's `needs` list.

+`GitHub Scripts` is the one row that is a plain job inside `ci-gate.yml` rather than a called workflow, because a reusable workflow wrapping two `node` invocations would be more file than test. It runs on the `github_scripts` filter, which covers `.github/scripts/**` plus every file those tests read: `pr-gate.yml`, `vouch-check-pr.yml`, `issue-labeler.yml`, and `VOUCHED.td`. Add a new `.github/scripts/*.test.js` and it is picked up with no wiring; make a test read a new file and that file belongs in the filter.
+
 ## Branch protection on `main`

 A repository ruleset named `Main Branch Rule`, id `11813754`. It enforces squash-only merges, linear history, no deletion, no force-push, and one approving review. Two status checks belong in its `required_status_checks` rule:
@@ -55,7 +62,10 @@ Requiring `CI Gate` also means fork PRs from first-time contributors cannot merg
 | OpenClaw | `openclaw-cd.yml` | `openclaw-v*` | npm (`@mem0/openclaw-mem0`) |
 | OpenCode Plugin | `opencode-plugin-cd.yml` | `opencode-v*` | npm (`@mem0/opencode-plugin`) |
 | Pi Agent Plugin | `pi-agent-plugin-cd.yml` | `pi-agent-v*` | npm (`@mem0/pi-agent-plugin`) |
+| DeepSeek Harness Plugin | `deepseek-plugin-cd.yml` | `deepseek-plugin-v*` | npm (`@mem0/deepseek-plugin`) |
 | n8n Node | `n8n-nodes-mem0-cd.yml` | `n8n-nodes-mem0-v*` | npm (`@mem0/n8n-nodes-mem0`) |
+| mem0-strands | `mem0-strands-cd.yml` | `mem0-strands-v*` | PyPI (`mem0-strands`) |
+| Eve | `eve-cd.yml` | `eve-v*` | npm (`@mem0/eve`) |

 - Package CD workflows are `workflow_dispatch`-only, with `tag` and `prerelease` inputs. They check out and build the given tag.
 - All publishing uses **OIDC trusted publishing**. No tokens, no secrets.
@@ -69,9 +79,9 @@ Requiring `CI Gate` also means fork PRs from first-time contributors cannot merg

 | Workflow | File | Purpose |
 |----------|------|---------|
-| PR Gate | `pr-gate.yml` | Closes PRs that do not link an issue labeled `accepted`, with a reopen path. Exempts members, bots, drafts, and docs-only changes. Never checks out PR code. |
-| Vouch (check PR) | `vouch-check-pr.yml` | Comments on PRs from authors absent from `VOUCHED.td`. Comment-only mode (`auto-close: false`). |
-| Vouch (manage list) | `vouch-manage-by-issue.yml` | Maintainers edit the trust list by commenting `!vouch @user`, `!denounce @user`, or `!unvouch @user` on any issue. Commits back to `VOUCHED.td` through a GitHub App token. |
+| PR Gate | `pr-gate.yml` | Closes PRs that do not link an issue labeled `accepted`, and reopens them when that label arrives. Exempts members, bots, drafts, and docs-only changes. Never checks out PR code. |
+| Vouch (check PR) | `vouch-check-pr.yml` | Closes PRs from authors denounced in `VOUCHED.td`. Comments once on PRs from authors merely absent from it, and blocks nothing in that case. |
+| Vouch (manage list) | `vouch-manage-by-issue.yml` | Maintainers edit the trust list by commenting `!vouch @user`, `!denounce @user`, or `!unvouch @user` on any issue. Opens a PR against `VOUCHED.td` through a GitHub App token, for a maintainer to merge. |
 | Issue Labeler | `issue-labeler.yml` | Labels issues from the `component` field in the issue forms |
 | PR Labeler | `pr-labeler.yml` | Path-based labels, plus propagating labels from linked issues |
 | Stale Bot | `stale.yml` | Marks stale issues and PRs |
@@ -79,7 +89,53 @@ Requiring `CI Gate` also means fork PRs from first-time contributors cannot merg

 `pr-gate.yml` and `vouch-check-pr.yml` use `pull_request_target`, which is required to label and close fork PRs. Neither checks out PR code and neither has a `run:` step, so there is no pwn-request or script-injection surface. Keep it that way: any future `run:` step in these files must never interpolate `github.event.*` text.

-`GATE_EFFECTIVE_FROM` in `pr-gate.yml` is a `created_at` cutoff. `edited`, `reopened`, and `ready_for_review` fire on PRs opened long before the gate existed, so without the cutoff the whole open backlog would be closed by a rule that did not exist when those PRs were filed. Set it to the actual merge date in UTC.
+Both workflows exempt maintainers twice, and the second guard is the one that holds. `author_association` is rendered for the viewer, and a webhook payload has no privileged viewer: `MEMBER` needs the author's org membership to be **public**, `COLLABORATOR` needs a **direct** repository invite. An org member with private membership whose `maintain` comes through a team matches neither and arrives as `CONTRIBUTOR`, which is how PR #6948 was closed by its own author's gate. So the guard also skips any PR whose head branch lives in this repository (`head.repo.full_name == github.repository`). Pushing a branch here already requires write access and outside contributors always arrive from a fork, so that test means the same thing without depending on who is looking. Keep both: the `author_association` arm still covers members who work from their own fork.
+
+`pr-gate.yml` carries two jobs whose `if:` conditions are deliberately disjoint. `gate` closes, and only ever runs on `opened`, `reopened`, and `ready_for_review`. `reopen` reopens, and only ever runs on `edited` or on `issues: labeled` with the `accepted` label. Nothing can both close and reopen on the same event, which is the property to preserve when editing either guard.
+
+That split exists because the two halves of a gated PR's recovery arrive in either order. A maintainer usually labels the issue `accepted` at triage, before the author has linked it; sometimes the link lands first and the label follows. So `reopen` handles both directions. From `issues: labeled` it walks `closedByPullRequestsReferences` back to the pull requests that link the issue. From `edited` it takes the edited pull request directly. Both paths then apply the same four tests: the author is not denounced in `VOUCHED.td`, the PR is `CLOSED`, it links an issue labeled `accepted`, and it carries the `<!-- pr-gate -->` marker comment. Without the label path, a maintainer's label is inert. Without the `edited` path, an author who links the issue after it was labeled is stuck, since no other event fires.
+
+The denounce test is what keeps the two gates from cancelling each other out. A denounced author whose PR also lacked an accepted issue was closed by both workflows, so it carries the `<!-- pr-gate -->` marker, and labeling the linked issue would otherwise reopen it. Vouch cannot undo that: reopening runs through `GITHUB_TOKEN`, which raises no events, so `vouch-check-pr.yml` never fires a second time. Reading the list here is the only place the check can live. It fails open like vouch does, warning and treating nobody as denounced if the file cannot be read, and it is the one piece of vouch semantics duplicated outside `vouch-check-pr.yml`, because `pr-gate.yml` never checks out the repository and so cannot import a shared parser. `.github/scripts/vouch-decision.test.js` covers the parsing and asserts `pr-gate.yml` still filters the list the same way.
+
+`edited` must never reach the `gate` job. It fires on any title or description change, so when `gate` listened for it the gate re-judged pull requests that had been open for days and closed them the moment their author touched the description, which is what closed #6948. Rescuing on `edited` is safe for the same reason closing on it was not: the job can only move a PR from closed to open.
+
+Reopening runs through `GITHUB_TOKEN`, which by design raises no further workflow events, so `gate` cannot bounce a freshly reopened PR straight back out.
+
+The concurrency group is keyed on `github.event.action` as well as `github.event_name` and the number, and both keys carry weight. Without the event name, a maintainer applying `bug` right after `accepted` cancels the reopen mid-flight, since `cancel-in-progress` is on for `pull_request_target` and both label events would land in the same group. Without the action, `opened` and `edited` share a group on the same pull request, and an author who ticks a template checkbox in the seconds after opening cancels the run that was about to gate them: `gate` skips `edited` and `reopen` skips an open pull request, so the cancelled run is never replaced and the pull request stays ungated forever, since `opened` fires exactly once. Rapid successive edits still cancel each other, which is the dedup that was wanted.
+
+The `edited` arm of `reopen` requires `github.event.pull_request.state == 'closed'`, so ordinary description edits on open pull requests do not start a runner.
+
+Two known gaps, both mild. A PR that the gate closed, that someone reopened, and that a maintainer then closed deliberately still carries the marker, so labeling its issue reopens it again; a maintainer closes it once more. And an author who strips `Closes #<number>` out after passing keeps an open PR, which a reviewer sees anyway.
+
+`GATE_EFFECTIVE_FROM` in `pr-gate.yml` is a `created_at` cutoff. `reopened` and `ready_for_review` still fire on PRs opened long before the gate existed, so without the cutoff part of the open backlog would be closed by a rule that did not exist when those PRs were filed. Set it to the actual merge date in UTC.
+
+The gate's docs-only exemption covers `docs/` plus a named allowlist of four root files: `README.md`, `CONTRIBUTING.md`, `CODE_OF_CONDUCT.md`, and `SECURITY.md`. It is an allowlist rather than a rule about top-level markdown because the repository root also holds `AGENTS.md`, `CLAUDE.md`, and `LLM.md`, which are the instructions coding agents read before touching this codebase. Those are functional files that happen to be written in prose, and rewriting them is a change to behaviour, so they stay gated. Markdown nested anywhere else stays gated for the same reason: `skills/**/*.md` and everything under `.github/` are functional too. Adding a genuinely prose root file means adding it to `rootDocs` in `pr-gate.yml`.
+
+`.github/scripts/pr-gate-docs-exemption.test.js` covers that predicate. It pulls the `rootDocs` and `isDocs` lines out of `pr-gate.yml` and evaluates them, so it exercises the shipped rule rather than a copy that could drift from it, and it pins `AGENTS.md`, `CLAUDE.md`, and `LLM.md` on the gated side along with `skills/**/*.md`, nested `.github/` files, and the empty file list. It only accepts those two declarations in a literal one-line form, so keep `rootDocs` a `Set` of quoted names and `isDocs` a single arrow expression.
+
+The two contribution gates answer different questions and neither covers for the other. `pr-gate.yml` judges the change, and the `accepted` label is how a maintainer says yes to it. `vouch-check-pr.yml` judges the author, and `VOUCHED.td` is how a maintainer says no to one. A vouched author with no accepted issue is still closed by the gate; a denounced author with an accepted issue is still closed by vouch. Read either one as a backstop for the other and both get weakened.
+
+Vouch enforces on the denounce axis only, through `require-vouch: false` with `auto-close: true`. That pair is not the obvious reading of either input, so the decision table from v1.5.0 (`vouch/github.nu` at pinned SHA `d66fa29`) is worth stating outright:
+
+| Author | `status` | Effect |
+|---|---|---|
+| ends in `[bot]` | `skipped` | nothing |
+| collaborator with write or admin | `vouched` | nothing |
+| listed in `VOUCHED.td` | `vouched` | nothing |
+| listed as `-handle` | `closed` | action comments and closes |
+| absent from the file | `allowed` | workflow comments, nothing closed |
+
+`require-vouch: true` would close every first-time contributor, which is the opposite of what a trust list is for: the funnel has to stay open or nobody ever earns a vouch. `auto-close: false` is the setting that looked safe and did nothing at all, since in v1.5.0 both the unvouched and the denounced branch return before posting anything, leaving only a line in the run log. That is why `!denounce` was decorative until this pair landed.
+
+Only the `allowed` arm is ours: a `github-script` step posts the soft comment, keyed on a `<!-- vouch-check -->` marker so a reopen does not comment twice. The `closed` arm belongs to the action, message and all. Keeping the two arms disjoint is what stops a denounced author getting two comments, so if that step is ever re-keyed off `allowed`, check the overlap first.
+
+`.github/scripts/vouch-decision.test.js` holds that table as a `decide()` function and asserts the workflow's `require-vouch`, `auto-close`, and comment-step gating still produce it, comment counts included. Be clear about what that does and does not prove. `decide()` is a **hand transcription** of `gh-check-pr`, read from `vouch/github.nu` at the pinned SHA; the test cannot run the action, so it cannot notice the action changing underneath it. Left alone it would agree with itself forever, which makes bumping the pinned SHA the one edit it would otherwise sail through. So it also asserts `vouch-check-pr.yml` still pins `PINNED_VOUCH_SHA`, and a bump fails it on purpose: re-read `gh-check-pr` at the new revision, correct `decide()` and the table above, then move the constant. CI runs it through the `GitHub Scripts` job on any change to the scripts or the files they read.
+
+Failure is open by design. If the action cannot read `VOUCHED.td` it falls back to an empty list, every author reads as absent, and nobody is closed by an API hiccup.
+
+`vouch-manage-by-issue.yml` runs with `merge-immediately: "false"`. The `Main Branch Rule` ruleset requires one approving review and has no bypass actors, so the action's immediate `PUT /pulls/{n}/merge` would return 405 and leave `VOUCHED.td` unchanged on `main`. The bot opens the PR, a maintainer merges it. Setting `pull-request: "false"` is not an alternative: the same ruleset blocks direct pushes.
+
+That workflow also needs `VOUCH_APP_ID` and `VOUCH_APP_PRIVATE_KEY` repository secrets. Without them it fails at the token step before doing anything. `vouch-check-pr.yml` needs neither.

 ## Issue forms and templates

@@ -99,4 +155,4 @@ Current field ids:

 `VOUCHED.td` is one GitHub username per line, `#` for comments. Seeded from every author with at least one merged PR in this repository, then filtered: accounts at or below a 16% merge rate across five or more attempts were dropped, since landing one change out of many is the signature of automated submission rather than contribution.

-Vouch's only built-in exemptions are accounts ending in `[bot]` and repo collaborators with `write` or `admin`. **Organization membership alone is not one of them.** So `vouch-check-pr.yml` carries a job-level `if:` that skips the check for `OWNER`, `MEMBER`, and `COLLABORATOR` authors, the same exemption `pr-gate.yml` already applies. `author_association` is `MEMBER` for every org member regardless of repository permission, so no member can be flagged even if their `VOUCHED.td` entry is missing, misspelled, or miscased. Org members are still listed in the file as a fallback, but the workflow guard is what actually holds.
+Vouch's only built-in exemptions are accounts ending in `[bot]` and repo collaborators with `write` or `admin`. **Organization membership alone is not one of them.** So `vouch-check-pr.yml` carries a job-level `if:` that skips the check for `OWNER`, `MEMBER`, and `COLLABORATOR` authors, the same exemption `pr-gate.yml` already applies. Org members are still listed in the file as a fallback, but the workflow guard is what actually holds.
@@ -1,15 +1,29 @@
 # The list of vouched (or denounced) users for this repository.
 #
-# Only vouched users can open pull requests here. A denounced user (prefixed
-# with a minus) is blocked outright.
+# A denounced user (prefixed with a minus) is blocked outright: their pull
+# requests are closed on sight, whatever they link. Being absent from this file
+# blocks nothing. An unvouched author gets one comment saying so and their pull
+# request is reviewed like anyone else's, because a first contribution has to
+# start somewhere. Vouching is how that comment stops.
+#
+# This list is about who, and it is the only thing that judges who. Whether a
+# change is wanted is a separate question, answered by the accepted label and
+# enforced by pr-gate.yml. Neither gate substitutes for the other: a vouched
+# author still needs an accepted issue, and a denounced author is turned away
+# even holding one.
 #
 # Vouch automatically allows two kinds of account without consulting this file:
 # accounts ending in [bot], and repo collaborators with write or admin
 # permission. Org membership on its own is NOT one of them, so
-# vouch-check-pr.yml skips the check entirely for OWNER, MEMBER, and
-# COLLABORATOR authors. mem0ai org members are listed below as well, but that
-# workflow guard is what actually protects them: a missing, misspelled, or
-# miscased entry here can never cause a member to be flagged.
+# vouch-check-pr.yml skips the check for OWNER, MEMBER, and COLLABORATOR
+# authors, and for any branch pushed to this repository.
+#
+# Keep every mem0ai member listed below anyway. The author_association arm of
+# that guard is weaker than it looks: MEMBER needs the member's org membership
+# to be public and COLLABORATOR needs a direct repo invite, so a member with
+# private membership and a team-derived role reads as CONTRIBUTOR. Working from
+# a branch here covers them, working from their own fork leaves this file as
+# the only thing that does. A missing or miscased entry is a real gap.
 #
 # Syntax:
 #  - One handle per line (without @), sorted alphabetically.
@@ -0,0 +1,60 @@
+const assert = require('assert');
+const fs = require('fs');
+const path = require('path');
+
+const gate = fs.readFileSync(path.join(__dirname, '..', 'workflows', 'pr-gate.yml'), 'utf8');
+
+const rootDocsLine = gate.match(/^\s*(const rootDocs = new Set\(\['[\w.-]+'(?:, '[\w.-]+')*\]\);)\s*$/m);
+const isDocsLine = gate.match(/^\s*(const isDocs = \(\w+\) => [\w.'"()[\]\/, |&!=><+-]+;)\s*$/m);
+
+assert.ok(
+  rootDocsLine,
+  'pr-gate.yml no longer declares rootDocs as a single-line Set of quoted filenames. ' +
+    'This test evaluates that line to exercise the shipped predicate rather than a copy of it, ' +
+    'and only accepts a literal shape, so widen the pattern deliberately or keep the declaration literal.',
+);
+assert.ok(
+  isDocsLine,
+  'pr-gate.yml no longer declares isDocs as a single-line arrow expression. ' +
+    'This test evaluates that line to exercise the shipped predicate rather than a copy of it, ' +
+    'and refuses anything with a statement body, so keep it an expression.',
+);
+
+const isDocs = new Function(`${rootDocsLine[1]}\n${isDocsLine[1]}\nreturn isDocs;`)();
+
+const exempt = (files) => files.length > 0 && files.every(isDocs);
+
+const cases = [
+  [['docs/a.mdx'], true],
+  [['docs/platform/quickstart.mdx'], true],
+  [['README.md'], true],
+  [['CONTRIBUTING.md'], true],
+  [['CODE_OF_CONDUCT.md'], true],
+  [['SECURITY.md'], true],
+  [['README.md', 'CONTRIBUTING.md', 'docs/x.mdx'], true],
+  [['AGENTS.md'], false],
+  [['CLAUDE.md'], false],
+  [['LLM.md'], false],
+  [['README.md', 'AGENTS.md'], false],
+  [['README.md', 'mem0/memory/main.py'], false],
+  [['skills/mem0/SKILL.md'], false],
+  [['.github/AGENTS.md'], false],
+  [['.github/workflows/ci.yml'], false],
+  [['docs-site/index.md'], false],
+  [[], false],
+];
+
+let failures = 0;
+for (const [files, expected] of cases) {
+  const actual = exempt(files);
+  const label = files.length ? files.join(', ') : '(no files)';
+  if (actual === expected) {
+    console.log(`ok   ${label} -> ${actual ? 'exempt' : 'gated'}`);
+  } else {
+    failures += 1;
+    console.log(`FAIL ${label} -> ${actual ? 'exempt' : 'gated'}, expected ${expected ? 'exempt' : 'gated'}`);
+  }
+}
+
+console.log(failures === 0 ? '\nPASS' : `\nFAIL (${failures} cases)`);
+process.exit(failures === 0 ? 0 : 1);
@@ -0,0 +1,122 @@
+const assert = require('assert');
+const fs = require('fs');
+const path = require('path');
+
+const workflowPath = path.join(__dirname, '..', 'workflows', 'vouch-check-pr.yml');
+const workflow = fs.readFileSync(workflowPath, 'utf8');
+
+const PINNED_VOUCH_SHA = 'd66fa29a64600490892131ad87597c30c91fcac4';
+
+assert.ok(
+  workflow.includes(`mitchellh/vouch/action/check-pr@${PINNED_VOUCH_SHA}`),
+  `decide() below is a hand transcription of gh-check-pr from vouch/github.nu at ${PINNED_VOUCH_SHA} (v1.5.0). ` +
+    'It reads the action, it does not run it, so on its own it agrees with itself whatever the action does. ' +
+    'vouch-check-pr.yml now pins a different revision: re-read gh-check-pr there, update decide() and the ' +
+    'decision table in .github/AGENTS.md to match it, then set PINNED_VOUCH_SHA to the new SHA.',
+);
+
+const actionDefaults = { 'require-vouch': true, 'auto-close': false };
+
+const booleanInput = (name) => {
+  const match = workflow.match(new RegExp(`^\\s+${name}:\\s*"?(true|false)"?\\s*$`, 'm'));
+  return match ? match[1] === 'true' : actionDefaults[name];
+};
+
+const requireVouch = booleanInput('require-vouch');
+const autoClose = booleanInput('auto-close');
+
+const commentedStatus = (() => {
+  const match = workflow.match(/steps\.vouch\.outputs\.status == '(\w+)'/);
+  assert.ok(match, 'the follow-up comment step is not keyed on a vouch status');
+  return match[1];
+})();
+
+const decide = (author) => {
+  if (author === 'bot') return { status: 'skipped', closed: false, actionComments: false };
+  if (author === 'collaborator' || author === 'vouched') {
+    return { status: 'vouched', closed: false, actionComments: false };
+  }
+  if (author === 'denounced') {
+    if (!autoClose) return { status: 'closed', closed: false, actionComments: false };
+    return { status: 'closed', closed: true, actionComments: true };
+  }
+  if (!requireVouch) return { status: 'allowed', closed: false, actionComments: false };
+  if (!autoClose) return { status: 'closed', closed: false, actionComments: false };
+  return { status: 'closed', closed: true, actionComments: true };
+};
+
+const outcome = (author) => {
+  const result = decide(author);
+  return { ...result, workflowComments: result.status === commentedStatus };
+};
+
+const cases = [
+  { author: 'bot', closed: false, comments: 0 },
+  { author: 'collaborator', closed: false, comments: 0 },
+  { author: 'vouched', closed: false, comments: 0 },
+  { author: 'unvouched', closed: false, comments: 1 },
+  { author: 'denounced', closed: true, comments: 1 },
+];
+
+let failures = 0;
+for (const expected of cases) {
+  const actual = outcome(expected.author);
+  const comments = Number(actual.actionComments) + Number(actual.workflowComments);
+  try {
+    assert.strictEqual(actual.closed, expected.closed, `${expected.author}: closed`);
+    assert.strictEqual(comments, expected.comments, `${expected.author}: comment count`);
+    console.log(`ok   ${expected.author} -> ${actual.status}, closed=${actual.closed}, comments=${comments}`);
+  } catch (error) {
+    failures += 1;
+    console.log(`FAIL ${expected.author} -> ${actual.status}, closed=${actual.closed}, comments=${comments}`);
+    console.log(`     ${error.message}: expected ${JSON.stringify(expected)}`);
+  }
+}
+
+console.log(`\nvouch@${PINNED_VOUCH_SHA.slice(0, 7)} require-vouch=${requireVouch} auto-close=${autoClose} comment-on=${commentedStatus}`);
+
+const parseDenounced = (contents) => new Set(contents
+  .split('\n')
+  .map((line) => line.trim())
+  .filter((line) => line.startsWith('-'))
+  .map((line) => line.slice(1).split(/\s+/)[0].split(':').pop().toLowerCase())
+  .filter(Boolean));
+
+const gate = fs.readFileSync(path.join(__dirname, '..', 'workflows', 'pr-gate.yml'), 'utf8');
+assert.ok(
+  gate.includes(".filter((line) => line.startsWith('-'))"),
+  'pr-gate.yml no longer parses the denounce list the way this test does',
+);
+
+const vouched = fs.readFileSync(path.join(__dirname, '..', 'VOUCHED.td'), 'utf8');
+const denouncedNow = parseDenounced(vouched);
+const sample = parseDenounced([
+  '# -notacomment is a comment line',
+  '-SpamBot  seeded 2026-08-12',
+  '-github:OtherSpammer',
+  'realcontributor',
+  '',
+].join('\n'));
+
+let parseFailures = 0;
+for (const [label, actual, expected] of [
+  ['denounce entry, with note', sample.has('spambot'), true],
+  ['denounce entry, platform prefixed', sample.has('otherspammer'), true],
+  ['comment line is not an entry', sample.has('notacomment'), false],
+  ['vouched entry is not denounced', sample.has('realcontributor'), false],
+  ['live file parses without throwing', denouncedNow instanceof Set, true],
+]) {
+  try {
+    assert.strictEqual(actual, expected, label);
+    console.log(`ok   ${label}`);
+  } catch (error) {
+    parseFailures += 1;
+    console.log(`FAIL ${label}: ${error.message}`);
+  }
+}
+
+console.log(`denounced in VOUCHED.td: ${denouncedNow.size}`);
+
+const total = failures + parseFailures;
+console.log(total === 0 ? 'PASS' : `FAIL (${total} assertions)`);
+process.exit(total === 0 ? 0 : 1);
@@ -39,11 +39,16 @@ jobs:
      cli_node: ${{ steps.filter.outputs.cli_node }}
      openclaw: ${{ steps.filter.outputs.openclaw }}
      mem0_plugin: ${{ steps.filter.outputs.mem0_plugin }}
+      claude_code_plugin: ${{ steps.filter.outputs.claude_code_plugin }}
      opencode_plugin: ${{ steps.filter.outputs.opencode_plugin }}
      pi_agent_plugin: ${{ steps.filter.outputs.pi_agent_plugin }}
+      deepseek_plugin: ${{ steps.filter.outputs.deepseek_plugin }}
      n8n_nodes_mem0: ${{ steps.filter.outputs.n8n_nodes_mem0 }}
      zapier_mem0: ${{ steps.filter.outputs.zapier_mem0 }}
+      mem0_strands: ${{ steps.filter.outputs.mem0_strands }}
+      eve: ${{ steps.filter.outputs.eve }}
      docs_llms_txt: ${{ steps.filter.outputs.docs_llms_txt }}
+      github_scripts: ${{ steps.filter.outputs.github_scripts }}
    steps:
      - uses: dorny/paths-filter@v3
        id: filter
@@ -79,6 +84,10 @@ jobs:
              - '!integrations/mem0-plugin/.opencode-plugin/**'
              - '.github/workflows/mem0-plugin-checks.yml'
              - '.github/workflows/ci-gate.yml'
+            claude_code_plugin:
+              - 'integrations/claude-code-plugin/**'
+              - '.github/workflows/claude-code-plugin-checks.yml'
+              - '.github/workflows/ci-gate.yml'
            opencode_plugin:
              - 'integrations/mem0-plugin/.opencode-plugin/**'
              - '.github/workflows/opencode-plugin-checks.yml'
@@ -87,6 +96,10 @@ jobs:
              - 'integrations/pi-agent-plugin/**'
              - '.github/workflows/pi-agent-plugin-checks.yml'
              - '.github/workflows/ci-gate.yml'
+            deepseek_plugin:
+              - 'integrations/deepseek-plugin/**'
+              - '.github/workflows/deepseek-plugin-checks.yml'
+              - '.github/workflows/ci-gate.yml'
            n8n_nodes_mem0:
              - 'integrations/n8n-nodes-mem0/**'
              - '.github/workflows/n8n-nodes-mem0-checks.yml'
@@ -94,6 +107,14 @@ jobs:
              - 'integrations/zapier-mem0/**'
              - '.github/workflows/zapier-mem0-checks.yml'
              - '.github/workflows/ci-gate.yml'
+            mem0_strands:
+              - 'integrations/mem0-strands/**'
+              - '.github/workflows/mem0-strands-checks.yml'
+              - '.github/workflows/ci-gate.yml'
+            eve:
+              - 'integrations/eve/**'
+              - '.github/workflows/eve-checks.yml'
+              - '.github/workflows/ci-gate.yml'
            docs_llms_txt:
              - 'docs/**/*.mdx'
              - 'docs/llms.txt'
@@ -101,6 +122,13 @@ jobs:
              - 'scripts/llms-txt-ignore.txt'
              - '.github/workflows/docs-llms-txt-check.yml'
              - '.github/workflows/ci-gate.yml'
+            github_scripts:
+              - '.github/scripts/**'
+              - '.github/VOUCHED.td'
+              - '.github/workflows/pr-gate.yml'
+              - '.github/workflows/vouch-check-pr.yml'
+              - '.github/workflows/issue-labeler.yml'
+              - '.github/workflows/ci-gate.yml'

  python-sdk:
    name: Python SDK
@@ -144,6 +172,13 @@ jobs:
    uses: ./.github/workflows/mem0-plugin-checks.yml
    secrets: inherit

+  claude-code-plugin:
+    name: Claude Code Plugin
+    needs: changes
+    if: needs.changes.outputs.claude_code_plugin == 'true'
+    uses: ./.github/workflows/claude-code-plugin-checks.yml
+    secrets: inherit
+
  opencode-plugin:
    name: OpenCode Plugin
    needs: changes
@@ -158,6 +193,13 @@ jobs:
    uses: ./.github/workflows/pi-agent-plugin-checks.yml
    secrets: inherit

+  deepseek-plugin:
+    name: DeepSeek Harness Plugin
+    needs: changes
+    if: needs.changes.outputs.deepseek_plugin == 'true'
+    uses: ./.github/workflows/deepseek-plugin-checks.yml
+    secrets: inherit
+
  n8n-nodes-mem0:
    name: n8n Node
    needs: changes
@@ -170,6 +212,20 @@ jobs:
    uses: ./.github/workflows/zapier-mem0-checks.yml
    secrets: inherit

+  mem0-strands:
+    name: mem0-strands
+    needs: changes
+    if: needs.changes.outputs.mem0_strands == 'true'
+    uses: ./.github/workflows/mem0-strands-checks.yml
+    secrets: inherit
+
+  eve:
+    name: Eve
+    needs: changes
+    if: needs.changes.outputs.eve == 'true'
+    uses: ./.github/workflows/eve-checks.yml
+    secrets: inherit
+
  docs-llms-txt:
    name: docs llms.txt
    needs: changes
@@ -177,6 +233,24 @@ jobs:
    uses: ./.github/workflows/docs-llms-txt-check.yml
    secrets: inherit

+  github-scripts:
+    name: GitHub Scripts
+    needs: changes
+    if: needs.changes.outputs.github_scripts == 'true'
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - uses: actions/setup-node@v4
+        with:
+          node-version: 20
+      - name: Run .github/scripts tests
+        run: |
+          for test in .github/scripts/*.test.js; do
+            echo "::group::$test"
+            node "$test"
+            echo "::endgroup::"
+          done
+
  gate:
    name: CI Gate
    needs:
@@ -187,11 +261,16 @@ jobs:
      - cli-node
      - openclaw
      - mem0-plugin
+      - claude-code-plugin
      - opencode-plugin
      - pi-agent-plugin
+      - deepseek-plugin
      - n8n-nodes-mem0
      - zapier-mem0
+      - mem0-strands
+      - eve
      - docs-llms-txt
+      - github-scripts
    if: always()
    runs-on: ubuntu-latest
    steps:
@@ -0,0 +1,46 @@
+name: Claude Code Plugin Checks
+
+# On PRs this is invoked by ci-gate.yml (the single required check);
+# push-to-main and manual runs remain standalone.
+on:
+  workflow_dispatch:
+  push:
+    branches: [main]
+    paths:
+      - 'integrations/claude-code-plugin/**'
+      - '.github/workflows/claude-code-plugin-checks.yml'
+  workflow_call:
+
+jobs:
+  test:
+    runs-on: ubuntu-latest
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: ["3.10", "3.11", "3.12"]
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v5
+        with:
+          python-version: ${{ matrix.python-version }}
+
+      - name: Install test tooling
+        run: pip install pytest ruff
+        # The plugin itself has zero runtime dependencies — nothing else to install.
+
+      - name: Check manifests are valid JSON
+        working-directory: integrations/claude-code-plugin
+        run: |
+          for f in .claude-plugin/plugin.json .mcp.json hooks/hooks.json; do
+            jq empty "$f" || (echo "Invalid JSON: $f" && exit 1)
+          done
+
+      - name: Lint
+        working-directory: integrations/claude-code-plugin
+        run: python3 -m ruff check .
+
+      - name: Run tests
+        working-directory: integrations/claude-code-plugin
+        run: python3 -m pytest tests -q
@@ -0,0 +1,60 @@
+name: Publish @mem0/deepseek-plugin 📦 to npm
+
+# Dispatched by release.yml (Release Router) when a release tagged
+# deepseek-plugin-v* is published. Can also be dispatched manually to re-publish
+# a tag.
+on:
+  workflow_dispatch:
+    inputs:
+      tag:
+        description: 'Release tag to build and publish (e.g. deepseek-plugin-v0.1.1)'
+        required: true
+        type: string
+      prerelease:
+        description: 'Publish under the version preid dist-tag instead of latest'
+        required: false
+        type: boolean
+        default: false
+
+jobs:
+  build-n-publish:
+    name: Build and publish @mem0/deepseek-plugin 📦 to npm
+    if: startsWith(inputs.tag, 'deepseek-plugin-v')
+    runs-on: ubuntu-latest
+    permissions:
+      id-token: write
+    defaults:
+      run:
+        working-directory: integrations/deepseek-plugin
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          ref: ${{ inputs.tag }}
+
+      - name: Install pnpm
+        uses: pnpm/action-setup@v4
+        with:
+          version: 9
+
+      - name: Set up Node.js
+        uses: actions/setup-node@v4
+        with:
+          node-version: '22'
+          registry-url: 'https://registry.npmjs.org'
+          cache: 'pnpm'
+          cache-dependency-path: integrations/deepseek-plugin/pnpm-lock.yaml
+
+      - name: Install dependencies
+        run: pnpm install --frozen-lockfile
+
+      - name: Build
+        run: pnpm build
+
+      - name: Publish to npm
+        run: |
+          if [ "${{ inputs.prerelease }}" = "true" ]; then
+            PREID=$(node -p "require('./package.json').version.split('-')[1].split('.')[0]")
+            npx npm@latest publish --provenance --access public --tag "$PREID"
+          else
+            npx npm@latest publish --provenance --access public
+          fi
@@ -0,0 +1,90 @@
+name: deepseek-plugin checks
+
+# On PRs this is invoked by ci-gate.yml (the single required check);
+# push-to-main and manual runs remain standalone.
+on:
+  workflow_dispatch:
+  push:
+    branches: [main]
+    paths:
+      - 'integrations/deepseek-plugin/**'
+      - '.github/workflows/deepseek-plugin-checks.yml'
+  workflow_call:
+
+jobs:
+  lint:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Install pnpm
+        uses: pnpm/action-setup@v4
+        with:
+          version: 9
+
+      - name: Setup Node.js
+        uses: actions/setup-node@v4
+        with:
+          node-version: 20
+          cache: 'pnpm'
+          cache-dependency-path: integrations/deepseek-plugin/pnpm-lock.yaml
+
+      - name: Install dependencies
+        run: cd integrations/deepseek-plugin && pnpm install --frozen-lockfile
+
+      - name: Type check
+        run: cd integrations/deepseek-plugin && pnpm exec tsc --noEmit
+
+  test:
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        node-version: [20, 22]
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Install pnpm
+        uses: pnpm/action-setup@v4
+        with:
+          version: 9
+
+      - name: Setup Node.js ${{ matrix.node-version }}
+        uses: actions/setup-node@v4
+        with:
+          node-version: ${{ matrix.node-version }}
+          cache: 'pnpm'
+          cache-dependency-path: integrations/deepseek-plugin/pnpm-lock.yaml
+
+      - name: Install dependencies
+        run: cd integrations/deepseek-plugin && pnpm install --frozen-lockfile
+
+      - name: Run tests
+        run: cd integrations/deepseek-plugin && pnpm exec vitest run
+
+  build:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Install pnpm
+        uses: pnpm/action-setup@v4
+        with:
+          version: 9
+
+      - name: Setup Node.js
+        uses: actions/setup-node@v4
+        with:
+          node-version: 20
+          cache: 'pnpm'
+          cache-dependency-path: integrations/deepseek-plugin/pnpm-lock.yaml
+
+      - name: Install dependencies
+        run: cd integrations/deepseek-plugin && pnpm install --frozen-lockfile
+
+      - name: Build
+        run: cd integrations/deepseek-plugin && pnpm build
+
+      - name: Verify dist output exists
+        run: |
+          test -f integrations/deepseek-plugin/dist/index.js || (echo "Build output missing: dist/index.js" && exit 1)
+          test -f integrations/deepseek-plugin/dist/index.d.ts || (echo "Build output missing: dist/index.d.ts" && exit 1)
@@ -0,0 +1,57 @@
+name: Publish @mem0/eve 📦 to npm
+
+on:
+  workflow_dispatch:
+    inputs:
+      tag:
+        description: 'Release tag to build and publish (e.g. eve-v0.1.0)'
+        required: true
+        type: string
+      prerelease:
+        description: 'Publish under the version preid dist-tag instead of latest'
+        required: false
+        type: boolean
+        default: false
+
+jobs:
+  build-n-publish:
+    name: Build and publish @mem0/eve 📦 to npm
+    if: startsWith(inputs.tag, 'eve-v')
+    runs-on: ubuntu-latest
+    permissions:
+      id-token: write
+    defaults:
+      run:
+        working-directory: integrations/eve
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          ref: ${{ inputs.tag }}
+
+      - name: Install pnpm
+        uses: pnpm/action-setup@v4
+        with:
+          version: 9
+
+      - name: Set up Node.js
+        uses: actions/setup-node@v4
+        with:
+          node-version: '24'
+          registry-url: 'https://registry.npmjs.org'
+          cache: 'pnpm'
+          cache-dependency-path: integrations/eve/pnpm-lock.yaml
+
+      - name: Install dependencies
+        run: pnpm install --frozen-lockfile
+
+      - name: Build
+        run: pnpm build
+
+      - name: Publish to npm
+        run: |
+          if [ "${{ inputs.prerelease }}" = "true" ]; then
+            PREID=$(node -p "require('./package.json').version.split('-')[1].split('.')[0]")
+            npx npm@latest publish --provenance --access public --tag "$PREID"
+          else
+            npx npm@latest publish --provenance --access public
+          fi
@@ -0,0 +1,85 @@
+name: eve checks
+
+on:
+  workflow_dispatch:
+  push:
+    branches: [main]
+    paths:
+      - 'integrations/eve/**'
+      - '.github/workflows/eve-checks.yml'
+  workflow_call:
+
+jobs:
+  lint:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Install pnpm
+        uses: pnpm/action-setup@v4
+        with:
+          version: 9
+
+      - name: Setup Node.js
+        uses: actions/setup-node@v4
+        with:
+          node-version: 24
+          cache: 'pnpm'
+          cache-dependency-path: integrations/eve/pnpm-lock.yaml
+
+      - name: Install dependencies
+        run: cd integrations/eve && pnpm install --frozen-lockfile
+
+      - name: Type check
+        run: cd integrations/eve && pnpm typecheck
+
+  test:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Install pnpm
+        uses: pnpm/action-setup@v4
+        with:
+          version: 9
+
+      - name: Setup Node.js
+        uses: actions/setup-node@v4
+        with:
+          node-version: 24
+          cache: 'pnpm'
+          cache-dependency-path: integrations/eve/pnpm-lock.yaml
+
+      - name: Install dependencies
+        run: cd integrations/eve && pnpm install --frozen-lockfile
+
+      - name: Run tests
+        run: cd integrations/eve && pnpm test
+
+  build:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Install pnpm
+        uses: pnpm/action-setup@v4
+        with:
+          version: 9
+
+      - name: Setup Node.js
+        uses: actions/setup-node@v4
+        with:
+          node-version: 24
+          cache: 'pnpm'
+          cache-dependency-path: integrations/eve/pnpm-lock.yaml
+
+      - name: Install dependencies
+        run: cd integrations/eve && pnpm install --frozen-lockfile
+
+      - name: Build
+        run: cd integrations/eve && pnpm build
+
+      - name: Verify dist output exists
+        run: |
+          test -f integrations/eve/dist/index.js || (echo "Build output missing: dist/index.js" && exit 1)
+          test -f integrations/eve/dist/index.d.ts || (echo "Build output missing: dist/index.d.ts" && exit 1)
@@ -0,0 +1,50 @@
+name: Publish mem0-strands 🐍 distribution 📦 to PyPI
+
+# Dispatched by release.yml (Release Router) when a release tagged
+# mem0-strands-v* is published. Can also be dispatched manually to re-publish
+# a tag. Publishing uses PyPI Trusted Publishing (OIDC), so no API token is
+# stored; the `mem0-strands` PyPI project must have a trusted publisher
+# configured for mem0ai/mem0 + this workflow.
+on:
+  workflow_dispatch:
+    inputs:
+      tag:
+        description: 'Release tag to build and publish (e.g. mem0-strands-v0.1.0)'
+        required: true
+        type: string
+      prerelease:
+        description: 'Unused for PyPI (pre-releases are expressed in the version itself); accepted for router uniformity'
+        required: false
+        type: boolean
+        default: false
+
+jobs:
+  build-n-publish:
+    name: Build and publish mem0-strands 📦 to PyPI
+    if: startsWith(inputs.tag, 'mem0-strands-v')
+    runs-on: ubuntu-latest
+    permissions:
+      id-token: write
+    defaults:
+      run:
+        working-directory: integrations/mem0-strands/python
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          ref: ${{ inputs.tag }}
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.11'
+
+      - name: Install Hatch
+        run: pip install hatch
+
+      - name: Build a binary wheel and a source tarball
+        run: hatch build --clean
+
+      - name: Publish distribution 📦 to PyPI
+        uses: pypa/gh-action-pypi-publish@release/v1
+        with:
+          packages-dir: integrations/mem0-strands/python/dist/
@@ -0,0 +1,82 @@
+name: mem0-strands CI
+
+# On PRs this is invoked by ci-gate.yml (the single required check);
+# push-to-main and manual runs remain standalone.
+on:
+  workflow_dispatch:
+  push:
+    branches: [main]
+    paths:
+      - 'integrations/mem0-strands/**'
+      - '.github/workflows/mem0-strands-checks.yml'
+  workflow_call:
+
+jobs:
+  lint:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.12'
+
+      - name: Install dev dependencies
+        working-directory: integrations/mem0-strands/python
+        run: pip install -e ".[dev]"
+
+      - name: Lint with ruff
+        working-directory: integrations/mem0-strands/python
+        run: ruff check .
+
+      - name: Check formatting
+        working-directory: integrations/mem0-strands/python
+        run: ruff format --check .
+
+      - name: Type-check with mypy
+        working-directory: integrations/mem0-strands/python
+        run: mypy src
+
+  test:
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: ["3.10", "3.11", "3.12"]
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v5
+        with:
+          python-version: ${{ matrix.python-version }}
+
+      - name: Install dev dependencies
+        working-directory: integrations/mem0-strands/python
+        run: pip install -e ".[dev]"
+
+      - name: Run tests
+        working-directory: integrations/mem0-strands/python
+        run: pytest
+
+  build:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.12'
+
+      - name: Install Hatch
+        run: pip install hatch
+
+      - name: Build
+        working-directory: integrations/mem0-strands/python
+        run: hatch build --clean
+
+      - name: Verify dist output
+        run: |
+          ls integrations/mem0-strands/python/dist/*.whl || (echo "Wheel file missing" && exit 1)
+          ls integrations/mem0-strands/python/dist/*.tar.gz || (echo "Source dist missing" && exit 1)
@@ -2,11 +2,13 @@ name: PR Gate

 on:
  pull_request_target:
-    types: [opened, reopened, edited, ready_for_review]
+    types: [opened, reopened, ready_for_review, edited]
+  issues:
+    types: [labeled]

 concurrency:
-  group: pr-gate-${{ github.event.pull_request.number }}
-  cancel-in-progress: true
+  group: pr-gate-${{ github.event_name }}-${{ github.event.action }}-${{ github.event.pull_request.number || github.event.issue.number }}
+  cancel-in-progress: ${{ github.event_name == 'pull_request_target' }}

 env:
  GATE_EFFECTIVE_FROM: '2026-08-12T00:00:00Z'
@@ -19,8 +21,11 @@ permissions:
 jobs:
  gate:
    if: >-
+      github.event_name == 'pull_request_target' &&
+      github.event.action != 'edited' &&
      github.event.pull_request.draft == false &&
      github.event.pull_request.user.type != 'Bot' &&
+      github.event.pull_request.head.repo.full_name != github.repository &&
      !contains(fromJSON('["OWNER","MEMBER","COLLABORATOR"]'), github.event.pull_request.author_association)
    runs-on: ubuntu-latest
    steps:
@@ -47,7 +52,9 @@ jobs:
            const files = await github.paginate(github.rest.pulls.listFiles, {
              owner, repo, pull_number: pr.number, per_page: 100,
            });
-            if (files.length > 0 && files.every((file) => file.filename.startsWith('docs/'))) {
+            const rootDocs = new Set(['README.md', 'CONTRIBUTING.md', 'CODE_OF_CONDUCT.md', 'SECURITY.md']);
+            const isDocs = (filename) => filename.startsWith('docs/') || rootDocs.has(filename);
+            if (files.length > 0 && files.every((file) => isDocs(file.filename))) {
              core.info('Docs-only PR, gate skipped');
              return;
            }
@@ -75,6 +82,7 @@ jobs:
            }

            const body = [
+              '<!-- pr-gate -->',
              'Thanks for taking the time to open this.',
              '',
              'We only review pull requests that fix an issue we have already agreed to take on, so this one is closed for now.',
@@ -84,10 +92,9 @@ jobs:
              '',
              '1. Make sure an issue describes the problem, with the version you are on, a runnable reproduction, and the real output or traceback you saw.',
              '2. Link it from this pull request description with `Closes #<number>`.',
-              '3. Ask a maintainer to label that issue `accepted`.',
-              '4. Reopen this pull request. The check runs again and it stays open.',
+              '3. Ask a maintainer to label that issue `accepted`. This pull request reopens by itself when they do.',
              '',
-              'Already linked an accepted issue? Edit the description to include `Closes #<number>` and reopen. The check reruns automatically.',
+              'Issue already labeled `accepted`? Just add `Closes #<number>` to the description. That reopens this too.',
              '',
              'Documentation-only changes skip this gate entirely.',
              '',
@@ -101,3 +108,107 @@ jobs:
              owner, repo, pull_number: pr.number, state: 'closed',
            });
            core.info(`Closed #${pr.number}: no accepted issue linked`);
+
+  reopen:
+    if: >-
+      (github.event_name == 'issues' && github.event.label.name == 'accepted') ||
+      (github.event.action == 'edited' && github.event.pull_request.state == 'closed')
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/github-script@v7
+        with:
+          script: |
+            const { owner, repo } = context.repo;
+            const marker = '<!-- pr-gate -->';
+
+            const denounced = await (async () => {
+              try {
+                const { data } = await github.rest.repos.getContent({
+                  owner, repo, path: '.github/VOUCHED.td',
+                  ref: context.payload.repository.default_branch,
+                });
+                return new Set(Buffer.from(data.content, 'base64').toString('utf8')
+                  .split('\n')
+                  .map((line) => line.trim())
+                  .filter((line) => line.startsWith('-'))
+                  .map((line) => line.slice(1).split(/\s+/)[0].split(':').pop().toLowerCase())
+                  .filter(Boolean));
+              } catch (error) {
+                core.warning(`Could not read VOUCHED.td, treating nobody as denounced: ${error.message}`);
+                return new Set();
+              }
+            })();
+
+            const isReopenable = async (number) => {
+              const { repository } = await github.graphql(
+                `query ($owner: String!, $repo: String!, $number: Int!) {
+                  repository(owner: $owner, name: $repo) {
+                    pullRequest(number: $number) {
+                      state
+                      author { login }
+                      closingIssuesReferences(first: 20) {
+                        nodes { labels(first: 50) { nodes { name } } }
+                      }
+                    }
+                  }
+                }`,
+                { owner, repo, number },
+              );
+              const pullRequest = repository.pullRequest;
+              if (denounced.has(pullRequest.author?.login?.toLowerCase())) {
+                core.info(`#${number} is from a denounced author. Vouch outranks this gate.`);
+                return false;
+              }
+              return pullRequest.state === 'CLOSED' &&
+                pullRequest.closingIssuesReferences.nodes.some((issue) =>
+                  issue.labels.nodes.some((label) => label.name === 'accepted'));
+            };
+
+            let candidates;
+            if (context.eventName === 'issues') {
+              const { repository } = await github.graphql(
+                `query ($owner: String!, $repo: String!, $number: Int!) {
+                  repository(owner: $owner, name: $repo) {
+                    issue(number: $number) {
+                      closedByPullRequestsReferences(first: 20, includeClosedPrs: true) {
+                        nodes { number }
+                      }
+                    }
+                  }
+                }`,
+                { owner, repo, number: context.payload.issue.number },
+              );
+              candidates = repository.issue.closedByPullRequestsReferences.nodes.map((pr) => pr.number);
+            } else {
+              candidates = [context.payload.pull_request.number];
+            }
+
+            for (const number of candidates) {
+              if (!(await isReopenable(number))) {
+                core.info(`#${number} is not a closed pull request linking an accepted issue. Skipped.`);
+                continue;
+              }
+
+              const comments = await github.paginate(github.rest.issues.listComments, {
+                owner, repo, issue_number: number, per_page: 100,
+              });
+              if (!comments.some((comment) => comment.body?.startsWith(marker))) {
+                core.info(`#${number} was not closed by this gate. Left alone.`);
+                continue;
+              }
+
+              try {
+                await github.rest.pulls.update({
+                  owner, repo, pull_number: number, state: 'open',
+                });
+              } catch (error) {
+                core.warning(`Could not reopen #${number}: ${error.message}`);
+                continue;
+              }
+
+              await github.rest.issues.createComment({
+                owner, repo, issue_number: number,
+                body: 'An `accepted` issue is linked now, so this is open again and ready for review.',
+              });
+              core.info(`Reopened #${number}`);
+            }
@@ -45,7 +45,10 @@ jobs:
            openclaw-v*)  workflow="openclaw-cd.yml" ;;
            opencode-v*)  workflow="opencode-plugin-cd.yml" ;;
            pi-agent-v*)  workflow="pi-agent-plugin-cd.yml" ;;
+            deepseek-plugin-v*)  workflow="deepseek-plugin-cd.yml" ;;
            n8n-nodes-mem0-v*) workflow="n8n-nodes-mem0-cd.yml" ;;
+            mem0-strands-v*)   workflow="mem0-strands-cd.yml" ;;
+            eve-v*)            workflow="eve-cd.yml" ;;
            v*)           workflow="cd.yml" ;;
            *)
              echo "::error::Release tag '$TAG' does not match any known package prefix — nothing will be published. See the tag prefix table in AGENTS.md."
@@ -16,12 +16,44 @@ jobs:
  check:
    if: >-
      github.event.pull_request.user.type != 'Bot' &&
+      github.event.pull_request.head.repo.full_name != github.repository &&
      !contains(fromJSON('["OWNER","MEMBER","COLLABORATOR"]'), github.event.pull_request.author_association)
    runs-on: ubuntu-latest
    steps:
      - uses: mitchellh/vouch/action/check-pr@d66fa29a64600490892131ad87597c30c91fcac4 # v1.5.0
+        id: vouch
        with:
          pr-number: ${{ github.event.pull_request.number }}
-          auto-close: false
+          require-vouch: false
+          auto-close: true
        env:
          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+
+      - if: steps.vouch.outputs.status == 'allowed'
+        uses: actions/github-script@v7
+        with:
+          script: |
+            const { owner, repo } = context.repo;
+            const pr = context.payload.pull_request;
+            const marker = '<!-- vouch-check -->';
+
+            const comments = await github.paginate(github.rest.issues.listComments, {
+              owner, repo, issue_number: pr.number, per_page: 100,
+            });
+            if (comments.some((comment) => comment.body?.startsWith(marker))) {
+              core.info('Vouch comment already posted, skipped.');
+              return;
+            }
+
+            const body = [
+              marker,
+              `Hi @${context.payload.pull_request.user.login}, thanks for opening this pull request.`,
+              '',
+              "This is just a soft check: you are not yet in this repo's vouched contributor list (`.github/VOUCHED.td`). Nothing is blocked and there is nothing you need to do.",
+              '',
+              `A maintainer can vouch for you by commenting \`!vouch @${context.payload.pull_request.user.login}\` on any issue.`,
+            ].join('\n');
+
+            await github.rest.issues.createComment({
+              owner, repo, issue_number: pr.number, body,
+            });
@@ -37,6 +37,6 @@ jobs:
          denounce-keyword: "!denounce"
          unvouch-keyword: "!unvouch"
          pull-request: "true"
-          merge-immediately: "true"
+          merge-immediately: "false"
        env:
          GITHUB_TOKEN: ${{ steps.app-token.outputs.token }}
@@ -191,3 +191,7 @@ qdrant_storage/
 testing.ipynb
 .weave/

+
+# TypeScript incremental build info and local, uncommitted e2e scripts (used by the integrations, e.g. integrations/deepseek-plugin)
+*.tsbuildinfo
+*.local.mjs
@@ -10,6 +10,7 @@ This is a polyglot monorepo and **every package sets its own rules**. Read the `
 ## Do NOT

 - Open a pull request without a signed CLA. It will not be reviewed. See [The CLA is not optional](#the-cla-is-not-optional).
+- Open a pull request that does not link an issue carrying the `accepted` label. A bot closes it within a minute. See [Two gates decide whether your pull request stays open](#two-gates-decide-whether-your-pull-request-stays-open).
 - Modify anything in `.github/workflows/` without explicit maintainer approval. Publishing credentials are pinned to workflow filenames.
 - Commit `.env` files, API keys, or credentials.
 - Skip pre-commit hooks.
@@ -121,6 +122,24 @@ Full guide: [`CONTRIBUTING.md`](CONTRIBUTING.md). Conduct: [`CODE_OF_CONDUCT.md`
 6. Open the PR against `main` and fill in [the template](.github/PULL_REQUEST_TEMPLATE.md). Do not paraphrase it; GitHub prefills it.
 7. **Sign the CLA.**

+### Two gates decide whether your pull request stays open
+
+Two workflows run on every pull request from a fork. They judge different things and neither covers for the other, so a pull request has to get past both.
+
+**The [PR Gate](.github/workflows/pr-gate.yml) judges the change.** It closes any pull request that does not link an issue carrying the `accepted` label. Closed is a queue decision, not a verdict: when a maintainer applies the label the pull request reopens by itself. Drafts, documentation-only changes, and branches pushed to this repository rather than a fork are all exempt.
+
+**The [vouch check](.github/workflows/vouch-check-pr.yml) judges the account.** It reads [`.github/VOUCHED.td`](.github/VOUCHED.td), which has three possible answers about any given person:
+
+| The list says | Meaning | Effect on the pull request |
+|---|---|---|
+| `-handle` | a maintainer ran `!denounce` after the code of conduct process | closed, even with an accepted issue |
+| nothing at all | everybody who has not contributed here before | **none.** One comment saying nothing is blocked. |
+| `handle` | a maintainer ran `!vouch` | none, and the comment stops appearing |
+
+Being vouched grants nothing. It is a "we have seen this person before" flag that mutes the newcomer comment, not permission to skip the accepted-issue rule. Being absent from the list costs nothing.
+
+If you are an agent opening a pull request on someone's behalf, the practical consequence is one rule: **get the linked issue labelled `accepted` before you open the pull request, or expect the pull request to be closed and to reopen later.** Do not work around either gate, do not reopen a gated pull request by hand, and do not re-file the same change under a new pull request when one is closed.
+
 ### The CLA is not optional

 **A pull request from a contributor who has not signed the Contributor License Agreement is not accepted, not reviewed, and not merged.** This is not a formality applied at merge time. An unsigned pull request does not enter the review queue at all: maintainers do not read the diff, do not leave feedback, and do not discuss the approach. It sits until the CLA is signed, and it is closed if it goes stale.
@@ -151,5 +170,6 @@ Beyond the CLA and the accepted-issue gate, the [Contribution Conduct](CODE_OF_C
 | Documentation contributions | `docs/contributing/documentation.mdx` |
 | PR template | `.github/PULL_REQUEST_TEMPLATE.md` |
 | Issue forms | `.github/ISSUE_TEMPLATE/` |
-| Trust list (vouch) | `.github/VOUCHED.td` |
+| Contribution gates | [Two gates decide whether your pull request stays open](#two-gates-decide-whether-your-pull-request-stays-open) |
+| Trust list (vouch) | [`.github/VOUCHED.td`](.github/VOUCHED.td) |
 | CI/CD, gates, rulesets | [`.github/AGENTS.md`](.github/AGENTS.md) |
@@ -40,9 +40,24 @@ agree the change is one we want.

 Pull requests that don't link an accepted issue are closed automatically by the
 [PR Gate](./.github/workflows/pr-gate.yml). **Closed does not mean rejected.** It
-means the change isn't in the queue yet. Once a maintainer labels the issue,
-reopen the pull request and it stays open. Documentation-only changes skip the
-gate entirely.
+means the change isn't in the queue yet. Once a maintainer labels the issue the
+pull request reopens itself, and you don't have to do anything. Documentation-only
+changes skip the gate entirely.
+
+A second check looks at who opened the pull request rather than what it changes.
+If you are not yet in this repo's contributor list
+([`.github/VOUCHED.td`](./.github/VOUCHED.td)) you get one comment saying so.
+**Nothing is blocked and there is nothing you need to do.** A maintainer can add
+you by commenting `!vouch @you` on any issue, which only stops that comment from
+appearing again. Being on the list is not permission to skip the accepted-issue
+rule, and being absent from it costs you nothing.
+
+The list has a negative side too. A maintainer can `!denounce` an account that
+has been through the
+[code of conduct](./CODE_OF_CONDUCT.md#contribution-conduct) enforcement process,
+and pull requests from that account are closed whether or not they link an
+accepted issue. This is rare, it is never where anyone starts, and it is
+reversible.

 Security fixes are the one exception, and they don't go through public pull
 requests at all. Follow the [Security Policy](./SECURITY.md) instead, which uses
@@ -85,6 +100,19 @@ sign. Signing takes less than a minute and only needs to be done once. Pull
 requests from contributors who have not signed the CLA will be blocked from
 merging.

+## First Contribution Fast Path
+
+Fixing a typo or a small docs issue? You don't need the full workflow below.
+
+1. **Pick something small.** Look for issues labeled `documentation` or `good first issue`, or a typo/broken link you noticed while reading the docs.
+2. **Branch from `main`** with a name that says what you're fixing, e.g. `docs/fix-quickstart-typo` or `fix/broken-crewai-link`.
+3. **Make the change, then run only what applies:**
+   - Docs-only change (`docs/**`): preview with `make docs`. If you added or removed an `.mdx` page, run `python scripts/check-llms-txt-coverage.py --write` so `docs/llms.txt` stays in sync.
+   - Code change: run the linter and tests for the package you touched, see [Development Workflow](#development-workflow) below.
+4. **Open a PR** against `main` with `Closes #<issue-number>` and a one-line description of what you fixed.
+
+For anything larger than a docs fix or a small bug, follow the full workflow below.
+
 ## Repository Layout

 The two most common contribution targets are the SDKs:
@@ -11,7 +11,7 @@ install:
 	hatch env create

 install_all:
-	pip install ruff==0.16.0 groq together boto3 litellm ollama chromadb weaviate weaviate-client sentence_transformers vertexai \
+	pip install ruff==0.16.0 groq together boto3 'litellm>=1.83.7,<1.98.0' ollama chromadb weaviate weaviate-client sentence_transformers vertexai \
 	            google-generativeai elasticsearch opensearch-py vecs "pinecone<7.0.0" pinecone-text faiss-cpu langchain-community \
 							upstash-vector azure-search-documents langchain-memgraph langchain-neo4j langchain-aws rank-bm25 pymochow pymongo psycopg kuzu databricks-sdk valkey

@@ -1,6 +1,6 @@
 {
  "name": "@mem0/cli",
-  "version": "0.2.12",
+  "version": "0.2.13",
  "description": "The official CLI for mem0 — the memory layer for AI agents",
  "type": "module",
  "bin": {
@@ -4,7 +4,7 @@ build-backend = "hatchling.build"

 [project]
 name = "mem0-cli"
-version = "0.2.11"
+version = "0.2.12"
 description = "The official CLI for mem0 — the memory layer for AI agents"
 readme = "README.md"
 license = "Apache-2.0"
@@ -1,3 +1,3 @@
 """mem0 CLI — the command-line interface for the mem0 memory layer."""

-__version__ = "0.2.11"
+__version__ = "0.2.12"
@@ -1,5 +1,7 @@
 ---
 title: "Overview"
+seo:
+  title: "API Reference Overview - Mem0"
 icon: "terminal"
 iconType: "solid"
 description: "REST APIs for memory management, search, and entity operations"
@@ -10,7 +12,7 @@ description: "REST APIs for memory management, search, and entity operations"
 Mem0 provides a comprehensive REST API for integrating advanced memory capabilities into your applications. Create, search, update, and manage memories across users, agents, and custom entities with simple HTTP requests.

 <Info>
-**Quick start:** Get your API key from the <a href="https://app.mem0.ai/dashboard/api-keys?utm_source=oss&utm_medium=api-reference" rel="nofollow">Mem0 Dashboard</a> and make your first memory operation in minutes.
+**Quick start:** Get your API key from the <a href="https://app.mem0.ai/dashboard/api-keys?utm_source=oss&utm_medium=api-reference">Mem0 Dashboard</a> and make your first memory operation in minutes.
 </Info>

 ---
@@ -87,7 +89,7 @@ All API requests require authentication using Token-based authentication. Includ
 Authorization: Token <your-api-key>
 ```

-Get your API key from the <a href="https://app.mem0.ai/dashboard/api-keys?utm_source=oss&utm_medium=api-reference" rel="nofollow">Mem0 Dashboard</a>.
+Get your API key from the <a href="https://app.mem0.ai/dashboard/api-keys?utm_source=oss&utm_medium=api-reference">Mem0 Dashboard</a>.

 <Warning>
 **Keep your API key secure.** Never expose it in client-side code or public repositories. Use environment variables and server-side requests only.
@@ -0,0 +1,5 @@
+---
+title: "Preview Dream Scope"
+description: "A no-write preview of the scope Dream synthesis would analyze for a project."
+openapi: "post /api/v1/orgs/organizations/{org_id}/projects/{project_id}/dream/preview/"
+---
@@ -0,0 +1,5 @@
+---
+title: "Get Dream Activity"
+description: "Supersede/merge activity feed for a project, newest first (keyset-paginated)."
+openapi: "get /api/v1/orgs/organizations/{org_id}/projects/{project_id}/dream/activity/"
+---
@@ -0,0 +1,5 @@
+---
+title: "Get Dream Configuration"
+description: "Retrieve a project's Dream (memory synthesis) configuration and plan entitlements."
+openapi: "get /api/v1/orgs/organizations/{org_id}/projects/{project_id}/dream/config/"
+---
@@ -0,0 +1,5 @@
+---
+title: "Get a Synthesized Memory's Sources"
+description: "The source memories a synthesized (pattern) memory was distilled from."
+openapi: "get /api/v1/orgs/organizations/{org_id}/projects/{project_id}/dream/memory/{memory_id}/sources/"
+---
@@ -0,0 +1,5 @@
+---
+title: "Get Memories in a Dream Run"
+description: "Keyset page of the synthesized memories within a single synthesis run."
+openapi: "get /api/v1/orgs/organizations/{org_id}/projects/{project_id}/dream/runs/{run_id}/memories/"
+---
@@ -0,0 +1,5 @@
+---
+title: "Get Dream Synthesis Runs"
+description: "Synthesis activity grouped per run, newest first (keyset-paginated)."
+openapi: "get /api/v1/orgs/organizations/{org_id}/projects/{project_id}/dream/runs/"
+---
@@ -0,0 +1,5 @@
+---
+title: "Get Dream Stats"
+description: "Lifecycle and synthesis counts for a project, plus reflection freshness."
+openapi: "get /api/v1/orgs/organizations/{org_id}/projects/{project_id}/dream/stats/"
+---
@@ -0,0 +1,5 @@
+---
+title: "Update Dream Configuration"
+description: "Enable or disable Synthesis (reflection) for a project, or change the reflection mode."
+openapi: "patch /api/v1/orgs/organizations/{org_id}/projects/{project_id}/dream/config/"
+---
@@ -1,5 +1,7 @@
 ---
 title: 'Delete Memory'
+seo:
+  title: "Delete Memory API Endpoint - Mem0"
 description: "Delete a single memory by its unique memory ID from the Mem0 platform using the DELETE endpoint."
 openapi: delete /v1/memories/{memory_id}/
 ---
@@ -1,5 +1,7 @@
 ---
 title: 'Update Memory'
+seo:
+  title: "Update Memory API Endpoint - Mem0"
 description: "Update the content, metadata, timestamp, or expiration date of a single memory by its unique ID using the PUT endpoint."
 openapi: put /v1/memories/{memory_id}/
 ---
@@ -1,5 +1,7 @@
 ---
 title: 'Add Member'
+seo:
+  title: "Add Organization Member API Endpoint - Mem0"
 description: "Add a new member to an organization with a specified role such as READER or OWNER access level."
 openapi: post /api/v1/orgs/organizations/{org_id}/members/
 ---
@@ -1,5 +1,7 @@
 ---
 title: 'Get Members'
+seo:
+  title: "Get Organization Members API Endpoint - Mem0"
 description: "Retrieve a list of all members belonging to a specific organization on the Mem0 platform."
 openapi: get /api/v1/orgs/organizations/{org_id}/members/
 ---
@@ -1,5 +1,7 @@
 ---
 title: 'Add Member'
+seo:
+  title: "Add Project Member API Endpoint - Mem0"
 description: "Add a new member to a project with a specified role such as READER or OWNER access level."
 openapi: post /api/v1/orgs/organizations/{org_id}/projects/{project_id}/members/
 ---
@@ -1,5 +1,7 @@
 ---
 title: 'Get Members'
+seo:
+  title: "Get Project Members API Endpoint - Mem0"
 description: "Retrieve a list of all members belonging to a specific project on the Mem0 platform."
 openapi: get /api/v1/orgs/organizations/{org_id}/projects/{project_id}/members/
 ---
@@ -4,6 +4,55 @@ description: "Major product launches, headline features, and milestones for Mem0
 mode: "wide"
 ---

+<Update label="2026-08-24" description="DeepSeek Harness plugin">
+
+**DeepSeek Harness: Mem0 as a Native Cordis Plugin**
+
+The DeepSeek Harness agent forgets everything between sessions. [`@mem0/deepseek-plugin`](https://www.npmjs.com/package/@mem0/deepseek-plugin) gives it two Mem0-backed tools, so recall and writes persist across runs against the same memory bank you already use from Claude Code, Codex, and every other connected agent.
+
+- **Two agent-callable tools:** `search_memory` recalls facts relevant to a query, `add_memory` stores a fact for future sessions. Both accept per-call `userId` / `agentId` / `runId` scope overrides.
+- **Native Cordis lifecycle:** The plugin declares `inject = ['tools']` so it waits for the harness tool registry, then registers through `ctx.tools.register()`. Unmounting the plugin removes the tools automatically.
+- **Managed backend, not a memory file:** Server-side extraction, semantic dedup, and conflict resolution, rather than a Markdown file the agent has to maintain itself.
+- **Config:** `userId` is required, `apiKey` defaults to `$MEM0_API_KEY`, and `host` optionally targets a dedicated Mem0 Platform base URL.
+
+See [DeepSeek Harness](/integrations/deepseek-plugin) for setup and [SDK & Tools](/changelog/sdk) for PR links.
+
+<Note>
+  Developer preview. Auto-capture and auto-recall, where memory reaches the context with no explicit tool call, are planned but not yet built.
+</Note>
+
+</Update>
+
+<Update label="2026-08-24" description="Strands Agents integration">
+
+**Strands Agents: Mem0 as a Native MemoryStore**
+
+[`mem0-strands`](https://pypi.org/project/mem0-strands/) plugs Mem0 into AWS's [Strands Agents](https://strandsagents.com/) SDK as a native `MemoryStore`, so recall and writes happen inside the agent loop rather than as tool calls the model has to remember to make.
+
+- **Automatic recall:** The `MemoryManager` drives the store on every turn, searching Mem0 and injecting the results into the prompt with no tool call required.
+- **Server-side extraction:** Because the store implements `add_messages`, enabling extraction routes raw conversation turns straight to Mem0's extraction pipeline, skipping the extra client-side model call needed to distill facts first.
+- **Hosted or self-hosted:** An API key targets the hosted Mem0 Platform; a config dict targets self-hosted Mem0 OSS.
+- **Entity scoping:** Accepts `user_id`, `agent_id`, `run_id`, and `app_id`, with at least one required and invalid combinations rejected at construction rather than on the first write.
+
+See [Strands Agents](/integrations/strands) for setup and [SDK & Tools](/changelog/sdk) for PR links.
+
+</Update>
+
+<Update label="2026-08-13" description="Kimi Code plugin">
+
+**Kimi Code: Mem0 Joins the Editor Plugin Family**
+
+The shared Mem0 editor plugin now covers Kimi Code alongside Claude Code, Cursor, Codex, and Antigravity, running on the same scripts, skills, and memory bank, so context written in one editor is available in the others.
+
+- **Hosted MCP server:** Registers `https://mcp.mem0.ai/mcp/`, authenticated with `MEM0_API_KEY` as a bearer token.
+- **Automatic capture and recall:** SessionStart loads context through the `context-loader` skill, and hooks on prompt submit, file reads, Bash output, stop, and pre-compact capture and inject memory without an explicit tool call.
+- **Guardrails:** Direct `Write` / `Edit` / `MultiEdit` to memory files is blocked, and metadata defaults are enforced on every Mem0 MCP tool call.
+- **Kimi hook adapter:** A shim normalizes Kimi Code's hook contract to the shape the shared scripts already expect, resolving the real project directory and translating the differing prompt, tool-output, and MCP tool-name fields.
+
+See [SDK & Tools](/changelog/sdk) for version details and PR links.
+
+</Update>
+
 <Update label="2026-07-30" description="n8n and Zapier integrations">

 **Workflow Automation: Mem0 Memory in n8n and Zapier**
@@ -7,6 +7,27 @@ mode: "wide"
 <Tabs>
 <Tab title="Python">

+<Update label="2026-09-02" description="v2.0.20">
+
+**Improvements:**
+- **OSS notices:** Notice configuration now comes from a static, cacheable repository file with a bundled disabled fallback and deterministic rollout assignment, instead of calling PostHog's feature-flag evaluation API. This keeps notices fail-safe when the remote config is unavailable and removes the PostHog feature-flag request from notice evaluation ([#7185](https://github.com/mem0ai/mem0/pull/7185))
+- **Vector Stores:** `RedisDBConfig` now uses Pydantic's native `extra="forbid"` handling for unknown fields instead of a custom model validator, preserving strict validation while returning standard Pydantic errors ([#7089](https://github.com/mem0ai/mem0/pull/7089))
+
+</Update>
+
+<Update label="2026-08-24" description="v2.0.19">
+
+**Bug Fixes:**
+- **Embeddings:** `HuggingFaceEmbedding` now falls back to the `HUGGINGFACE_API_KEY` env var, then a placeholder key, when `huggingface_base_url` is set and no `api_key` is configured. The OpenAI-compatible client used to talk to TEI endpoints raises at construction when no key resolves at all, so a TEI deployment that doesn't require a real key previously failed to initialize ([#6947](https://github.com/mem0ai/mem0/pull/6947))
+- **Core:** `remove_code_blocks()` now accepts list-shaped content (a sequence of `{"text": ...}` blocks, as some agent frameworks pass) by joining each block's text before stripping code fences, instead of raising `AttributeError` from calling `.strip()` on a list ([#6947](https://github.com/mem0ai/mem0/pull/6947))
+- **Core:** `create_procedural_memory()` (`Memory` and `AsyncMemory`) now raises a clear `ValueError` when the LLM returns no content for the summary, instead of continuing with empty content that surfaced as a confusing error further down the call ([#6947](https://github.com/mem0ai/mem0/pull/6947))
+- **Proxy:** `mem0.proxy` no longer auto-installs `litellm` via a `pip install` subprocess when the import fails; it now raises `ImportError` with instructions to install it yourself. The auto-install could hang or fail silently in restricted environments and ran an unreviewed install on the caller's behalf ([#6947](https://github.com/mem0ai/mem0/pull/6947))
+- **Client:** `get_all()` (sync and async) now sends `page` and `page_size` as independent query params instead of requiring both to be set before either was sent. Passing only `page_size` without `page` previously had it silently dropped, so results came back at the server's default page size ([#6900](https://github.com/mem0ai/mem0/pull/6900))
+- **LLMs:** Add `provider_override` to `AWSBedrockConfig`, an explicit provider name (for example `"anthropic"`) for when `model` is an application inference profile ARN whose opaque ID has no provider substring for `extract_provider()` to detect. Without it, those ARNs raised `ValueError: Unable to determine provider` ([#6899](https://github.com/mem0ai/mem0/pull/6899))
+- **LLMs:** `VllmConfig` now falls back to the `VLLM_BASE_URL` env var when `vllm_base_url` isn't passed explicitly. The default was filled in before the env var was ever checked, so `VLLM_BASE_URL` was silently ignored ([#6897](https://github.com/mem0ai/mem0/pull/6897))
+
+</Update>
+
 <Update label="2026-08-11" description="v2.0.18">

 **Bug Fixes:**
@@ -1206,6 +1227,26 @@ See the [OSS v2 to v3 migration guide](https://docs.mem0.ai/migration/oss-v2-to-

 <Tab title="TypeScript">

+<Update label="2026-09-02" description="v3.1.8">
+
+**Improvements:**
+- **OSS notices:** Notice configuration now comes from a static, cacheable repository file with a bundled disabled fallback and deterministic rollout assignment, instead of calling PostHog's feature-flag evaluation API. This keeps notices fail-safe when the remote config is unavailable and removes the PostHog feature-flag request from notice evaluation ([#7185](https://github.com/mem0ai/mem0/pull/7185))
+
+</Update>
+
+<Update label="2026-08-24" description="v3.1.7">
+
+**Bug Fixes:**
+- **Vector Stores:** Redis and Valkey `search()` / `get()` / `list()` now preserve `agent_id`, `run_id`, and `user_id` as snake_case in the returned payload. The shared payload formatter camelCased every key including those three identity fields, so entity ids came back as `agentId` / `runId` / `userId`, inconsistent with every other vector store ([#6902](https://github.com/mem0ai/mem0/pull/6902))
+- **Memory (OSS):** Embedding-cache lookups now use `Object.prototype.hasOwnProperty.call()` instead of the `in` operator or a falsy `||` check. Memory text matching an inherited `Object.prototype` property name (`constructor`, `toString`, and similar) previously short-circuited the lookup and resolved to that inherited value instead of computing a real embedding, silently corrupting the stored vector ([#6903](https://github.com/mem0ai/mem0/pull/6903))
+- **Client:** `getAll()` now sends `page` and `pageSize` as independent query params instead of requiring both to be set before either was sent. Passing only `pageSize` without `page` previously had it silently dropped, so results came back at the server's default page size ([#6900](https://github.com/mem0ai/mem0/pull/6900))
+- **LLMs:** Add `providerOverride` to the Bedrock `LLMConfig`, an explicit provider name for when `model` is an application inference profile ARN whose opaque ID has no provider substring for `extractProvider()` to detect. Without it, those ARNs threw before the provider-specific settings could be initialized ([#6899](https://github.com/mem0ai/mem0/pull/6899))
+
+**Security:**
+- **Dependencies:** Resolved 17 additional high and critical severity dependency vulnerabilities across 5 pnpm workspaces (`mem0-ts`, `vercel-ai-sdk`, `n8n-nodes-mem0`, `zapier-mem0`, `server/dashboard`) via `pnpm.overrides` and a `tar` patch ([#7032](https://github.com/mem0ai/mem0/pull/7032))
+
+</Update>
+
 <Update label="2026-08-11" description="v3.1.6">

 **New Features:**
@@ -1502,7 +1543,7 @@ The largest provider release for the TypeScript OSS SDK so far: 17 new vector st
 **Improvements:**
 - **Telemetry:** Sample OSS hot-path events at 10% to reduce PostHog event volume ([#4771](https://github.com/mem0ai/mem0/pull/4771))

-See the [TypeScript SDK migration guide](https://docs.mem0.ai/migration/ts-v2-to-v3) for upgrade instructions.
+See the [OSS v2 to v3 migration guide](https://docs.mem0.ai/migration/oss-v2-to-v3) for upgrade instructions.

 </Update>

@@ -1823,6 +1864,17 @@ See the [TypeScript SDK migration guide](https://docs.mem0.ai/migration/ts-v2-to

 <Tab title="CLI">

+<Update label="2026-08-24" description="Python v0.2.12 / Node v0.2.13">
+
+**New Features:**
+- **`version`:** New `mem0 version` subcommand, alongside the existing `--version` flag, so scripts and agent harnesses can read the CLI version as a regular subcommand instead of a root-level flag (Python and Node [#6907](https://github.com/mem0ai/mem0/pull/6907))
+- **`add`:** New `--agent-custom-instructions` flag, threaded through to `agent_custom_instructions` on the `/v3/memories/add/` payload: a second extraction instruction set that applies only to agent-scoped memories, matching the SDKs' `agentCustomInstructions` / `agent_custom_instructions` support (Python and Node [#6910](https://github.com/mem0ai/mem0/pull/6910))
+
+**Documentation:**
+- **`search --filter`:** The `--filter` help text and `docs/platform/cli.mdx` now spell out the JSON shape (`{"AND": [...]}` / `{"OR": [...]}`) with a concrete example instead of just calling it "an advanced filter expression," and a matching example command was added to both the CLI help text and the docs page (Python and Node [#6907](https://github.com/mem0ai/mem0/pull/6907))
+
+</Update>
+
 <Update label="2026-08-04" description="Python v0.2.11 / Node v0.2.12">

 **New Features:**
@@ -2008,6 +2060,22 @@ A full-featured command-line interface for Mem0, available in both Python and No
 <Tabs>
 <Tab title="Mem0 Plugin">

+<Update label="2026-08-24" description="mem0-plugin v0.2.15">
+
+**Fixes:**
+- **Search:** A failed search request now prints `[mem0] search request failed: <error>` to stderr before returning no results. `search_memories()` swallowed every exception and returned `[]`, so an expired API key, a network failure, or a 500 from the backend was indistinguishable from a genuine "nothing stored yet" and the agent carried on with no context and no warning. Shared by Claude Code, Cursor, Codex, Antigravity, and Kimi ([#6898](https://github.com/mem0ai/mem0/pull/6898))
+- **Cursor:** `mcpServers` in `.cursor-plugin/plugin.json` now points at `./.cursor-mcp.json` instead of `.cursor-mcp.json`. The un-prefixed path resolved inconsistently depending on Cursor's working directory when it loaded the plugin ([#6948](https://github.com/mem0ai/mem0/pull/6948))
+- **Codex:** `install_codex_hooks.py` now prints all six registered events (`PreToolUse, SessionStart, UserPromptSubmit, PostToolUse, Stop, PreCompact`) after installing, instead of a stale four-event list left over from an earlier version of the installer. The README's hook table is corrected to match, documenting the three `PreToolUse` handlers and two `PostToolUse` handlers that were previously undocumented ([#6948](https://github.com/mem0ai/mem0/pull/6948))
+
+**Documentation:**
+- New [Claude.ai](/integrations/claude-ai) integration page ([#6948](https://github.com/mem0ai/mem0/pull/6948))
+
+<Note>
+  The Claude Code, Cursor, and Codex per-editor manifests (`.claude-plugin/plugin.json`, `.cursor-plugin/plugin.json`, `.codex-plugin/plugin.json`) had drifted to `0.2.13` while the `.claude-plugin/marketplace.json` and `.cursor-plugin/marketplace.json` listings had already moved to `0.2.14`, so installs were pinned one release behind what the marketplace advertised. This release realigns every manifest and marketplace listing to `0.2.15`.
+</Note>
+
+</Update>
+
 <Update label="2026-08-04" description="mem0-plugin v0.2.14">

 **Fixes:**
@@ -2360,6 +2428,13 @@ Initial release of the Mem0 plugin for Claude Code and Cursor, followed by Codex

 <Tab title="Antigravity">

+<Update label="2026-08-24" description="Antigravity plugin v0.1.7">
+
+**Fixes:**
+- **Hooks:** The `mem0-ensure-deps` and `mem0-session-start` hook commands in `hooks.json` no longer redirect stderr to `/dev/null`. Both commands still end in `|| true` so a failure can't block startup, but a broken dependency install or session bootstrap now shows up in the Antigravity hook log instead of failing invisibly ([#6948](https://github.com/mem0ai/mem0/pull/6948))
+
+</Update>
+
 <Update label="2026-08-04" description="Antigravity plugin v0.1.6">

 **Fixes:**
@@ -2427,8 +2502,31 @@ Existing memories written by the previous versions are not rewritten. If your me

 </Tab>

+<Tab title="Kimi">
+
+<Update label="2026-08-24" description="kimi-plugin v0.1.0">
+
+**Initial release** of the Mem0 plugin for Kimi Code, sharing its scripts, skills, and marketplace listing with the Claude Code / Cursor / Codex / Antigravity plugin family ([#6919](https://github.com/mem0ai/mem0/pull/6919))
+
+**New Features:**
+- **MCP server:** Registers the hosted Mem0 MCP server at `https://mcp.mem0.ai/mcp/`, authenticated via the `MEM0_API_KEY` env var as a bearer token.
+- **Lifecycle hooks:** Wires SessionStart (loads context through the `context-loader` skill), UserPromptSubmit, three PreToolUse hooks (blocks direct `Write`/`Edit`/`MultiEdit` to memory files, enforces metadata defaults on Mem0 MCP tool calls, and injects context on file reads), two PostToolUse hooks (post-tool tracking and Bash-output scanning), Stop, and PreCompact.
+- **Hook adapter:** `kimi_hook_shim.sh` normalizes Kimi Code's hook contract to what the shared hook scripts expect: it resolves the real project directory from the payload's `cwd` (Kimi forces the plugin root as the working directory), converts the array-shaped `prompt` field and the `tool_output` / `tool_input.path` field names to the Claude-style shapes the scripts already handle, and translates the plugin-scoped MCP tool name prefix.
+- **Shared policy skill:** Bundles the `/mem0:policy` skill for managing the `## Instructions` and `## Agent Instructions` sections of `mem0.md`.
+
+</Update>
+
+</Tab>
+
 <Tab title="OpenClaw">

+<Update label="2026-08-24" description="openclaw-mem0 v1.0.16">
+
+**Security:**
+- **Dependencies:** Tightened the `undici` pnpm override from `<6.27.0 → >=6.27.0 <8.0.0` to `<7.29.0 → >=7.29.0 <8.0.0`, closing a newer CVE range the previous floor didn't cover, as part of a wider dependency patch sweep across the pnpm workspaces ([#6847](https://github.com/mem0ai/mem0/pull/6847))
+
+</Update>
+
 <Update label="2026-08-01" description="openclaw-mem0 v1.0.15">

 **Improvements:**
@@ -2692,6 +2790,13 @@ Existing memories written by the previous versions are not rewritten. If your me

 <Tab title="Pi Agent">

+<Update label="2026-08-24" description="Pi Agent plugin v0.1.5">
+
+**Security:**
+- **Dependencies:** Tightened the `undici` pnpm override from `<6.27.0 → >=6.27.0 <8.0.0` / `>=8.0.0 <8.5.0 → >=8.5.0` to `<7.29.0 → >=7.29.0 <8.0.0` / `>=8.0.0 <8.9.0 → >=8.9.0 <9.0.0`, closing a newer CVE range the previous floors didn't cover, as part of a wider dependency patch sweep across the pnpm workspaces ([#6847](https://github.com/mem0ai/mem0/pull/6847))
+
+</Update>
+
 <Update label="2026-08-01" description="Pi Agent plugin v0.1.4">

 **Security:**
@@ -2749,8 +2854,71 @@ Existing memories written by the previous versions are not rewritten. If your me

 </Tab>

+<Tab title="Strands">
+
+<Update label="2026-08-25" description="mem0-strands v0.1.1">
+
+**New Features:**
+- **Usage telemetry:** Anonymous usage events (`strands.store.init`, `strands.store.search`, `strands.store.add`, `strands.store.add_messages`) ride the Mem0 SDK's existing PostHog client, unsampled, with no new dependency. Events carry only counts, durations, booleans, and coarse failure kinds: never queries, memory text, message content, entity ids, metadata, or API keys. Opt out with `MEM0_TELEMETRY=false` ([#7110](https://github.com/mem0ai/mem0/pull/7110))
+
+</Update>
+
+<Update label="2026-08-24" description="mem0-strands v0.1.0">
+
+**Initial release** of [`mem0-strands`](https://pypi.org/project/mem0-strands/), a native `MemoryStore` that plugs Mem0 into the [Strands Agents](https://strandsagents.com/) `MemoryManager` ([#7021](https://github.com/mem0ai/mem0/pull/7021))
+
+**New Features:**
+- **Automatic recall and injection:** `Mem0MemoryStore.search()` runs every turn through the `MemoryManager`, so relevant memories are searched and prepended to the prompt with no explicit tool call required.
+- **Server-side extraction:** `add_messages()` renders raw conversation turns to text and hands them to Mem0's own extraction pipeline (`infer=True`), so enabling extraction skips an extra client-side model call to distill facts first.
+- **Verbatim writes:** `add()` stores a single fact exactly as given (`infer=False`), the sink used by the `add_memory` tool or a client-side extractor.
+- **Entity scoping:** Accepts `user_id`, `agent_id`, `run_id`, and `app_id`; at least one is required, and mixing the platform-only `app_id` with a self-hosted `config` raises at construction instead of failing on the first write.
+- **Hosted or self-hosted:** Defaults to the hosted Mem0 Platform via `api_key` (or `$MEM0_API_KEY`), or pass a `config` dict for a self-hosted Mem0 OSS backend.
+- **Non-blocking construction:** The underlying Mem0 client is built lazily on first use inside `asyncio.to_thread`, so API-key validation and OSS embedder/vector-store setup never block the event loop.
+
+<Note>
+  `Mem0MemoryStore` is the automatic-recall store for the `MemoryManager`. For a model-called tool instead, use the [`mem0_memory`](https://github.com/strands-agents/tools) tool from `strands-agents-tools`; both share the same Mem0 backend and namespace. See [Strands Agents](/integrations/strands) for setup.
+</Note>
+
+</Update>
+
+</Tab>
+
+<Tab title="DeepSeek Harness">
+
+<Update label="2026-08-25" description="deepseek-plugin v0.1.1">
+
+**New Features:**
+- **Usage telemetry:** Anonymous usage events (`deepseek.plugin.mounted`, `deepseek.tool.search_memory`, `deepseek.tool.add_memory`) are batched to PostHog over native fetch and flushed in the background. Events carry only tool names, durations, counts, and coarse failure kinds: never queries, memory text, filters, or API keys. Opt out with `MEM0_TELEMETRY=false` ([#7110](https://github.com/mem0ai/mem0/pull/7110))
+
+</Update>
+
+<Update label="2026-08-24" description="deepseek-plugin v0.1.0">
+
+**Initial release** of [`deepseek-plugin`](https://www.npmjs.com/package/@mem0/deepseek-plugin), a native DeepSeek Harness (Cordis) plugin that registers Mem0 as two agent-callable tools ([#7027](https://github.com/mem0ai/mem0/pull/7027))
+
+**New Features:**
+- **`search_memory`:** Recalls facts relevant to a query, with an optional `limit` (default 10) and per-call `userId` / `agentId` / `runId` scope overrides.
+- **`add_memory`:** Stores a fact for future sessions, tagged `source: "DEEPSEEK_HARNESS"` for backend attribution; extraction runs asynchronously server-side, so a stored fact may take a moment to become searchable.
+- **Cordis lifecycle:** `apply(ctx, config)` declares `inject = ['tools']`, so the plugin waits for the harness tool registry to exist, and both tools are registered via `ctx.tools.register()` so they auto-unregister when the plugin unmounts.
+- **Config:** `userId` is required; `apiKey` defaults to `$MEM0_API_KEY`; `host` optionally points at a dedicated Mem0 Platform base URL (not a switch to self-hosted Mem0 OSS).
+
+<Note>
+  Developer preview: auto-capture and auto-recall (memory injected into context automatically, without an explicit tool call) are planned but not yet built. The backend's `KNOWN_EVENT_SOURCES` allowlist also needs `"DEEPSEEK_HARNESS"` added before usage surfaces by name in telemetry rather than bucketing into "OTHERS". See [DeepSeek Harness](/integrations/deepseek-plugin) for setup.
+</Note>
+
+</Update>
+
+</Tab>
+
 <Tab title="Vercel AI SDK">

+<Update label="2026-08-24" description="Vercel AI SDK v3.0.2">
+
+**Security:**
+- **Dependencies:** Tightened the `js-yaml` pnpm overrides from `<3.15.0 → >=3.15.0 <4.0.0` / `>=4.0.0 <4.3.0 → >=4.3.0 <5.0.0` to `<3.15.1 → >=3.15.1 <4.0.0` / `>=4.0.0 <4.3.1 → >=4.3.1 <5.0.0`, closing a newer CVE range the previous floors didn't cover, as part of a wider dependency patch sweep across the pnpm workspaces ([#7032](https://github.com/mem0ai/mem0/pull/7032))
+
+</Update>
+
 <Update label="2026-08-01" description="Vercel AI SDK v3.0.1">

 **Security:**
@@ -2843,6 +3011,13 @@ Existing memories written by the previous versions are not rewritten. If your me

 <Tab title="n8n">

+<Update label="2026-08-24" description="n8n-nodes-mem0 v0.1.4">
+
+**Security:**
+- **Dependencies:** Add `js-yaml` pnpm overrides (`<3.15.1 → >=3.15.1 <4.0.0`, `>=4.0.0 <4.3.1 → >=4.3.1 <5.0.0`) to close a HIGH/CRITICAL severity advisory, as part of a wider dependency patch sweep across the pnpm workspaces ([#7032](https://github.com/mem0ai/mem0/pull/7032))
+
+</Update>
+
 <Update label="2026-08-05" description="n8n-nodes-mem0 v0.1.3">

 **Changes:**
@@ -2887,6 +3062,21 @@ Existing memories written by the previous versions are not rewritten. If your me

 <Tab title="Zapier">

+<Update label="2026-08-24" description="Zapier app v0.1.2">
+
+**Changes:**
+- **Connection label:** The saved connection now shows the account's email (`{{user_email}}`, read from the `/v1/ping/` test response) in the Zap editor instead of a static "Mem0" label, so a user with more than one Mem0 connection can tell them apart ([#6985](https://github.com/mem0ai/mem0/pull/6985))
+- **Action and search copy:** Reworded labels and descriptions to address Zapier's publishing review: **Get Memories** is now **Find Memories by User**, **Search Memories** is now **Find Memories**, and every description now reads as a third-person statement of what the step does ([#6985](https://github.com/mem0ai/mem0/pull/6985))
+- **Attribution:** Add Memory now tags writes with `source: "ZAPIER"` in the request body, so usage is attributed to this integration server-side ([#6985](https://github.com/mem0ai/mem0/pull/6985))
+
+**Removed:**
+- **Client-side telemetry:** Deleted the embedded PostHog telemetry client (`telemetry.ts`) and its call sites in Add Memory, Get Memories, and Search Memories. Usage attribution now happens server-side via the `source: "ZAPIER"` tag above instead of a separate fire-and-forget analytics call from inside the published app ([#6985](https://github.com/mem0ai/mem0/pull/6985))
+
+**Security:**
+- **Dependencies:** Tightened the `undici` pnpm override to `<7.29.0 → >=7.29.0 <8.0.0` / `>=8.0.0 <8.9.0 → >=8.9.0 <9.0.0` and added a `brace-expansion` override ([#6847](https://github.com/mem0ai/mem0/pull/6847)), then added a `js-yaml` override (`<3.15.1 → >=3.15.1 <4.0.0`, `>=4.0.0 <4.3.1 → >=4.3.1 <5.0.0`) closing a further HIGH/CRITICAL severity advisory ([#7032](https://github.com/mem0ai/mem0/pull/7032))
+
+</Update>
+
 <Update label="2026-08-04" description="Zapier app v0.1.1">

 **Bug Fixes:**
@@ -1,5 +1,7 @@
 ---
 title: Configurations
+seo:
+  title: "Embedder Configuration Reference - Mem0"
 description: "Reference for embedder configuration options in Mem0, including provider selection and model settings."
 ---

@@ -1,5 +1,7 @@
 ---
 title: AWS Bedrock
+seo:
+  title: "AWS Bedrock as Embedding Provider - Mem0"
 description: "Configure AWS Bedrock as an embedding provider in Mem0 with IAM credentials and boto3 authentication."
 ---

@@ -1,5 +1,7 @@
 ---
 title: Azure OpenAI
+seo:
+  title: "Azure OpenAI as Embedding Provider - Mem0"
 description: "Configure Azure OpenAI as an embedding provider in Mem0 with API key, deployment, and endpoint settings."
 ---

@@ -1,5 +1,7 @@
 ---
 title: Google AI
+seo:
+  title: "Google AI as Embedding Provider - Mem0"
 description: "Configure Google AI as an embedding provider in Mem0 using Gemini models and the GOOGLE_API_KEY variable."
 ---

@@ -99,6 +99,7 @@ Here are the parameters available for configuring the Hugging Face embedder:
 | `embedding_dims` | Dimensions of the embedding model | `selected_model_dimensions` |
 | `model_kwargs` | Additional arguments for the model | `None` |
 | `huggingface_base_url` | URL to connect to Text Embeddings Inference (TEI) API | `None` |
+| `api_key` | API key for the endpoint; falls back to the `HUGGINGFACE_API_KEY` env var. Only used on the `huggingface_base_url` path | `"hf"` |
 </Tab>
 <Tab title="TypeScript">
 | Parameter | Description | Default Value |
@@ -1,5 +1,7 @@
 ---
 title: LangChain
+seo:
+  title: "LangChain as Embedding Provider - Mem0"
 description: "Use LangChain as an embedding provider in Mem0 to access a wide range of models through a unified interface."
 ---

@@ -1,5 +1,7 @@
 ---
 title: "LM Studio"
+seo:
+  title: "LM Studio as Embedding Provider - Mem0"
 description: "Configure LM Studio as an embedding provider in Mem0 for local embedding generation with models like nomic-embed-text."
 ---
 You can use embedding models from LM Studio to run Mem0 locally.
@@ -1,5 +1,7 @@
 ---
 title: "Ollama"
+seo:
+  title: "Ollama as Embedding Provider - Mem0"
 description: "Configure Ollama as an embedding provider in Mem0 to generate embeddings locally using open-source models."
 ---
 You can use embedding models from Ollama to run Mem0 locally.
@@ -1,5 +1,7 @@
 ---
 title: OpenAI
+seo:
+  title: "OpenAI as Embedding Provider - Mem0"
 description: "Configure OpenAI as an embedding provider in Mem0 using models like text-embedding-3-large for vector generation."
 ---

@@ -1,5 +1,7 @@
 ---
 title: Together
+seo:
+  title: "Together AI as Embedding Provider - Mem0"
 description: "Configure Together AI as an embedding provider in Mem0 with support for 1024-dimensional embedding models."
 ---

@@ -1,5 +1,7 @@
 ---
 title: Overview
+seo:
+  title: "Embedding Providers Overview - Mem0"
 description: "Overview of all supported embedding model providers in Mem0, including OpenAI, Azure, Ollama, and more."
 ---

@@ -15,15 +17,15 @@ See the list of supported embedders below.

 <CardGroup cols={4}>
  <Card title="OpenAI" icon="/images/provider-icons/openai.svg" href="/components/embedders/models/openai"></Card>
-  <Card title="Azure OpenAI" icon="/images/provider-icons/azure-color.svg" href="/components/embedders/models/azure_openai"></Card>
+  <Card title="Azure OpenAI" icon="/images/provider-icons/azure-color.svg" href="/components/embedders/models/azure-openai"></Card>
  <Card title="Ollama" icon="/images/provider-icons/ollama.svg" href="/components/embedders/models/ollama"></Card>
  <Card title="Hugging Face" icon="/images/provider-icons/huggingface.svg" href="/components/embedders/models/huggingface"></Card>
-  <Card title="Google AI" icon="/images/provider-icons/google-color.svg" href="/components/embedders/models/google_AI"></Card>
+  <Card title="Google AI" icon="/images/provider-icons/google-color.svg" href="/components/embedders/models/google-ai"></Card>
  <Card title="Vertex AI" icon="/images/provider-icons/vertexai.svg" href="/components/embedders/models/vertexai"></Card>
  <Card title="Together" icon="/images/provider-icons/together-color.svg" href="/components/embedders/models/together"></Card>
  <Card title="LM Studio" icon="/images/provider-icons/lmstudio.svg" href="/components/embedders/models/lmstudio"></Card>
  <Card title="Langchain" icon="/images/provider-icons/langchain-color.svg" href="/components/embedders/models/langchain"></Card>
-  <Card title="AWS Bedrock" icon="/images/provider-icons/bedrock-color.svg" href="/components/embedders/models/aws_bedrock"></Card>
+  <Card title="AWS Bedrock" icon="/images/provider-icons/bedrock-color.svg" href="/components/embedders/models/aws-bedrock"></Card>
  <Card title="FastEmbed" icon="/images/provider-icons/qdrant.svg" href="/components/embedders/models/fastembed"></Card>
 </CardGroup>

@@ -1,5 +1,7 @@
 ---
 title: Configurations
+seo:
+  title: "LLM Configuration Reference - Mem0"
 description: "Reference for LLM configuration options in Mem0 for Python and TypeScript, including value precedence rules."
 ---

@@ -1,5 +1,7 @@
 ---
 title: AWS Bedrock
+seo:
+  title: "AWS Bedrock as LLM Provider - Mem0"
 description: "Configure AWS Bedrock as an LLM provider in Mem0 with IAM authentication and Claude model support."
 ---

@@ -1,5 +1,7 @@
 ---
 title: Azure OpenAI
+seo:
+  title: "Azure OpenAI as LLM Provider - Mem0"
 description: "Configure Azure OpenAI as an LLM provider in Mem0 with Azure Identity authentication and deployment settings."
 ---

@@ -1,5 +1,7 @@
 ---
 title: Google AI
+seo:
+  title: "Google AI as LLM Provider - Mem0"
 description: "Configure Google Gemini as an LLM provider in Mem0 using the google.genai SDK and GOOGLE_API_KEY variable."
 ---

@@ -1,5 +1,7 @@
 ---
 title: LangChain
+seo:
+  title: "LangChain as LLM Provider - Mem0"
 description: "Use LangChain as an LLM provider in Mem0 to integrate with various chat models through a unified interface."
 ---

@@ -1,5 +1,7 @@
 ---
 title: LM Studio
+seo:
+  title: "LM Studio as LLM Provider - Mem0"
 description: "Configure LM Studio as an LLM provider in Mem0 for running local language models via an OpenAI-compatible API."
 ---

@@ -1,5 +1,7 @@
 ---
 title: Ollama
+seo:
+  title: "Ollama as LLM Provider - Mem0"
 description: "Configure Ollama as an LLM provider in Mem0 for running local language models with tool-calling support."
 ---

@@ -1,5 +1,7 @@
 ---
 title: OpenAI
+seo:
+  title: "OpenAI as LLM Provider - Mem0"
 description: "Configure OpenAI as an LLM provider in Mem0 with support for GPT models and Openrouter compatibility."
 ---

@@ -1,5 +1,7 @@
 ---
 title: Together
+seo:
+  title: "Together AI as LLM Provider - Mem0"
 description: "Configure Together AI as an LLM provider in Mem0 with API key setup and optional custom endpoint configuration."
 ---

@@ -1,5 +1,7 @@
 ---
 title: xAI
+seo:
+  title: "xAI Grok as LLM Provider - Mem0"
 description: "Configure xAI Grok models as an LLM provider in Mem0 with API key setup and usage examples."
 ---

@@ -1,5 +1,7 @@
 ---
 title: Overview
+seo:
+  title: "LLM Providers Overview - Mem0"
 description: "Overview of all supported LLM providers in Mem0, including OpenAI, Anthropic, Groq, Ollama, and more."
 ---

@@ -22,14 +24,14 @@ See the list of supported LLMs below.
 <CardGroup cols={4}>
  <Card title="OpenAI" icon="/images/provider-icons/openai.svg" href="/components/llms/models/openai" />
  <Card title="Ollama" icon="/images/provider-icons/ollama.svg" href="/components/llms/models/ollama" />
-  <Card title="Azure OpenAI" icon="/images/provider-icons/azure-color.svg" href="/components/llms/models/azure_openai" />
+  <Card title="Azure OpenAI" icon="/images/provider-icons/azure-color.svg" href="/components/llms/models/azure-openai" />
  <Card title="Anthropic" icon="/images/provider-icons/anthropic.svg" href="/components/llms/models/anthropic" />
  <Card title="Together" icon="/images/provider-icons/together-color.svg" href="/components/llms/models/together" />
  <Card title="Groq" icon="/images/provider-icons/groq.svg" href="/components/llms/models/groq" />
  <Card title="Litellm" icon="shuffle" href="/components/llms/models/litellm" />
-  <Card title="Mistral AI" icon="/images/provider-icons/mistral-color.svg" href="/components/llms/models/mistral_AI" />
-  <Card title="Google AI" icon="/images/provider-icons/google-color.svg" href="/components/llms/models/google_AI" />
-  <Card title="AWS bedrock" icon="/images/provider-icons/bedrock-color.svg" href="/components/llms/models/aws_bedrock" />
+  <Card title="Mistral AI" icon="/images/provider-icons/mistral-color.svg" href="/components/llms/models/mistral-ai" />
+  <Card title="Google AI" icon="/images/provider-icons/google-color.svg" href="/components/llms/models/google-ai" />
+  <Card title="AWS bedrock" icon="/images/provider-icons/bedrock-color.svg" href="/components/llms/models/aws-bedrock" />
  <Card title="DeepSeek" icon="/images/provider-icons/deepseek-color.svg" href="/components/llms/models/deepseek" />
  <Card title="MiniMax" icon="/images/provider-icons/minimax-color.svg" href="/components/llms/models/minimax" />
  <Card title="xAI" icon="/images/provider-icons/xai.svg" href="/components/llms/models/xAI" />
@@ -1,5 +1,7 @@
 ---
 title: Overview
+seo:
+  title: "Reranker Providers Overview - Mem0"
 description: 'Pick the right reranker path to boost Mem0 search relevance.'
 ---

@@ -13,10 +15,10 @@ Reranking trades extra latency for better precision. Start once you have baselin

 <CardGroup cols={3}>
  <Card title="Cohere" icon="/images/provider-icons/cohere.svg" href="/components/rerankers/models/cohere" />
-  <Card title="Sentence Transformers" icon="vector-square" href="/components/rerankers/models/sentence_transformer" />
+  <Card title="Sentence Transformers" icon="vector-square" href="/components/rerankers/models/sentence-transformer" />
  <Card title="Hugging Face" icon="/images/provider-icons/huggingface.svg" href="/components/rerankers/models/huggingface" />
-  <Card title="LLM Reranker" icon="wand-magic-sparkles" href="/components/rerankers/models/llm_reranker" />
-  <Card title="Zero Entropy" icon="/images/provider-icons/zeroentropy.svg" href="/components/rerankers/models/zero_entropy" />
+  <Card title="LLM Reranker" icon="wand-magic-sparkles" href="/components/rerankers/models/llm-reranker" />
+  <Card title="Zero Entropy" icon="/images/provider-icons/zeroentropy.svg" href="/components/rerankers/models/zero-entropy" />
 </CardGroup>

 <Note>
@@ -54,13 +56,13 @@ All five rerankers are available in both the Python and the [TypeScript](/open-s
    title="Zero Entropy Guide"
    description="Adopt the managed neural reranker for production workloads."
    icon="sparkles"
-    href="/components/rerankers/models/zero_entropy"
+    href="/components/rerankers/models/zero-entropy"
  />
  <Card
    title="Sentence Transformers"
    description="Keep reranking on-device with cross-encoder models."
    icon="microchip"
-    href="/components/rerankers/models/sentence_transformer"
+    href="/components/rerankers/models/sentence-transformer"
  />
 </CardGroup>

@@ -1,5 +1,7 @@
 ---
 title: Configurations
+seo:
+  title: "Vector Store Configuration Reference - Mem0"
 description: "Reference for vector database configuration options in Mem0, including provider selection and connection settings."
 ---

@@ -1,5 +1,7 @@
 ---
 title: LangChain
+seo:
+  title: "LangChain as Vector Store Provider - Mem0"
 description: "Use LangChain as a unified vector store provider in Mem0 to access multiple vector databases through one interface."
 ---

@@ -14,7 +14,7 @@ description: "Use Oracle Database AI Vector Search as a vector store in Mem0 for

 <CodeGroup>
 ```bash Python
-pip install oracledb
+pip install mem0ai
 ```

 ```bash TypeScript
@@ -141,11 +141,13 @@ const config = {

 Here are the parameters available for configuring Oracle AI Vector Search:

+Provide either `connection_params`/`connectionParams` or an existing connection or pool as `client`.
+
 | Python | TypeScript | Description | Default Value |
 | --- | --- | --- | --- |
-| `connection_params` | `connectionParams` | Connection settings passed to the Oracle driver, such as `user`, `password` and `dsn` (`connectString` in TypeScript). See the [Python](https://python-oracledb.readthedocs.io/en/latest/user_guide/connection_handling.html) or [Node.js](https://node-oracledb.readthedocs.io/en/latest/user_guide/connection_handling.html) connection handling guide. | `None` |
+| `connection_params` | `connectionParams` | Connection settings passed to the Oracle driver, such as `user`, `password` and `dsn` (`connectString` in TypeScript). Required unless `client` is provided. See the [Python](https://python-oracledb.readthedocs.io/en/latest/user_guide/connection_handling.html) or [Node.js](https://node-oracledb.readthedocs.io/en/latest/user_guide/connection_handling.html) connection handling guide. | `None` |
 | `use_connection_pool` | `useConnectionPool` | Create a connection pool from the connection parameters instead of a single connection | `True` |
-| `client` | `client` | An existing Oracle connection or pool to use instead of building one from the connection parameters | `None` |
+| `client` | `client` | An existing Oracle connection or pool to use instead of building one from the connection parameters. Required unless connection parameters are provided. | `None` |
 | `collection_name` | `collectionName` | Name of the Oracle table that stores vectors and payloads | `mem0` |
 | `embedding_model_dims` | `embeddingModelDims` | Dimension of your embedding vectors, must be greater than 0 | `1536` |
 | `distance_metric` | `distanceMetric` | Distance function used for indexing and search: `COSINE`, `EUCLIDEAN`, `EUCLIDEAN_SQUARED`, `DOT`, `HAMMING` or `MANHATTAN` | `COSINE` |
@@ -222,15 +224,21 @@ Multiple fields at the top level are combined with `AND`:
 ```python Python
 m.search(
    "movie recommendations",
-    user_id="alice",
-    filters={"category": {"in": ["movies", "books"]}, "rating": {"gte": 4}},
+    filters={
+        "user_id": "alice",
+        "category": {"in": ["movies", "books"]},
+        "rating": {"gte": 4},
+    },
 )
 ```

 ```typescript TypeScript
 await memory.search("movie recommendations", {
-  userId: "alice",
-  filters: { category: { in: ["movies", "books"] }, rating: { gte: 4 } },
+  filters: {
+    user_id: "alice",
+    category: { in: ["movies", "books"] },
+    rating: { gte: 4 },
+  },
 });
 ```
 </CodeGroup>
@@ -1,5 +1,7 @@
 ---
 title: Overview
+seo:
+  title: "Vector Store Providers Overview - Mem0"
 description: "Overview of all supported vector databases in Mem0, including Qdrant, Chroma, PGVector, Pinecone, Oracle, and more."
 ---

@@ -28,12 +30,12 @@ See the list of supported vector databases below.
  <Card title="Elasticsearch" icon="/images/provider-icons/elasticsearch.svg" href="/components/vectordbs/dbs/elasticsearch"></Card>
  <Card title="OpenSearch" icon="/images/provider-icons/opensearch.svg" href="/components/vectordbs/dbs/opensearch"></Card>
  <Card title="Supabase" icon="/images/provider-icons/supabase.svg" href="/components/vectordbs/dbs/supabase"></Card>
-  <Card title="Vertex AI" icon="/images/provider-icons/vertexai.svg" href="/components/vectordbs/dbs/vertex_ai"></Card>
+  <Card title="Vertex AI" icon="/images/provider-icons/vertexai.svg" href="/components/vectordbs/dbs/vertex-ai"></Card>
  <Card title="Weaviate" icon="circle-nodes" href="/components/vectordbs/dbs/weaviate"></Card>
  <Card title="FAISS" icon="layer-group" href="/components/vectordbs/dbs/faiss"></Card>
  <Card title="LangChain" icon="/images/provider-icons/langchain-color.svg" href="/components/vectordbs/dbs/langchain"></Card>
-  <Card title="Amazon S3 Vectors" icon="/images/provider-icons/aws-color.svg" href="/components/vectordbs/dbs/s3_vectors"></Card>
-  <Card title="Neptune Analytics" icon="/images/provider-icons/aws-color.svg" href="/components/vectordbs/dbs/neptune_analytics"></Card>
+  <Card title="Amazon S3 Vectors" icon="/images/provider-icons/aws-color.svg" href="/components/vectordbs/dbs/s3-vectors"></Card>
+  <Card title="Neptune Analytics" icon="/images/provider-icons/aws-color.svg" href="/components/vectordbs/dbs/neptune-analytics"></Card>
  <Card title="Databricks" icon="/images/provider-icons/databricks.svg" href="/components/vectordbs/dbs/databricks"></Card>
  <Card title="Turbopuffer" icon="/images/provider-icons/turbopuffer.svg" href="/components/vectordbs/dbs/turbopuffer"></Card>
 </CardGroup>
@@ -79,6 +79,33 @@ For detailed guidance on pull requests, refer to [GitHub's documentation](https:

 ---

+## Installing from Source
+
+If you just want to run the latest, unreleased SDK code instead of the published `mem0ai` package, for example to try out a fix before it ships, or to depend on a fork, install directly from a local clone rather than setting up the full contributor environment below.
+
+### Python SDK
+
+```bash
+git clone https://github.com/mem0ai/mem0.git
+cd mem0
+pip install -e .
+```
+
+This installs `mem0ai` in editable mode, so edits under `mem0/` take effect immediately without reinstalling. Add an extra if you need one, e.g. `pip install -e ".[vector-stores]"` (see `pyproject.toml` for the full list). If you are contributing to the SDK itself and need every optional dependency for the test suite, use `hatch` instead, see [Dependency Management](#dependency-management).
+
+### TypeScript SDK
+
+```bash
+git clone https://github.com/mem0ai/mem0.git
+cd mem0/mem0-ts
+pnpm install
+pnpm run build
+```
+
+This builds `mem0-ts/dist` (CJS + ESM). To use it from another local project, add it as a `file:` dependency pointing at `mem0-ts`, or run `pnpm link --global` inside `mem0-ts` and `pnpm link --global mem0ai` in the consuming project.
+
+---
+
 ## Python SDK (`mem0/`)

 ### Dependency Management
@@ -38,7 +38,7 @@ Navigate to the `docs/` directory (where `docs.json` is located) and start the d
 mintlify dev
 ```

-The documentation website will be available at: [http://localhost:3000](http://localhost:3000).
+The documentation website will be available at: `http://localhost:3000`.

 ---

@@ -48,7 +48,7 @@ Before you begin, follow these steps to set up the demo application:
   OPENAI_API_KEY=your_openai_api_key
   MEM0_API_KEY=your_mem0_api_key
   ```
-   You can obtain your `MEM0_API_KEY` by signing up at <a href="https://app.mem0.ai/dashboard/api-keys?utm_source=oss&utm_medium=cookbook-companions-quickstart" rel="nofollow">Mem0 API Dashboard</a>.
+   You can obtain your `MEM0_API_KEY` by signing up at <a href="https://app.mem0.ai/dashboard/api-keys?utm_source=oss&utm_medium=cookbook-companions-quickstart">Mem0 API Dashboard</a>.

 5. Start the development server:
   ```bash
@@ -1,519 +0,0 @@
---
-title: Control Memory Ingestion
-description: "Filter speculation, enforce formats, and gate low-confidence data before it persists."
---
-
-<Info icon="cloud">
-**Works with:** Mem0 Platform (`MemoryClient`)
-</Info>
-
-AI assistants plugged with memory systems face a problem - they often store everything. Not every conversation needs to be remembered, and not every detail should go to the memory store. Without proper controls, memory systems accumulate unreliable data.
-
-Mem0 lets you control your memory ingestion pipeline. In this cookbook, we'll demonstrate these controls using a medical assistant example - showing how to filter unwanted data, enforce data formats, and implement confidence-based storage.
-
---
-
-## Overview
-
-Without controls, everything gets stored - speculation, low-confidence data, and information that shouldn't persist. This uncontrolled ingestion leads to cluttered memory and retrieval failures.
-
-Mem0 provides **three tools to control** what gets stored:
-
-1. **Custom instructions** define what to remember and what to ignore.
-2. **Confidence thresholds** ensure only verified facts persist.
-3. **Memory updates** let you change information without creating duplicates.
-
-In this tutorial, we will:
-
- Filter speculative statements with custom instructions
- Configure confidence thresholds for fact verification
- Update stored information without duplication
- Build a complete ingestion pipeline
-
---
-
-## Setup
-
-```python
-from mem0 import MemoryClient
-
-client = MemoryClient(api_key="your-api-key")
-```
-
-<Note>
-Replace `your-api-key` with your actual Mem0 API key from the <a href="https://app.mem0.ai?utm_source=oss&utm_medium=cookbook-memory-ingestion" rel="nofollow">dashboard</a>. Without proper API authentication, memory operations will fail.
-</Note>
-
---
-
-## The Problem
-
-Uncontrolled ingestion stores everything, including speculation:
-
-```python
-# Patient mentions speculation
-messages = [{"role": "user", "content": "I think I might be allergic to penicillin"}]
-client.add(messages, user_id="patient_123")
-
-# Check what got stored
-results = client.search("patient allergies", filters={"user_id": "patient_123"})
-print(results['results'][0]['memory'])
-
-```
-
-**Output:**
-
-```
-Patient is allergic to penicillin
-```
-
-<Warning>
-Without custom instructions, AI assistants treat speculation as confirmed facts. "I think I might be allergic" becomes "Patient is allergic": a dangerous transformation in sensitive domains like healthcare, legal, or financial services.
-</Warning>
-
-The speculation became a confirmed fact. Let's add controls.
-
---
-
-## Custom Instructions
-
-Custom instructions tell Mem0 what to store and what to ignore.
-
-```python
-instructions = """
-Only store CONFIRMED medical facts.
-
-Store:
- Confirmed diagnoses from doctors
- Known allergies with documented reactions
- Current medications being taken
-
-Ignore:
- Speculation (words like "might", "maybe", "I think")
- Unverified symptoms
- Casual mentions without confirmation
-"""
-
-client.project.update(custom_instructions=instructions)
-
-# Same speculative statement
-messages = [{"role": "user", "content": "I think I might be allergic to penicillin"}]
-client.add(messages, user_id="patient_123")
-
-# Check what got stored
-results = client.get_all(filters={"user_id": "patient_123"})
-print(f"Memories stored: {len(results['results'])}")
-
-```
-
-**Output:**
-
-```
-Memories stored: 0
-```
-
-<Info>
-**Expected output:** Zero memories stored. The speculative statement "I think I might be allergic" was filtered out before reaching storage. Custom instructions are actively blocking unreliable data.
-</Info>
-
-The speculation was filtered out.
-
---
-
-## Designing Custom Instructions
-
-When designing instructions, consider the trade-off between precision and recall:
-
-**Too restrictive:** You'll miss important information (false negatives)
-
-```python
-# Too strict - filters out useful context
-"""
-Only store information if explicitly stated by a doctor with full name,
-date, time, and medical license number.
-"""
-
-```
-
-**Too permissive:** You'll store unreliable data (false positives)
-
-```python
-# Too loose - stores speculation as fact
-"""
-Store any health-related information mentioned.
-"""
-
-```
-
-**Balanced approach:**
-
-```python
-# Clear categories with examples
-"""
-Store CONFIRMED facts:
- Diagnoses: "Dr. Smith diagnosed hypertension on March 15th"
- Allergies: "Patient had hives reaction to penicillin"
- Medications: "Taking Lisinopril 10mg daily"
-
-Ignore SPECULATION:
- "I think I might have..."
- "Maybe it's..."
- "Could be related to..."
-"""
-
-```
-
-<Tip>
-Start with strict instructions (only store confirmed facts), then relax them based on your use case. It's easier to allow more data than to clean up polluted memory. Test with sample conversations before deploying to production.
-</Tip>
-
-Start with clear categories and iterate based on retrieval quality.
-
---
-
-## Confidence Thresholds
-
-Mem0 assigns confidence scores to extracted memories. Use these to filter low-quality data.
-
-### Setting Thresholds
-
-Setting the right confidence threshold depends on your application:
-
- **High-stakes domains** (medical, legal): Require 0.8+ confidence
- **General assistants**: 0.6+ confidence is often sufficient
- **Exploratory systems**: Lower thresholds (0.4+) capture more data
-
-Test your pipeline with multiple input examples and threshold combinations to find what works for your use case.
-
-```python
-# Configure stricter instructions
-client.project.update(
-    custom_instructions="""
-Only extract memories with HIGH confidence.
-Require specific details (dates, dosages, doctor names) for medical facts.
-Skip vague or uncertain statements.
-"""
-)
-
-# Test with uncertain statement
-messages = [{"role": "user", "content": "The doctor mentioned something about my blood pressure"}]
-result1 = client.add(messages, user_id="patient_123")
-
-# Test with confirmed fact
-messages = [{"role": "user", "content": "Dr. Smith diagnosed me with hypertension on March 15th"}]
-result2 = client.add(messages, user_id="patient_123")
-
-print("Vague statement stored:", len(result1['results']) > 0)
-print("Confirmed fact stored:", len(result2['results']) > 0)
-
-```
-
-**Output:**
-
-```
-Vague statement stored: False
-Confirmed fact stored: True
-```
-
-<Info icon="check">
-**Expected behavior:** Low-confidence extractions are now filtered out automatically. Only verified facts with specific details (names, dates, dosages) persist in memory. The confidence threshold is working.
-</Info>
-
-The vague statement was filtered for low confidence. The confirmed fact with specific details was stored.
-
---
-
-## Filtering Sensitive Information
-
-Custom instructions can prevent storing personal identifiers:
-
-```python
-client.project.update(
-    custom_instructions="""
-Medical memory rules:
-
-STORE:
- Confirmed diagnoses
- Verified allergies
- Current medications
-
-NEVER STORE:
- Social Security Numbers
- Insurance policy numbers
- Credit card information
- Full addresses
- Phone numbers
-
-Replace identifiers with generic references if mentioned.
-"""
-)
-
-# Test with PII
-messages = [
-    {"role": "user", "content": "My SSN is 123-45-6789 and I'm allergic to penicillin"}
-]
-client.add(messages, user_id="patient_123")
-
-# Check what was stored
-results = client.get_all(filters={"user_id": "patient_123"})
-for result in results['results']:
-    print(result['memory'])
-
-```
-
-**Output:**
-
-```
-Patient is allergic to penicillin
-```
-
-The SSN was filtered out, but the allergy was stored.
-
---
-
-## Updating Memories
-
-When information changes, update existing memories instead of creating duplicates.
-
-```python
-# Initial allergy stored
-result = client.add(
-    [{"role": "user", "content": "Patient confirmed allergy to penicillin with documented hives reaction"}],
-    user_id="patient_123"
-)
-
-memory_id = result['results'][0]['id']
-print(f"Stored memory: {memory_id}")
-
-# Later, patient gets retested - allergy was false positive
-client.update(
-    memory_id=memory_id,
-    text="Patient tested negative for penicillin allergy on April 2nd, 2025. Previous allergy was false positive.",
-    metadata={"verified": True, "updated_date": "2025-04-02"}
-)
-
-# Retrieve the updated memory
-updated = client.get(memory_id)
-print(f"\\nUpdated memory: {updated['memory']}")
-print(f"Metadata: {updated['metadata']}")
-
-```
-
-**Output:**
-
-```
-Stored memory: mem_abc123
-
-Updated memory: Patient tested negative for penicillin allergy on April 2nd, 2025. Previous allergy was false positive.
-Metadata: {'verified': True, 'updated_date': '2025-04-02'}
-
-```
-
-### Benefits of Updating
-
-**Preserves history:**
-
- `created_at` shows when the memory was first stored
- `updated_at` shows when it was modified
- Audit trail for compliance
-
-**Avoids conflicts:**
-
- No duplicate or contradicting memories
- Single source of truth for each fact
-
-<Warning>
-That “no duplicates” promise comes from the inference pipeline. Keep `infer=True` when you rely on automatic updates. Raw imports (`infer=False`) skip conflict checks, so mixing the two modes for the same fact will create duplicates.
-</Warning>
-
-### Pick the right inference mode
-
-| Mode | What it does | Best for | Watch out for |
-| --- | --- | --- | --- |
-| `infer=True` *(default)* | Runs the LLM pipeline so Mem0 extracts structured facts and resolves conflicts automatically. | Daily conversations, preference tracking, anything you want deduped. | Slightly slower because inference runs on every write. |
-| `infer=False` | Stores your payload exactly as-is: no inference, no dedupe. | Bulk imports, compliance snapshots, curated facts you already trust. | Later `infer=True` calls for the same fact will create duplicates you must clean manually. |
-
-<Tip>
-Stay consistent per data source. If you need both behaviors, keep them in separate scopes (e.g., different `app_id` or `run_id`) so you always know which memories are inferred vs direct imports.
-</Tip>
-
---
-
-## Update vs Delete
-
-When should you update vs delete?
-
-### Update when:
-
- Information changes but remains relevant
- You need audit history
- The memory has relationships to other data
-
-```python
-# Medication dosage changed
-client.update(
-    memory_id=med_id,
-    text="Taking Lisinopril 20mg daily (increased from 10mg on March 1st)"
-)
-
-```
-
-### Delete when:
-
- Information was completely wrong
- Memory is no longer relevant
- Duplicate entry
-
-```python
-# Duplicate entry
-client.delete(memory_id)
-
-```
-
---
-
-## Putting It Together
-
-Here's a complete ingestion pipeline with all controls:
-
-```python
-from mem0 import MemoryClient
-import os
-
-# Initialize client
-client = MemoryClient(api_key=os.getenv("MEM0_API_KEY"))
-
-# Configure custom instructions
-client.project.update(
-    custom_instructions="""
-Medical memory assistant rules:
-
-STORE:
- Confirmed diagnoses (with doctor name and date)
- Verified allergies (with reaction details)
- Current medications (with dosage)
-
-IGNORE:
- Speculation (might, maybe, possibly)
- Unverified symptoms
- Personal identifiers (SSN, insurance numbers)
-
-CONFIDENCE:
-Require high confidence. Reject vague or uncertain statements.
-Require specific details: names, dates, dosages.
-"""
-)
-
-# Helper function for safe ingestion
-def add_medical_memory(content, user_id, metadata=None):
-    """Add memory with automatic filtering."""
-    result = client.add(
-        [{"role": "user", "content": content}],
-        user_id=user_id,
-        metadata=metadata or {}
-    )
-
-    if result['results']:
-        print(f"✓ Stored: {result['results'][0]['memory']}")
-    else:
-        print(f"✗ Filtered: {content}")
-
-    return result
-
-# Test cases
-print("Testing ingestion pipeline:\\n")
-
-test_cases = [
-    "I think I might be allergic to penicillin",
-    "Dr. Johnson confirmed penicillin allergy on Jan 15th with hives reaction",
-    "Patient SSN is 123-45-6789",
-    "Currently taking Lisinopril 10mg daily for hypertension",
-    "Feeling tired lately",
-    "Dr. Martinez diagnosed Type 2 diabetes on February 3rd, 2025"
-]
-
-for content in test_cases:
-    add_medical_memory(content, user_id="patient_123")
-    print()
-
-```
-
-**Output:**
-
-```
-Testing ingestion pipeline:
-
-✗ Filtered: I think I might be allergic to penicillin
-
-✓ Stored: Patient has confirmed penicillin allergy diagnosed by Dr. Johnson on January 15th with hives reaction
-
-✗ Filtered: Patient SSN is 123-45-6789
-
-✓ Stored: Patient is currently taking Lisinopril 10mg daily for hypertension
-
-✗ Filtered: Feeling tired lately
-
-✓ Stored: Patient diagnosed with Type 2 diabetes by Dr. Martinez on February 3rd, 2025
-
-```
-
---
-
-## Per-Call Instructions
-
-You can override project-level instructions for specific conversations:
-
-First define custom instructions
-
-```python
-custom_instructions="""Emergency intake mode:Store ALL symptoms and observations immediately.
-Flag for later review and verification."""
- 
-```
-
-```python
-# Emergency intake - store everything temporarily
-emergency_messages = [
-    {"role": "user", "content": "Patient arrived with chest pain and shortness of breath"}
-]
-
-client.add(
-    emergency_messages,
-    user_id="patient_456",
-    custom_instructions=custom_instructions,
-    metadata={"type": "emergency", "review_required": True}
-)
-
-```
-
-This is useful for:
-
- Different conversation types (emergency vs routine)
- Channel-specific rules (phone vs in-person)
- Temporary data collection that needs review
-
---
-
-## What You Built
-
-You now have a medical assistant with production-grade memory controls:
-
- **Custom instructions** - Filter speculation and enforce confirmed facts only
- **Confidence thresholds** - Gate extractions below 0.7 confidence score
- **Memory updates** - Modify stored information without creating duplicates
- **Per-call instructions** - Apply temporary rules for specific conversations
- **PII filtering** - Block sensitive data (SSNs, insurance numbers) automatically
-
-These controls prevent retrieval failures and ensure your AI assistant works with reliable, verified information.
-
---
-
-## Summary
-
-Start with conservative filters (only store confirmed facts) and iterate based on your application's needs. Combine custom instructions with confidence thresholds for the most reliable memory ingestion pipeline.
-
-<Card title="Build a Mem0 Companion" icon="users" href="/cookbooks/essentials/building-ai-companion">
-  Learn core memory patterns including temporary vs permanent data handling.
-</Card>
-
-<Snippet file="star-on-github.mdx" />
@@ -21,7 +21,7 @@ from mem0 import MemoryClient
 client = MemoryClient(api_key="m0-...")
 ```

-Grab an API key from the <a href="https://app.mem0.ai/?utm_source=oss&utm_medium=cookbook-entity-partitioning" rel="nofollow">Mem0 dashboard</a> to get started.
+Grab an API key from the <a href="https://app.mem0.ai/?utm_source=oss&utm_medium=cookbook-entity-partitioning">Mem0 dashboard</a> to get started.

 ## Store and Retrieve Scoped Memories

@@ -332,10 +332,10 @@ You learned how to:
    href="/platform/features/v2-memory-filters"
  />
  <Card
-    title="Control Memory Ingestion"
-    description="Pair scoped storage with rules that block low-quality facts."
+    title="Custom Instructions"
+    description="Pair scoped storage with instructions that steer what Mem0 extracts and stores."
    icon="shield-check"
-    href="/cookbooks/essentials/controlling-memory-ingestion"
+    href="/platform/features/custom-instructions"
  />
 </CardGroup>

@@ -23,7 +23,7 @@ client = MemoryClient(api_key="your-api-key")
 ```

 <Note>
-Your API key needs export permissions to download memory data. Check your project settings on the <a href="https://app.mem0.ai?utm_source=oss&utm_medium=cookbook-exporting-memories" rel="nofollow">dashboard</a> if export operations fail with authentication errors.
+Your API key needs export permissions to download memory data. Check your project settings on the <a href="https://app.mem0.ai?utm_source=oss&utm_medium=cookbook-exporting-memories">dashboard</a> if export operations fail with authentication errors.
 </Note>

 Let's add some sample memories to work with:
@@ -287,8 +287,8 @@ Use **`get_all()`** for bulk retrieval, **`search()`** for specific questions, a
  <Card title="Build a Mem0 Companion" icon="users" href="/cookbooks/essentials/building-ai-companion">
    Learn core memory patterns including temporary vs permanent data handling.
  </Card>
-  <Card title="Control Memory Ingestion" icon="filter" href="/cookbooks/essentials/controlling-memory-ingestion">
-    Ensure only verified insights make it into your export pipeline.
+  <Card title="Custom Instructions" icon="filter" href="/platform/features/custom-instructions">
+    Steer what Mem0 extracts so only verified insights make it into your export pipeline.
  </Card>
 </CardGroup>

@@ -249,8 +249,8 @@ Categories make retrieval faster and compliance easier. Define 3-5 clear categor
 Instead of searching through everything, agents jump directly to the information type they need: billing issues, account details, or support tickets.

 <CardGroup cols={2}>
-  <Card title="Control Memory Ingestion" icon="filter" href="/cookbooks/essentials/controlling-memory-ingestion">
-    Keep categories meaningful by filtering noise before it lands in storage.
+  <Card title="Custom Instructions" icon="filter" href="/platform/features/custom-instructions">
+    Keep categories meaningful by steering what Mem0 extracts before it lands in storage.
  </Card>
  <Card title="Export Tagged Memories" icon="download" href="/cookbooks/essentials/exporting-memories">
    Use categories to drive audits, migrations, and compliance reports.
@@ -59,7 +59,7 @@ GEMINI_API_KEY=your-gemini-api-key-here
 ```

 <Note>
-Ensure you have your Mem0 API key from the <a href="https://app.mem0.ai?utm_source=oss&utm_medium=cookbook-gemini-3" rel="nofollow">Mem0 Dashboard</a> and your Gemini API key from the [Google AI Studio](https://ai.studio/app/api-keys).
+Ensure you have your Mem0 API key from the <a href="https://app.mem0.ai?utm_source=oss&utm_medium=cookbook-gemini-3">Mem0 Dashboard</a> and your Gemini API key from the [Google AI Studio](https://ai.studio/app/api-keys).
 </Note>

 ## Gemini Memory Agent
@@ -44,7 +44,7 @@ Set up your environment variables:
 - `MEM0_API_KEY`: Your Mem0 Platform API key
 - `OPENAI_API_KEY`: Your OpenAI API key

-You can obtain your Mem0 Platform API key from the <a href="https://app.mem0.ai?utm_source=oss&utm_medium=cookbook-llamaindex-multiagent" rel="nofollow">Mem0 Platform</a>.
+You can obtain your Mem0 Platform API key from the <a href="https://app.mem0.ai?utm_source=oss&utm_medium=cookbook-llamaindex-multiagent">Mem0 Platform</a>.

 ## Complete Implementation

@@ -360,7 +360,7 @@ Based on our previous session, I remember we covered Vision Language Models and
 ## Help & Resources

 - [LlamaIndex Agent Workflows](https://docs.llamaindex.ai/en/stable/use_cases/agents/)
- <a href="https://app.mem0.ai/?utm_source=oss&utm_medium=cookbook-llamaindex-multiagent" rel="nofollow">Mem0 Platform</a>
+- <a href="https://app.mem0.ai/?utm_source=oss&utm_medium=cookbook-llamaindex-multiagent">Mem0 Platform</a>

 ---

@@ -28,7 +28,7 @@ os.environ["OPENAI_API_KEY"] = "<your-openai-api-key>"
 llm = OpenAI(model="gpt-5-mini")
 ```

-Initialize the Mem0 client. You can find your API key <a href="https://app.mem0.ai/dashboard/api-keys?utm_source=oss&utm_medium=cookbook-llamaindex-react" rel="nofollow">here</a>. Read about Mem0 [Open Source](https://docs.mem0.ai/open-source/overview).
+Initialize the Mem0 client. You can find your API key <a href="https://app.mem0.ai/dashboard/api-keys?utm_source=oss&utm_medium=cookbook-llamaindex-react">here</a>. Read about Mem0 [Open Source](https://docs.mem0.ai/open-source/overview).
 ```python
 os.environ["MEM0_API_KEY"] = "<your-mem0-api-key>"

@@ -226,7 +226,7 @@ context = Mem0Context(user_id="user123")
 ## Resources

 - [Mem0 Documentation](https://docs.mem0.ai/introduction)
- <a href="https://app.mem0.ai/dashboard?utm_source=oss&utm_medium=cookbook-agents-sdk-tool" rel="nofollow">Mem0 Dashboard</a>
+- <a href="https://app.mem0.ai/dashboard?utm_source=oss&utm_medium=cookbook-agents-sdk-tool">Mem0 Dashboard</a>
 - [API Reference](https://docs.mem0.ai/api-reference)

 ---
@@ -38,8 +38,8 @@ print(os.environ['AWS_SECRET_ACCESS_KEY'])
 ## Configuration and Usage

 This sets up Mem0 with:
- [AWS Bedrock for LLM](https://docs.mem0.ai/components/llms/models/aws_bedrock)
- [AWS Bedrock for embeddings](https://docs.mem0.ai/components/embedders/models/aws_bedrock#aws-bedrock)
+- [AWS Bedrock for LLM](https://docs.mem0.ai/components/llms/models/aws-bedrock)
+- [AWS Bedrock for embeddings](https://docs.mem0.ai/components/embedders/models/aws-bedrock#aws-bedrock)
 - [OpenSearch as the vector store](https://docs.mem0.ai/components/vectordbs/dbs/opensearch)

 ```python
@@ -26,7 +26,7 @@ MEM0_API_KEY=your_mem0_api_key
 OPENAI_API_KEY=your_openai_api_key
 ```

-Get your Mem0 API key from the <a href="https://app.mem0.ai/dashboard/api-keys?utm_source=oss&utm_medium=cookbook-openai-tool-calls" rel="nofollow">Mem0 Dashboard</a>.
+Get your Mem0 API key from the <a href="https://app.mem0.ai/dashboard/api-keys?utm_source=oss&utm_medium=cookbook-openai-tool-calls">Mem0 Dashboard</a>.

 ### Configuration

@@ -283,7 +283,7 @@ run().catch(console.error);
 ## Resources

 - [Mem0 Documentation](https://docs.mem0.ai/introduction)
- <a href="https://app.mem0.ai/dashboard?utm_source=oss&utm_medium=cookbook-openai-tool-calls" rel="nofollow">Mem0 Dashboard</a>
+- <a href="https://app.mem0.ai/dashboard?utm_source=oss&utm_medium=cookbook-openai-tool-calls">Mem0 Dashboard</a>
 - [API Reference](https://docs.mem0.ai/api-reference)
 - [OpenAI Documentation](https://platform.openai.com/docs)

@@ -293,8 +293,8 @@ run().catch(console.error);
  <Card title="Agents SDK Tool with Mem0" icon="robot" href="/cookbooks/integrations/agents-sdk-tool">
    Extend the OpenAI Agents SDK with Mem0 integration capabilities.
  </Card>
-  <Card title="Control Memory Ingestion" icon="filter" href="/cookbooks/essentials/controlling-memory-ingestion">
-    Fine-tune what memories get stored during tool calls.
+  <Card title="Custom Instructions" icon="filter" href="/platform/features/custom-instructions">
+    Steer what memories get stored during tool calls.
  </Card>
 </CardGroup>

@@ -360,8 +360,8 @@ Mem0 enables a seamless, intelligent content-writing workflow, perfect for conte
 ---

 <CardGroup cols={2}>
-  <Card title="Control Memory Ingestion" icon="filter" href="/cookbooks/essentials/controlling-memory-ingestion">
-    Filter and curate content examples to maintain consistent writing style.
+  <Card title="Custom Instructions" icon="filter" href="/platform/features/custom-instructions">
+    Steer what Mem0 extracts and stores to maintain a consistent writing style.
  </Card>
  <Card title="Email Automation with Mem0" icon="envelope" href="/cookbooks/operations/email-automation">
    Automate email drafting with memory-powered context and tone matching.
@@ -1,5 +1,7 @@
 ---
 title: Overview
+seo:
+  title: "Cookbooks and Tutorials - Mem0"
 description: "Browse cookbook examples and tutorials for building AI applications with Mem0, from companion chatbots to AI agents."
 ---

@@ -35,7 +37,7 @@ Every cookbook opens with a **Works with** badge naming the SDK surface it uses.
    | [Memory-Powered Support Agent](/cookbooks/operations/support-inbox) | Operations | OSS only |
  </Tab>
  <Tab title="Hosted Platform">
-    Twenty-one cookbooks run on the hosted Platform, using `MemoryClient` or the Mem0 MCP server with a `MEM0_API_KEY`.
+    Twenty cookbooks run on the hosted Platform, using `MemoryClient` or the Mem0 MCP server with a `MEM0_API_KEY`.

    | Cookbook | Category | Works with |
    | --- | --- | --- |
@@ -43,7 +45,6 @@ Every cookbook opens with a **Works with** badge naming the SDK surface it uses.
    | [Research Assistant for YouTube](/cookbooks/companions/youtube-research) | Companions | Platform only |
    | [Voice-First AI Companion](/cookbooks/companions/voice-companion-openai) | Companions | Platform only |
    | [Build a Companion with Mem0](/cookbooks/essentials/building-ai-companion) | Essentials | OSS and Platform |
-    | [Control Memory Ingestion](/cookbooks/essentials/controlling-memory-ingestion) | Essentials | Platform only |
    | [Export Stored Memories](/cookbooks/essentials/exporting-memories) | Essentials | Platform only |
    | [Partition Memories by Entity](/cookbooks/essentials/entity-partitioning-playbook) | Essentials | Platform only |
    | [Tag and Organize Memories](/cookbooks/essentials/tagging-and-organizing-memories) | Essentials | Platform only |
@@ -97,11 +98,18 @@ The most popular cookbooks to get going fast:
    Balance personalization with consistent behavior across users, agents, and apps.
  </Card>
  <Card
-    title="Control Memory Ingestion"
-    icon="filter"
-    href="/cookbooks/essentials/controlling-memory-ingestion"
+    title="Tag and Organize Memories"
+    icon="tags"
+    href="/cookbooks/essentials/tagging-and-organizing-memories"
  >
-    Filter speculation and low-confidence data.
+    Use categories to keep retrieval fast and audits simple.
+  </Card>
+  <Card
+    title="Export Memories"
+    icon="download"
+    href="/cookbooks/essentials/exporting-memories"
+  >
+    Back up, migrate, and audit stored memory data.
  </Card>
 </CardGroup>

@@ -66,7 +66,7 @@ The combined score outperformed every individual signal across every category te

 ### LoCoMo

-[LoCoMo](https://github.com/snap-stanford/locomo) tests single-hop, multi-hop, open-domain, and temporal memory recall across conversational sessions.
+[LoCoMo](https://github.com/snap-research/locomo) tests single-hop, multi-hop, open-domain, and temporal memory recall across conversational sessions.

 | Category | Score |
 |---|---|
@@ -1,5 +1,7 @@
 ---
 title: Delete Memory
+seo:
+  title: "Delete Memory Operation - Mem0"
 description: Remove memories from Mem0 either individually, in bulk, or via filters.
 icon: "trash"
 iconType: "solid"
@@ -1,5 +1,7 @@
 ---
 title: Update Memory
+seo:
+  title: "Update Memory Operation - Mem0"
 description: Modify an existing memory by updating its content or metadata.
 icon: "pen-to-square"
 iconType: "solid"
@@ -1,68 +1,69 @@
 ---
 title: Memory Types
-description: "See how Mem0 layers conversation, session, and user memories to keep agents contextual."
+description: "What memory_type actually does in Mem0: procedural memory is implemented, semantic and episodic are not."
 icon: "tag"
 iconType: "solid"
 ---

-# How Mem0 Organizes Memory
+# Memory Types

-Mem0 separates memory into layers so agents remember the right detail at the right time. Think of it like a notebook: a sticky note for the current task, a daily journal for the session, and an archive for everything a user has shared.
+Mem0's Python SDK exposes a `memory_type` parameter on `add()`. The underlying `MemoryType` enum defines three values, but only one of them is wired up. This page states plainly which is which so you don't build against a type that doesn't exist yet.

-## Key terms
+## Status

- **Conversation memory**: In-flight messages inside a single turn (what was just said).
- **Session memory**: Short-lived facts that apply for the current task or channel.
- **User memory**: Long-lived knowledge tied to a person, account, or workspace.
- **Organizational memory**: Shared context available to multiple agents or teams.
+| Type | Enum value | Status | Notes |
+| --- | --- | --- | --- |
+| Procedural memory | `procedural_memory` | **Implemented** | Python OSS only (`Memory`/`AsyncMemory`). Pass `memory_type="procedural_memory"` and `agent_id` to `add()`. Not available on the Platform `MemoryClient`, and not available in the TypeScript SDK (OSS or Platform). |
+| Semantic memory | `semantic_memory` | **Not implemented** | Defined in the `MemoryType` enum but never read anywhere else in the codebase. Passing it to `add()` raises a validation error. There is no evidence in this repo of a roadmap date for this. |
+| Episodic memory | `episodic_memory` | **Not implemented** | Same as above: defined, never wired into the extraction pipeline, rejected by validation, no documented roadmap. |

-```mermaid
-graph LR
-  A[Conversation turn] --> B[Session memory]
-  B --> C[User memory]
-  C --> D[Org memory]
-  C --> E[Mem0 retrieval layer]
-```
+<Warning>
+  Only `procedural_memory` is a real, working value. Calling `memory.add(messages, memory_type="semantic_memory")` (or `episodic_memory`) is rejected and tells you to pass `procedural_memory` instead. Sync `Memory.add()` raises `Mem0ValidationError`; `AsyncMemory.add()` raises a plain `ValueError`.
+</Warning>

-## Short-term vs long-term memory
+## Procedural memory

-Short-term memory keeps the current conversation coherent. It includes:
-
- **Conversation history**: recent turns in order so the agent remembers what was just said.
- **Working memory**: temporary state such as tool outputs or intermediate calculations.
- **Attention context**: the immediate focus of the assistant, similar to what a person holds in mind mid-sentence.
-
-Long-term memory preserves knowledge across sessions. It captures:
-
- **Factual memory**: user preferences, account details, and domain facts.
- **Episodic memory**: summaries of past interactions or completed tasks.
- **Semantic memory**: relationships between concepts so agents can reason about them later.
-
-Mem0 maps these classic categories onto its layered storage so you can decide what should fade quickly versus what should last for months.
-
-## How does it work?
-
-Mem0 stores each layer separately and merges them when you query:
-
-1. **Capture**: Messages enter the conversation layer while the turn is active.
-2. **Promote**: Relevant details persist to session or user memory based on your `user_id`, `run_id`, and metadata.
-3. **Retrieve**: The search pipeline pulls from all layers, ranking user memories first, then session notes, then raw history.
+Procedural memory stores step-by-step task knowledge (how an agent performs a workflow) rather than facts about a user. It requires `agent_id`:

 ```python
-import os
-
 from mem0 import Memory

 memory = Memory()

-# Sticky note: conversation memory
 memory.add(
-    ["I'm Alex and I prefer boutique hotels."],
+    [
+        {"role": "user", "content": "Book a flight from SFO to NYC"},
+        {"role": "assistant", "content": "1. Search flights. 2. Filter by price. 3. Confirm booking."},
+    ],
+    agent_id="travel-agent",
+    memory_type="procedural_memory",
+)
+```
+
+Omit `memory_type` entirely and Mem0 stores the messages as an ordinary memory: there is no semantic/episodic pathway for it to fall into. Any other explicit value is rejected by validation rather than quietly falling back to an ordinary memory.
+
+## How every other memory is scoped
+
+Outside of the `procedural_memory` special case, Mem0 does not sort memories into named types. Every memory is scoped by the identifiers you pass in, and the same identifiers are used to retrieve it later:
+
+- **`user_id`**: ties a memory to a specific person or account.
+- **`agent_id`**: ties a memory to a specific agent or assistant persona.
+- **`run_id`**: ties a memory to a specific session, task, or conversation thread.
+- **`app_id`** (Platform only): ties a memory to a specific application or tenant, in addition to the three above. See <Link href="/platform/features/entity-scoped-memory">Entity-Scoped Memory</Link>.
+
+At least one identifier is required on `add()`. Passing more than one narrows the scope further (for example, `user_id` + `run_id` together).
+
+```python
+from mem0 import Memory
+
+memory = Memory()
+
+memory.add(
+    "I'm Alex and I prefer boutique hotels.",
    user_id="alex",
    run_id="trip-planning-2025",
 )

-# Later in the session, pull long-term + session context
 results = memory.search(
    "Any hotel preferences?",
    filters={"user_id": "alex", "run_id": "trip-planning-2025"},
@@ -70,52 +71,48 @@ results = memory.search(
 ```

 <Tip>
-  Use `run_id` when you want short-term context to expire automatically; rely on `user_id` for lasting personalization.
+  Use `run_id` when you want a set of memories to stay tied to one session or task; use `user_id` alone for anything that should persist across every session for that person.
 </Tip>

-## When should you use each layer?
+## How memories are extracted and updated

- **Conversation memory**: Tool calls or chain-of-thought that only matter within the current turn.
- **Session memory**: Multi-step tasks (onboarding flows, debugging sessions) that should reset once complete.
- **User memory**: Personal preferences, account state, or compliance details that must persist across interactions.
- **Organizational memory**: Shared FAQs, product catalogs, or policies that every agent should recall.
+When `infer=True` (the default) on `add()`, Mem0 runs a single pipeline rather than routing through separate type-specific paths:

-## How it compares
+1. **Context gathering**: pulls the most recent messages already stored for the same `user_id`/`agent_id`/`run_id` scope.
+2. **Existing memory retrieval**: embeds the new messages and runs a vector search against memories already in that same scope, to find candidates that might need to change.
+3. **Extraction**: a single LLM call compares the new messages against the retrieved candidates and decides, per fact, whether to `ADD`, `UPDATE`, `DELETE`, or leave a memory alone.

-| Layer | Lifetime | Short or long term | Best for | Trade-offs |
-| --- | --- | --- | --- | --- |
-| Conversation | Single response | Short-term | Tool execution detail | Lost after the turn finishes |
-| Session | Minutes to hours | Short-term | Multi-step flows | Clear it manually when done |
-| User | Weeks to forever | Long-term | Personalization | Requires consent/governance |
-| Org | Configured globally | Long-term | Shared knowledge | Needs owner to keep current |
+Alongside this, both OSS and Platform extract named entities (people, places, organizations) from memory text and use shared entities between memories to boost related results at search time. On Platform, that entity graph is also queryable directly; see <Link href="/platform/features/graph-memory">Graph Memory</Link>. In OSS, entities only affect ranking, there is no separate graph to query.

 <Warning>
-  Avoid storing secrets or unredacted PII in user or org memories: Mem0 is retrievable by design. Encrypt or hash sensitive values first.
+  Avoid storing secrets or unredacted PII in memories: they are retrievable by design. Encrypt or hash sensitive values before calling `add()`.
 </Warning>

 ## Put it into practice

- Use the <Link href="/core-concepts/memory-operations/add">Add Memory</Link> guide to persist user preferences.
- Follow <Link href="/platform/advanced-memory-operations">Advanced Memory Operations</Link> to tune metadata and retrieval.
-
-## See it live
-
- <Link href="/cookbooks/companions/ai-tutor">AI Tutor with Mem0</Link> shows session vs user memories in action.
- <Link href="/cookbooks/operations/support-inbox">Support Inbox with Mem0</Link> demonstrates shared org memory.
-
-{/* DEBUG: verify CTA targets */}
-
 <CardGroup cols={2}>
  <Card
    title="Explore Memory Operations"
-    description="Dive into the add/search/update/delete concepts next."
+    description="Dive into the add/search/update/delete operations next."
    icon="circle-check"
    href="/core-concepts/memory-operations/add"
  />
  <Card
-    title="See a Cookbook"
-    description="Apply layered memories inside a customer support agent."
+    title="Advanced Memory Operations"
+    description="Tune metadata, filters, and retrieval on Platform."
+    icon="sliders"
+    href="/platform/advanced-memory-operations"
+  />
+  <Card
+    title="AI Tutor Cookbook"
+    description="See user_id-scoped memory used in a real tutoring agent."
    icon="rocket"
+    href="/cookbooks/companions/ai-tutor"
+  />
+  <Card
+    title="Support Inbox Cookbook"
+    description="See user_id-scoped memory used in a support workflow."
+    icon="inbox"
    href="/cookbooks/operations/support-inbox"
  />
 </CardGroup>
@@ -152,7 +152,7 @@
                      "open-source/features/multimodal-support",
                      "open-source/features/custom-instructions",
                      "open-source/features/rest-api",
-                      "open-source/features/openai_compatibility",
+                      "open-source/features/openai-compatibility",
                      "platform/features/memory-expiration"
                    ]
                  },
@@ -173,14 +173,14 @@
                            "pages": [
                              "components/llms/models/openai",
                              "components/llms/models/anthropic",
-                              "components/llms/models/azure_openai",
+                              "components/llms/models/azure-openai",
                              "components/llms/models/ollama",
                              "components/llms/models/together",
                              "components/llms/models/groq",
                              "components/llms/models/litellm",
-                              "components/llms/models/mistral_AI",
-                              "components/llms/models/google_AI",
-                              "components/llms/models/aws_bedrock",
+                              "components/llms/models/mistral-ai",
+                              "components/llms/models/google-ai",
+                              "components/llms/models/aws-bedrock",
                              "components/llms/models/deepseek",
                              "components/llms/models/minimax",
                              "components/llms/models/xAI",
@@ -210,7 +210,7 @@
                              "components/vectordbs/dbs/mongodb",
                              "components/vectordbs/dbs/oracledb",
                              "components/vectordbs/dbs/azure",
-                              "components/vectordbs/dbs/azure_mysql",
+                              "components/vectordbs/dbs/azure-mysql",
                              "components/vectordbs/dbs/redis",
                              "components/vectordbs/dbs/valkey",
                              "components/vectordbs/dbs/elasticsearch",
@@ -218,16 +218,16 @@
                              "components/vectordbs/dbs/supabase",
                              "components/vectordbs/dbs/upstash-vector",
                              "components/vectordbs/dbs/vectorize",
-                              "components/vectordbs/dbs/vertex_ai",
+                              "components/vectordbs/dbs/vertex-ai",
                              "components/vectordbs/dbs/weaviate",
                              "components/vectordbs/dbs/faiss",
                              "components/vectordbs/dbs/langchain",
                              "components/vectordbs/dbs/baidu",
                              "components/vectordbs/dbs/cassandra",
-                              "components/vectordbs/dbs/s3_vectors",
+                              "components/vectordbs/dbs/s3-vectors",
                              "components/vectordbs/dbs/databricks",
                              "components/vectordbs/dbs/neon",
-                              "components/vectordbs/dbs/neptune_analytics",
+                              "components/vectordbs/dbs/neptune-analytics",
                              "components/vectordbs/dbs/turbopuffer"
                            ]
                          }
@@ -244,15 +244,15 @@
                            "icon": "list",
                            "pages": [
                              "components/embedders/models/openai",
-                              "components/embedders/models/azure_openai",
+                              "components/embedders/models/azure-openai",
                              "components/embedders/models/ollama",
                              "components/embedders/models/huggingface",
                              "components/embedders/models/vertexai",
-                              "components/embedders/models/google_AI",
+                              "components/embedders/models/google-ai",
                              "components/embedders/models/lmstudio",
                              "components/embedders/models/together",
                              "components/embedders/models/langchain",
-                              "components/embedders/models/aws_bedrock",
+                              "components/embedders/models/aws-bedrock",
                              "components/embedders/models/fastembed"
                            ]
                          }
@@ -271,10 +271,10 @@
                            "icon": "list",
                            "pages": [
                              "components/rerankers/models/cohere",
-                              "components/rerankers/models/sentence_transformer",
+                              "components/rerankers/models/sentence-transformer",
                              "components/rerankers/models/huggingface",
-                              "components/rerankers/models/llm_reranker",
-                              "components/rerankers/models/zero_entropy"
+                              "components/rerankers/models/llm-reranker",
+                              "components/rerankers/models/zero-entropy"
                            ]
                          }
                        ]
@@ -325,7 +325,10 @@
                      "integrations/google-ai-adk",
                      "integrations/mastra",
                      "integrations/vercel-ai-sdk",
-                      "integrations/chatdev"
+                      "integrations/eve",
+                      "integrations/vercel",
+                      "integrations/chatdev",
+                      "integrations/strands"
                    ]
                  },
                  {
@@ -368,6 +371,7 @@
                    "icon": "terminal",
                    "pages": [
                      "integrations/claude-code",
+                      "integrations/claude-ai",
                      "integrations/cursor",
                      "integrations/codex",
                      "integrations/opencode",
@@ -380,7 +384,8 @@
                    "pages": [
                      "integrations/openclaw",
                      "integrations/hermes",
-                      "integrations/pi-agent"
+                      "integrations/pi-agent",
+                      "integrations/deepseek-plugin"
                    ]
                  }
                ]
@@ -401,7 +406,6 @@
                    "pages": [
                      "cookbooks/essentials/building-ai-companion",
                      "cookbooks/essentials/entity-partitioning-playbook",
-                      "cookbooks/essentials/controlling-memory-ingestion",
                      "cookbooks/essentials/tagging-and-organizing-memories",
                      "cookbooks/essentials/exporting-memories"
                    ]
@@ -536,6 +540,20 @@
                      "api-reference/project/delete-project"
                    ]
                  },
+                  {
+                    "group": "Dream",
+                    "icon": "sparkles",
+                    "pages": [
+                      "api-reference/dream/get-dream-config",
+                      "api-reference/dream/update-dream-config",
+                      "api-reference/dream/get-dream-stats",
+                      "api-reference/dream/get-dream-activity",
+                      "api-reference/dream/get-dream-runs",
+                      "api-reference/dream/get-dream-run-memories",
+                      "api-reference/dream/get-dream-memory-sources",
+                      "api-reference/dream/dream-preview"
+                    ]
+                  },
                  {
                    "group": "Webhooks",
                    "icon": "webhook",
@@ -625,7 +643,7 @@
    },
    {
      "source": "/components/rerankers/models/llm",
-      "destination": "/components/rerankers/models/llm_reranker"
+      "destination": "/components/rerankers/models/llm-reranker"
    },
    {
      "source": "/migration/breaking-changes",
@@ -801,7 +819,7 @@
    },
    {
      "source": "/components/llms/models/azure_openai_structured",
-      "destination": "/components/llms/models/azure_openai"
+      "destination": "/components/llms/models/azure-openai"
    },
    {
      "source": "/components/llms/models/openai_structured",
@@ -817,7 +835,7 @@
    },
    {
      "source": "/components/vectordbs/dbs/vertex_ai_vector_search",
-      "destination": "/components/vectordbs/dbs/vertex_ai"
+      "destination": "/components/vectordbs/dbs/vertex-ai"
    },
    {
      "source": "/platform/features/selective-memory",
@@ -952,24 +970,20 @@
      "destination": "/platform/features/memory-export"
    },
    {
-      "source": "/v0x/components/:a/:b/:c",
-      "destination": "/components/:a/:b/:c"
+      "source": "/v0x/components/:slug*",
+      "destination": "/components/:slug*"
    },
    {
-      "source": "/v0x/components/:a/:b",
-      "destination": "/components/:a/:b"
+      "source": "/v0x/core-concepts/:slug*",
+      "destination": "/core-concepts/:slug*"
    },
    {
-      "source": "/v0x/core-concepts/:a/:b",
-      "destination": "/core-concepts/:a/:b"
+      "source": "/v0x/integrations/:slug*",
+      "destination": "/integrations/:slug*"
    },
    {
-      "source": "/v0x/integrations/:slug",
-      "destination": "/integrations/:slug"
-    },
-    {
-      "source": "/v0x/open-source/:slug",
-      "destination": "/open-source/:slug"
+      "source": "/v0x/open-source/:slug*",
+      "destination": "/open-source/:slug*"
    },
    {
      "source": "/v0x/introduction",
@@ -1044,8 +1058,8 @@
      "destination": "/platform/features/graph-memory"
    },
    {
-      "source": "/features/:slug",
-      "destination": "/platform/features/:slug"
+      "source": "/features/:slug*",
+      "destination": "/platform/features/:slug*"
    },
    {
      "source": "/platform/features/online-memory",
@@ -1069,7 +1083,7 @@
    },
    {
      "source": "/components/embedders/models/google_ai",
-      "destination": "/components/embedders/models/google_AI"
+      "destination": "/components/embedders/models/google-ai"
    },
    {
      "source": "/components/embedders/models/lm_studio",
@@ -1081,24 +1095,16 @@
    },
    {
      "source": "/components/llms/models/google_ai",
-      "destination": "/components/llms/models/google_AI"
+      "destination": "/components/llms/models/google-ai"
    },
    {
      "source": "/components/llms/models/mistral_ai",
-      "destination": "/components/llms/models/mistral_AI"
+      "destination": "/components/llms/models/mistral-ai"
    },
    {
      "source": "/components/llms/models/lm_studio",
      "destination": "/components/llms/models/lmstudio"
    },
-    {
-      "source": "/components/vectordbs/dbs/neptune-analytics",
-      "destination": "/components/vectordbs/dbs/neptune_analytics"
-    },
-    {
-      "source": "/components/vectordbs/dbs/s3-vectors",
-      "destination": "/components/vectordbs/dbs/s3_vectors"
-    },
    {
      "source": "/open-source/python_quickstart",
      "destination": "/open-source/python-quickstart"
@@ -1172,7 +1178,7 @@
      "destination": "/open-source/overview"
    },
    {
-      "source": "/self-hosting/:slug",
+      "source": "/self-hosting/:slug*",
      "destination": "/open-source/overview"
    },
    {
@@ -1180,7 +1186,7 @@
      "destination": "/open-source/overview"
    },
    {
-      "source": "/self-hosted/:slug",
+      "source": "/self-hosted/:slug*",
      "destination": "/open-source/overview"
    },
    {
@@ -1188,7 +1194,7 @@
      "destination": "/platform/quickstart"
    },
    {
-      "source": "/getting-started/:slug",
+      "source": "/getting-started/:slug*",
      "destination": "/platform/quickstart"
    },
    {
@@ -1196,7 +1202,7 @@
      "destination": "/open-source/setup"
    },
    {
-      "source": "/deployment/:slug",
+      "source": "/deployment/:slug*",
      "destination": "/open-source/setup"
    },
    {
@@ -1208,12 +1214,12 @@
      "destination": "/open-source/overview"
    },
    {
-      "source": "/oss/:slug",
+      "source": "/oss/:slug*",
      "destination": "/open-source/overview"
    },
    {
-      "source": "/concepts/:slug",
-      "destination": "/core-concepts/:slug"
+      "source": "/concepts/:slug*",
+      "destination": "/core-concepts/:slug*"
    },
    {
      "source": "/pricing",
@@ -1250,6 +1256,314 @@
    {
      "source": "/integrations/keywords",
      "destination": "/integrations/respan"
+    },
+    {
+      "source": "/cookbooks/essentials/controlling-memory-ingestion",
+      "destination": "/platform/features/custom-instructions"
+    },
+    {
+      "source": "/open-source/quickstart",
+      "destination": "/open-source/overview"
+    },
+    {
+      "source": "/open-source/graph-memory/overview",
+      "destination": "/open-source/overview"
+    },
+    {
+      "source": "/what-is-mem0",
+      "destination": "https://mem0.ai/"
+    },
+    {
+      "source": "/platform-vs-oss",
+      "destination": "/platform/platform-vs-oss"
+    },
+    {
+      "source": "/components/overview",
+      "destination": "/components/llms/overview"
+    },
+    {
+      "source": "/v0x/core-concepts/memory-operations/add",
+      "destination": "/core-concepts/memory-operations/add"
+    },
+    {
+      "source": "/v0x/integrations/llama-index",
+      "destination": "/integrations/llama-index"
+    },
+    {
+      "source": "/api-reference/event/get-event",
+      "destination": "/api-reference/events/get-event"
+    },
+    {
+      "source": "/api-reference/webhook/get-webhooks",
+      "destination": "/api-reference/webhook/get-webhook"
+    },
+    {
+      "source": "/api-reference/organization/update-organization-members",
+      "destination": "/api-reference/organization/update-org-member"
+    },
+    {
+      "source": "/api-reference/organization/delete-project",
+      "destination": "/api-reference/project/delete-project"
+    },
+    {
+      "source": "/api-reference/entities/get-entities",
+      "destination": "/api-reference/entities/get-users"
+    },
+    {
+      "source": "/api-reference/event/get-events",
+      "destination": "/api-reference/events/get-events"
+    },
+    {
+      "source": "/api-reference/entities/delete-users",
+      "destination": "/api-reference/entities/delete-user"
+    },
+    {
+      "source": "/api-reference/organization/update-organization-member",
+      "destination": "/api-reference/organization/update-org-member"
+    },
+    {
+      "source": "/api-reference/organization/get-organizations",
+      "destination": "/api-reference/organization/get-orgs"
+    },
+    {
+      "source": "/api-reference/entities/get-user",
+      "destination": "/api-reference/entities/get-users"
+    },
+    {
+      "source": "/api-reference/export/create-memory-export",
+      "destination": "/api-reference/memory/create-memory-export"
+    },
+    {
+      "source": "/integrations/mcp",
+      "destination": "/platform/mem0-mcp"
+    },
+    {
+      "source": "/platform/api-reference",
+      "destination": "/api-reference"
+    },
+    {
+      "source": "/api-reference/memory/add-memory",
+      "destination": "/api-reference/memory/add-memories"
+    },
+    {
+      "source": "/api-reference/overview",
+      "destination": "/api-reference"
+    },
+    {
+      "source": "/platform/reference/python-sdk",
+      "destination": "/open-source/python-quickstart"
+    },
+    {
+      "source": "/platform/python",
+      "destination": "/open-source/python-quickstart"
+    },
+    {
+      "source": "/platform/features/memory",
+      "destination": "/platform/features/memory-decay"
+    },
+    {
+      "source": "/platform/api-reference/python",
+      "destination": "/open-source/python-quickstart"
+    },
+    {
+      "source": "/api-reference/webhooks",
+      "destination": "/api-reference/webhook/create-webhook"
+    },
+    {
+      "source": "/platform/python-quickstart",
+      "destination": "/open-source/python-quickstart"
+    },
+    {
+      "source": "/api-reference/organization/delete-org-project",
+      "destination": "/api-reference/organization/delete-org"
+    },
+    {
+      "source": "/platform/features/scoping",
+      "destination": "/platform/features/entity-scoped-memory"
+    },
+    {
+      "source": "/platform/quickstart/python",
+      "destination": "/open-source/python-quickstart"
+    },
+    {
+      "source": "/api-reference/memory/history",
+      "destination": "/api-reference/memory/history-memory"
+    },
+    {
+      "source": "/api-reference/entities/get-user-memories",
+      "destination": "/api-reference/entities/get-users"
+    },
+    {
+      "source": "/platform/api-reference/webhooks/create",
+      "destination": "/api-reference/webhook/create-webhook"
+    },
+    {
+      "source": "/platform/python/quickstart",
+      "destination": "/open-source/python-quickstart"
+    },
+    {
+      "source": "/api-reference/memory/batch-update-memory",
+      "destination": "/api-reference/memory/batch-update"
+    },
+    {
+      "source": "/api-reference/memories/add",
+      "destination": "/api-reference/memory/add-memories"
+    },
+    {
+      "source": "/python-quickstart",
+      "destination": "/open-source/python-quickstart"
+    },
+    {
+      "source": "/api-reference/webhook/list-webhooks",
+      "destination": "/api-reference/webhook/get-webhook"
+    },
+    {
+      "source": "/platform/reference/memory/delete-memory",
+      "destination": "/api-reference/memory/delete-memory"
+    },
+    {
+      "source": "/platform/webhooks",
+      "destination": "/platform/features/webhooks"
+    },
+    {
+      "source": "/platform/api-reference/memories/add",
+      "destination": "/api-reference/memory/add-memories"
+    },
+    {
+      "source": "/api-reference/organization/organizations",
+      "destination": "/api-reference/organization/create-org"
+    },
+    {
+      "source": "/sdk/python/quickstart",
+      "destination": "/open-source/python-quickstart"
+    },
+    {
+      "source": "/platform/export",
+      "destination": "/platform/features/memory-export"
+    },
+    {
+      "source": "/open-source/python-memory",
+      "destination": "/open-source/python-quickstart"
+    },
+    {
+      "source": "/platform/reference",
+      "destination": "/api-reference"
+    },
+    {
+      "source": "/api-reference/memory/get-all-memories",
+      "destination": "/api-reference/memory/get-memories"
+    },
+    {
+      "source": "/api-reference/user/delete-users",
+      "destination": "/api-reference/entities/delete-user"
+    },
+    {
+      "source": "/api-reference/memories/search-memories",
+      "destination": "/api-reference/memory/search-memories"
+    },
+    {
+      "source": "/api-reference/organization/update-members",
+      "destination": "/api-reference/project/update-project-member"
+    },
+    {
+      "source": "/platform/api-reference/memory/batch-update",
+      "destination": "/api-reference/memory/batch-update"
+    },
+    {
+      "source": "/api-reference/memory/search",
+      "destination": "/api-reference/memory/search-memories"
+    },
+    {
+      "source": "/api-reference/batch/update-memories",
+      "destination": "/api-reference/memory/batch-update"
+    },
+    {
+      "source": "/api-reference/organization/update-organization-member-role",
+      "destination": "/api-reference/project/update-project-member"
+    },
+    {
+      "source": "/api-reference/webhooks/delete",
+      "destination": "/api-reference/webhook/delete-webhook"
+    },
+    {
+      "source": "/api-reference/memory/delete-all-memories",
+      "destination": "/api-reference/memory/delete-memories"
+    },
+    {
+      "source": "/platform/reference/overview",
+      "destination": "/api-reference"
+    },
+    {
+      "source": "/api-reference/mem0/add-memories",
+      "destination": "/api-reference/memory/add-memories"
+    },
+    {
+      "source": "/platform/mcp/overview",
+      "destination": "/platform/mem0-mcp"
+    },
+    {
+      "source": "/openmemory/mcp/introduction",
+      "destination": "https://mem0.ai/blog/introducing-openmemory-mcp"
+    },
+    {
+      "source": "/components/embedders/models/aws_bedrock",
+      "destination": "/components/embedders/models/aws-bedrock"
+    },
+    {
+      "source": "/components/embedders/models/azure_openai",
+      "destination": "/components/embedders/models/azure-openai"
+    },
+    {
+      "source": "/components/embedders/models/google_AI",
+      "destination": "/components/embedders/models/google-ai"
+    },
+    {
+      "source": "/components/llms/models/aws_bedrock",
+      "destination": "/components/llms/models/aws-bedrock"
+    },
+    {
+      "source": "/components/llms/models/azure_openai",
+      "destination": "/components/llms/models/azure-openai"
+    },
+    {
+      "source": "/components/llms/models/google_AI",
+      "destination": "/components/llms/models/google-ai"
+    },
+    {
+      "source": "/components/llms/models/mistral_AI",
+      "destination": "/components/llms/models/mistral-ai"
+    },
+    {
+      "source": "/components/rerankers/models/llm_reranker",
+      "destination": "/components/rerankers/models/llm-reranker"
+    },
+    {
+      "source": "/components/rerankers/models/sentence_transformer",
+      "destination": "/components/rerankers/models/sentence-transformer"
+    },
+    {
+      "source": "/components/rerankers/models/zero_entropy",
+      "destination": "/components/rerankers/models/zero-entropy"
+    },
+    {
+      "source": "/components/vectordbs/dbs/azure_mysql",
+      "destination": "/components/vectordbs/dbs/azure-mysql"
+    },
+    {
+      "source": "/components/vectordbs/dbs/neptune_analytics",
+      "destination": "/components/vectordbs/dbs/neptune-analytics"
+    },
+    {
+      "source": "/components/vectordbs/dbs/s3_vectors",
+      "destination": "/components/vectordbs/dbs/s3-vectors"
+    },
+    {
+      "source": "/components/vectordbs/dbs/vertex_ai",
+      "destination": "/components/vectordbs/dbs/vertex-ai"
+    },
+    {
+      "source": "/open-source/features/openai_compatibility",
+      "destination": "/open-source/features/openai-compatibility"
    }
  ]
 }
@@ -0,0 +1,88 @@
+<svg viewBox="0 0 600 420" role="img" aria-labelledby="venn-title venn-desc" xmlns="http://www.w3.org/2000/svg">
+  <title id="venn-title">Mem0 Memory Scoping</title>
+  <desc id="venn-desc">Venn diagram showing how a single add call produces shared project memory and personal memory, with search returning the union of both.</desc>
+
+  <rect width="600" height="420" fill="#f5f5f5"/>
+
+  <text x="300" y="36" fill="#2d3142" font-size="20" font-weight="400"
+        font-family="Georgia, serif" text-anchor="middle">Memory Scoping</text>
+  <text x="300" y="56" fill="#7a8399" font-size="9"
+        font-family="monospace" text-anchor="middle" letter-spacing="0.08em">ONE ADD CALL · TWO MEMORY BUCKETS</text>
+
+  <circle cx="228" cy="212" r="132" fill="rgba(45,49,66,0.05)" stroke="#4f5d75" stroke-width="1"/>
+  <circle cx="372" cy="212" r="132" fill="rgba(79,93,117,0.05)" stroke="#7a8399" stroke-width="1"/>
+
+  <defs>
+    <clipPath id="clip-left">
+      <circle cx="228" cy="212" r="132"/>
+    </clipPath>
+  </defs>
+  <circle cx="372" cy="212" r="132" fill="rgba(235,108,54,0.10)" clip-path="url(#clip-left)"/>
+
+  <text x="124" y="84" fill="#2d3142" font-size="13" font-weight="600"
+        font-family="sans-serif" text-anchor="middle">Shared Project</text>
+  <text x="124" y="100" fill="#4f5d75" font-size="9"
+        font-family="monospace" text-anchor="middle">agent_id = repo slug</text>
+
+  <text x="476" y="84" fill="#2d3142" font-size="13" font-weight="600"
+        font-family="sans-serif" text-anchor="middle">Personal</text>
+  <text x="476" y="100" fill="#4f5d75" font-size="9"
+        font-family="monospace" text-anchor="middle">user_id = you</text>
+
+  <text x="168" y="176" fill="#2d3142" font-size="11" font-weight="500"
+        font-family="sans-serif" text-anchor="middle">Conventions</text>
+  <text x="168" y="196" fill="#2d3142" font-size="11" font-weight="500"
+        font-family="sans-serif" text-anchor="middle">Commands</text>
+  <text x="168" y="216" fill="#2d3142" font-size="11" font-weight="500"
+        font-family="sans-serif" text-anchor="middle">Decisions</text>
+  <text x="168" y="236" fill="#2d3142" font-size="11" font-weight="500"
+        font-family="sans-serif" text-anchor="middle">Fixes</text>
+
+  <text x="168" y="264" fill="#7a8399" font-size="9"
+        font-family="monospace" text-anchor="middle">no user_id</text>
+  <text x="168" y="276" fill="#7a8399" font-size="9"
+        font-family="monospace" text-anchor="middle">visible to team</text>
+
+  <text x="432" y="192" fill="#2d3142" font-size="11" font-weight="500"
+        font-family="sans-serif" text-anchor="middle">Preferences</text>
+  <text x="432" y="212" fill="#2d3142" font-size="11" font-weight="500"
+        font-family="sans-serif" text-anchor="middle">Habits</text>
+  <text x="432" y="232" fill="#2d3142" font-size="11" font-weight="500"
+        font-family="sans-serif" text-anchor="middle">Style</text>
+
+  <text x="432" y="260" fill="#7a8399" font-size="9"
+        font-family="monospace" text-anchor="middle">no agent_id</text>
+  <text x="432" y="272" fill="#7a8399" font-size="9"
+        font-family="monospace" text-anchor="middle">private to you</text>
+
+  <text x="300" y="196" fill="#eb6c36" font-size="12" font-weight="600"
+        font-family="sans-serif" text-anchor="middle">Search</text>
+  <text x="300" y="212" fill="#eb6c36" font-size="12" font-weight="600"
+        font-family="sans-serif" text-anchor="middle">Result</text>
+  <text x="300" y="232" fill="#7a8399" font-size="9"
+        font-family="monospace" text-anchor="middle">OR [agent_id+app_id,</text>
+  <text x="300" y="244" fill="#7a8399" font-size="9"
+        font-family="monospace" text-anchor="middle">user_id+app_id]</text>
+
+  <line x1="40" y1="360" x2="560" y2="360" stroke="rgba(45,49,66,0.12)" stroke-width="0.8"/>
+
+  <text x="80" y="380" fill="#4f5d75" font-size="9" font-weight="600"
+        font-family="monospace" text-anchor="middle" letter-spacing="0.06em">agent_id</text>
+  <text x="80" y="396" fill="#7a8399" font-size="8"
+        font-family="monospace" text-anchor="middle">repo slug</text>
+
+  <text x="220" y="380" fill="#4f5d75" font-size="9" font-weight="600"
+        font-family="monospace" text-anchor="middle" letter-spacing="0.06em">app_id</text>
+  <text x="220" y="396" fill="#7a8399" font-size="8"
+        font-family="monospace" text-anchor="middle">repo</text>
+
+  <text x="380" y="380" fill="#4f5d75" font-size="9" font-weight="600"
+        font-family="monospace" text-anchor="middle" letter-spacing="0.06em">user_id</text>
+  <text x="380" y="396" fill="#7a8399" font-size="8"
+        font-family="monospace" text-anchor="middle">you</text>
+
+  <text x="520" y="380" fill="#4f5d75" font-size="9" font-weight="600"
+        font-family="monospace" text-anchor="middle" letter-spacing="0.06em">run_id</text>
+  <text x="520" y="396" fill="#7a8399" font-size="8"
+        font-family="monospace" text-anchor="middle">session</text>
+</svg>
@@ -0,0 +1,133 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 860 784" width="860" role="img" aria-labelledby="seq-title seq-desc">
+  <title id="seq-title">Mem0 Plugin Architecture</title>
+  <desc id="seq-desc">Sequence diagram showing the full Claude Code plugin: lifecycle hooks, first-prompt memory recall, capture events, background extraction via detached worker, and on-demand skills and search tool.</desc>
+
+  <defs>
+    <marker id="arrow" markerWidth="8" markerHeight="6" refX="7" refY="3" orient="auto">
+      <polygon points="0 0, 8 3, 0 6" fill="#4f5d75"/>
+    </marker>
+    <marker id="arrow-accent" markerWidth="8" markerHeight="6" refX="7" refY="3" orient="auto">
+      <polygon points="0 0, 8 3, 0 6" fill="#eb6c36"/>
+    </marker>
+    <marker id="arrow-link" markerWidth="8" markerHeight="6" refX="7" refY="3" orient="auto">
+      <polygon points="0 0, 8 3, 0 6" fill="#2e5aa8"/>
+    </marker>
+    <marker id="arrow-open" markerWidth="8" markerHeight="6" refX="7" refY="3" orient="auto">
+      <polyline points="0 0, 8 3, 0 6" fill="none" stroke="#4f5d75" stroke-width="1.2"/>
+    </marker>
+    <style>
+      text { font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', sans-serif; }
+    </style>
+  </defs>
+
+  <rect width="100%" height="100%" fill="#f5f5f5"/>
+
+  <!-- LIFELINES -->
+  <line x1="108" y1="76" x2="108" y2="720" stroke="rgba(45,49,66,0.12)" stroke-width="1" stroke-dasharray="3,3"/>
+  <line x1="320" y1="76" x2="320" y2="720" stroke="rgba(45,49,66,0.12)" stroke-width="1" stroke-dasharray="3,3"/>
+  <line x1="540" y1="76" x2="540" y2="720" stroke="rgba(45,49,66,0.12)" stroke-width="1" stroke-dasharray="3,3"/>
+  <line x1="740" y1="76" x2="740" y2="720" stroke="rgba(45,49,66,0.12)" stroke-width="1" stroke-dasharray="3,3"/>
+
+  <!-- PHASE 1: SESSION INIT -->
+  <text x="32" y="100" fill="#7a8399" font-size="9" font-style="italic">Session init</text>
+
+  <rect x="164" y="104" width="84" height="12" rx="2" fill="#f5f5f5"/>
+  <text x="206" y="114" fill="#7a8399" font-size="8" font-family="monospace" text-anchor="middle" letter-spacing="0.06em">SESSION-START</text>
+  <line x1="112" y1="128" x2="316" y2="128" stroke="#4f5d75" stroke-width="1" marker-end="url(#arrow)"/>
+
+  <!-- PHASE 2: CAPTURE & RECALL -->
+  <text x="32" y="160" fill="#7a8399" font-size="9" font-style="italic">Capture and recall</text>
+
+  <rect x="162" y="168" width="88" height="12" rx="2" fill="#f5f5f5"/>
+  <text x="206" y="178" fill="#7a8399" font-size="8" font-family="monospace" text-anchor="middle" letter-spacing="0.06em">USER-PROMPT</text>
+  <line x1="112" y1="192" x2="316" y2="192" stroke="#4f5d75" stroke-width="1" marker-end="url(#arrow)"/>
+
+  <!-- OPT fragment -->
+  <rect x="260" y="212" width="520" height="148" rx="4" fill="rgba(235,108,54,0.08)" stroke="#eb6c36" stroke-width="1" stroke-opacity="0.4"/>
+  <rect x="260" y="212" width="36" height="16" rx="2" fill="#f5f5f5" stroke="#eb6c36" stroke-width="1" stroke-opacity="0.4"/>
+  <text x="278" y="224" fill="#eb6c36" font-size="8" font-family="monospace" text-anchor="middle" letter-spacing="0.12em">OPT</text>
+  <text x="308" y="236" fill="#7a8399" font-size="8" font-family="monospace" letter-spacing="0.04em">[first prompt]</text>
+
+  <rect x="472" y="248" width="108" height="12" rx="2" fill="#f5f5f5"/>
+  <text x="526" y="258" fill="#2e5aa8" font-size="8" font-family="monospace" text-anchor="middle" letter-spacing="0.06em">SEARCH MEMORIES</text>
+  <line x1="324" y1="272" x2="736" y2="272" stroke="#2e5aa8" stroke-width="1" marker-end="url(#arrow-link)"/>
+
+  <rect x="480" y="280" width="80" height="12" rx="2" fill="#f5f5f5"/>
+  <text x="520" y="290" fill="#7a8399" font-size="8" font-family="monospace" text-anchor="middle" letter-spacing="0.06em">≤5 MEMORIES</text>
+  <line x1="736" y1="304" x2="324" y2="304" stroke="#4f5d75" stroke-width="1" stroke-dasharray="5,4" marker-end="url(#arrow)"/>
+
+  <rect x="148" y="316" width="120" height="12" rx="2" fill="#f5f5f5"/>
+  <text x="208" y="326" fill="#eb6c36" font-size="8" font-family="monospace" text-anchor="middle" letter-spacing="0.06em">CONTEXT INJECTED</text>
+  <line x1="316" y1="348" x2="112" y2="348" stroke="#eb6c36" stroke-width="1" stroke-dasharray="5,4" marker-end="url(#arrow-accent)"/>
+
+  <rect x="176" y="380" width="60" height="12" rx="2" fill="#f5f5f5"/>
+  <text x="206" y="390" fill="#7a8399" font-size="8" font-family="monospace" text-anchor="middle" letter-spacing="0.06em">POST-TOOL</text>
+  <line x1="112" y1="404" x2="316" y2="404" stroke="#4f5d75" stroke-width="1" marker-end="url(#arrow)"/>
+
+  <rect x="156" y="416" width="100" height="12" rx="2" fill="#f5f5f5"/>
+  <text x="206" y="426" fill="#7a8399" font-size="8" font-family="monospace" text-anchor="middle" letter-spacing="0.06em">SIDEKICK-START</text>
+  <line x1="112" y1="440" x2="316" y2="440" stroke="#4f5d75" stroke-width="1" marker-end="url(#arrow)"/>
+
+  <rect x="184" y="452" width="48" height="12" rx="2" fill="#f5f5f5"/>
+  <text x="208" y="462" fill="#7a8399" font-size="8" font-family="monospace" text-anchor="middle" letter-spacing="0.06em">STOP</text>
+  <line x1="112" y1="476" x2="316" y2="476" stroke="#4f5d75" stroke-width="1" marker-end="url(#arrow)"/>
+
+  <text x="332" y="466" fill="#7a8399" font-size="8" font-style="italic">repeats each exchange</text>
+
+  <!-- PHASE 3: BACKGROUND EXTRACTION -->
+  <text x="32" y="508" fill="#7a8399" font-size="9" font-style="italic">Background extraction</text>
+
+  <rect x="380" y="516" width="96" height="12" rx="2" fill="#f5f5f5"/>
+  <text x="428" y="526" fill="#7a8399" font-size="8" font-family="monospace" text-anchor="middle" letter-spacing="0.06em">HAND_OFF_FLUSH</text>
+  <line x1="324" y1="540" x2="536" y2="540" stroke="#4f5d75" stroke-width="1" stroke-dasharray="5,4" marker-end="url(#arrow-open)"/>
+  <text x="332" y="556" fill="#7a8399" font-size="8" font-style="italic">periodic, idle (5 min), or session-end</text>
+
+  <rect x="620" y="568" width="28" height="12" rx="2" fill="#f5f5f5"/>
+  <text x="634" y="578" fill="#2e5aa8" font-size="8" font-family="monospace" text-anchor="middle" letter-spacing="0.06em">ADD</text>
+  <line x1="544" y1="592" x2="736" y2="592" stroke="#2e5aa8" stroke-width="1" marker-end="url(#arrow-link)"/>
+  <rect x="564" y="596" width="160" height="12" rx="2" fill="#f5f5f5"/>
+  <text x="644" y="606" fill="#7a8399" font-size="8" font-family="monospace" text-anchor="middle">agent_id + user_id + app_id + run_id</text>
+
+  <rect x="616" y="616" width="48" height="12" rx="2" fill="#f5f5f5"/>
+  <text x="640" y="626" fill="#7a8399" font-size="8" font-family="monospace" text-anchor="middle" letter-spacing="0.06em">STORED</text>
+  <line x1="736" y1="640" x2="544" y2="640" stroke="#4f5d75" stroke-width="1" stroke-dasharray="5,4" marker-end="url(#arrow)"/>
+
+  <!-- PHASE 4: ON-DEMAND -->
+  <text x="32" y="672" fill="#7a8399" font-size="9" font-style="italic">On-demand (skills + tool)</text>
+
+  <rect x="136" y="680" width="144" height="12" rx="2" fill="#f5f5f5"/>
+  <text x="208" y="690" fill="#7a8399" font-size="8" font-family="monospace" text-anchor="middle" letter-spacing="0.04em">/MEM0:SEARCH, FORGET</text>
+  <line x1="112" y1="704" x2="316" y2="704" stroke="#4f5d75" stroke-width="1" marker-end="url(#arrow)"/>
+  <rect x="468" y="680" width="108" height="12" rx="2" fill="#f5f5f5"/>
+  <text x="522" y="690" fill="#2e5aa8" font-size="8" font-family="monospace" text-anchor="middle" letter-spacing="0.04em">SEARCH / DELETE</text>
+  <line x1="324" y1="704" x2="736" y2="704" stroke="#2e5aa8" stroke-width="1" marker-end="url(#arrow-link)"/>
+
+  <!-- ACTIVATION BARS -->
+  <rect x="316" y="124" width="8" height="232" fill="rgba(45,49,66,0.06)" stroke="#4f5d75" stroke-width="0.8"/>
+  <rect x="316" y="400" width="8" height="84" fill="rgba(45,49,66,0.06)" stroke="#4f5d75" stroke-width="0.8"/>
+  <rect x="316" y="536" width="8" height="12" fill="rgba(45,49,66,0.06)" stroke="#4f5d75" stroke-width="0.8"/>
+  <rect x="316" y="700" width="8" height="12" fill="rgba(45,49,66,0.06)" stroke="#4f5d75" stroke-width="0.8"/>
+  <rect x="736" y="268" width="8" height="40" fill="rgba(45,49,66,0.06)" stroke="#4f5d75" stroke-width="0.8"/>
+  <rect x="536" y="536" width="8" height="108" fill="rgba(45,49,66,0.06)" stroke="#4f5d75" stroke-width="0.8"/>
+  <rect x="736" y="588" width="8" height="56" fill="rgba(45,49,66,0.06)" stroke="#4f5d75" stroke-width="0.8"/>
+  <rect x="736" y="700" width="8" height="12" fill="rgba(45,49,66,0.06)" stroke="#4f5d75" stroke-width="0.8"/>
+
+  <!-- ACTOR BOXES -->
+  <rect x="48" y="36" width="120" height="40" rx="6" fill="#ececec" stroke="#2d3142" stroke-width="1"/>
+  <text x="108" y="60" fill="#2d3142" font-size="12" font-weight="600" text-anchor="middle">Claude Code</text>
+
+  <rect x="268" y="36" width="104" height="40" rx="6" fill="rgba(235,108,54,0.08)" stroke="#eb6c36" stroke-width="1"/>
+  <rect x="276" y="42" width="44" height="12" rx="2" fill="transparent" stroke="#eb6c36" stroke-width="0.8" stroke-opacity="0.5"/>
+  <text x="298" y="51" fill="#eb6c36" font-size="7" font-family="monospace" text-anchor="middle" letter-spacing="0.08em">PLUGIN</text>
+  <text x="320" y="64" fill="#2d3142" font-size="12" font-weight="600" text-anchor="middle">Mem0</text>
+
+  <rect x="476" y="36" width="128" height="40" rx="6" fill="rgba(45,49,66,0.05)" stroke="#4f5d75" stroke-width="1"/>
+  <rect x="484" y="42" width="52" height="12" rx="2" fill="transparent" stroke="#4f5d75" stroke-width="0.8" stroke-opacity="0.5"/>
+  <text x="510" y="51" fill="#7a8399" font-size="7" font-family="monospace" text-anchor="middle" letter-spacing="0.08em">DETACHED</text>
+  <text x="540" y="64" fill="#2d3142" font-size="12" font-weight="600" text-anchor="middle">flush_worker</text>
+
+  <rect x="680" y="36" width="120" height="40" rx="6" fill="rgba(45,49,66,0.03)" stroke="rgba(45,49,66,0.3)" stroke-width="1"/>
+  <rect x="688" y="42" width="28" height="12" rx="2" fill="transparent" stroke="rgba(45,49,66,0.3)" stroke-width="0.8"/>
+  <text x="702" y="51" fill="#7a8399" font-size="7" font-family="monospace" text-anchor="middle" letter-spacing="0.08em">API</text>
+  <text x="740" y="64" fill="#2d3142" font-size="12" font-weight="600" text-anchor="middle">Mem0 Platform</text>
+</svg>
@@ -1,5 +1,7 @@
 ---
 title: Overview
+seo:
+  title: "Integrations Overview - Mem0"
 description: "Overview of Mem0 integrations with popular AI frameworks and tools for persistent memory and context management."
 ---

--- a/Show More
+++ b/Show More
Author	SHA1	Message	Date
Himanshu-Sangshetti	75e9efa261	fix(eve): address review — async-write status, reasoning filter, turn-bounded capture, best-effort dedup Review by @kartik-mem0. Root cause across all four: Mem0's hosted add with infer:true is async and returns a PENDING event before the memory is visible. - store.ts/tools.ts: add() returns AddResult{status,eventId} via parseAddResult; the v3 add path returns {status:"PENDING", event_id}, so remember reports {status:"queued", eventId} for async writes and {status:"saved"} only when resolved. FAILED/unknown status maps to completed, not queued. - messages.ts: drop typed non-text parts (reasoning no longer leaks into memory); bound the captured assistant reply to the current turn and collect all of its text segments (text->tool->text) instead of a stale prior answer. - capture.ts + README + eve.mdx: document operationId dedup as best-effort (lookup+add is not atomic; pending/concurrent windows can double-write); removed the "restart replays cannot write twice" claim. Tests: 68 pass (+15). Added reasoning, tool-only/cross-turn, multi-segment, pending/concurrent capture replay, and PENDING/FAILED add-result cases. Typecheck + build clean.	2026-09-12 00:36:29 +09:00
Himanshu-Sangshetti	10d6717068	fix(eve): scope forget, persist capture idempotency, and fail closed Review findings: delete was not partitioned by scope.key, capture replay after restart could double-write, and Mem0 errors were swallowed as empty recall. Co-authored-by: Cursor <cursoragent@cursor.com>	2026-09-09 10:48:26 +08:00
Himanshu-Sangshetti	1d83bb0835	feat(integrations): add @mem0/eve memory provider Give Eve agents a first-class Mem0 recall/capture provider so they can use Mem0 in the agent loop instead of MCP. Co-authored-by: Cursor <cursoragent@cursor.com>	2026-09-09 10:01:26 +08:00
Kartik	dae67f74f5	fix(docs): SEO improvements for page titles, internal links, and URL structure (#7224 )	2026-09-04 20:32:23 +05:30
Kartik	9a7924befd	chore(release): bump Python and TypeScript SDK patch versions (#7210 )	2026-09-02 18:44:55 +05:30
Kartik	3cf41878ea	fix: replace PostHog evaluate_flags with static config for OSS notices (#7185 )	2026-09-02 18:00:01 +05:30
Elif Sema Balcioglu	c33ca27f5e	docs: fix Oracle vector store setup and search examples (#7111 )	2026-09-01 19:19:48 +05:30
Kartik	71fba8d464	feat(claude-code-plugin): move the Claude Code plugin to its own integration and ship it as 0.3.0 (#7106 )	2026-09-01 02:34:45 +05:30
Kartik	19cb89aff4	docs: add 301 redirects for 49 legacy 404 pages (#7161 )	2026-08-28 17:44:10 +05:30
Karthik	fdfb763d6e	docs(api-reference): add Dream (memory synthesis) endpoints (#7109 ) Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>	2026-08-27 22:12:04 +05:30
Kartik	0070e08e01	feat(deepseek-plugin,mem0-strands): add usage telemetry (#7110 )	2026-08-27 13:48:30 +05:30
Himanshu	39bc023305	docs(integrations): add Vercel Marketplace (managed) integration page (#7100 )	2026-08-24 22:22:04 +05:30
krishna soni	b1342a3408	refactor: replace custom validator with Pydantic extra="forbid" config (#7089 )	2026-08-24 21:17:57 +05:30
Kartik	b717e38785	refactor(integrations): rename dsh-mem0 to deepseek-plugin, strands-mem0 to mem0-strands (#7098 )	2026-08-24 19:21:23 +05:30
Indian-boult	dc82354e14	docs(skills): fix dead links in skills READMEs (#7092 )	2026-08-24 18:25:33 +05:30
Kartik	4ddee9c51d	chore(release): bump SDK, CLI, and plugin versions; add Strands, DeepSeek Harness, and Kimi changelogs (#7097 )	2026-08-24 18:10:44 +05:30
Himanshu	7e09615571	feat(integrations): dsh-mem0 — Mem0 as a native DeepSeek Harness plugin (#7027 ) Co-authored-by: kartik-mem0 <kartik.labhshetwar@mem0.ai>	2026-08-24 14:03:50 +05:30
Kartik	d18e751dec	docs: redirect five dead api-reference paths to their real pages (#7094 )	2026-08-24 13:53:04 +05:30
Himanshu	8d5b7865bd	feat(integrations): strands-mem0 \| Mem0 as a native Strands MemoryStore (#7021 )	2026-08-22 19:04:24 +05:30
Abhinav Singh	9b565da8e3	docs(embedders): document api_key on the Hugging Face Python config table (#7045 )	2026-08-22 13:51:50 +05:30
Yiheng Zhao	48d0d0cd9c	fix(docs): balance code fences in cookbook_template.mdx (#7054 )	2026-08-22 13:50:49 +05:30
Kartik	feb12852c0	fix(docs): redirect the eight 404 paths and repair dead wildcard rules (#7053 )	2026-08-21 19:31:37 +05:30
Harsh Vardhan Gupta	5af797834c	fix(security): resolve 17 Vanta/Dependabot HIGH+CRITICAL vulnerabilities across 5 pnpm workspaces (#7032 )	2026-08-21 17:41:41 +05:30
Kartik	4fa4839077	fix(ci): make the vouch check speak, unblock list updates, widen the docs exemption (#6974 )	2026-08-20 23:13:42 +05:30
Kartik	3599aa75ed	docs: document the real search filter grammar (#6906 )	2026-08-20 21:33:21 +05:30
Himanshu	1de6499b8a	fix(integrations/zapier): address Zapier publishing review (#6985 )	2026-08-20 18:53:06 +05:30
Kartik	ed38ddf873	fix(python): huggingface TEI auth, procedural-memory content handling, and proxy pip auto-install (#6947 )	2026-08-20 15:56:55 +05:30
Kartik	530d802b55	fix(plugins): bug-bash fixes for Cursor, Codex, Antigravity, and a Claude.ai docs page (#6948 )	2026-08-20 15:56:17 +05:30
Kartik	d3334fa5f1	docs: ground the platform/OSS comparison and memory-type status in reality (#6908 )	2026-08-20 15:26:22 +05:30
Kartik	52b02c7cc1	docs: fix Claude Desktop MCP setup, CrewAI guide, and missing contributor docs (#6945 )	2026-08-20 15:24:05 +05:30
mintlify[bot]	001c235229	Fix broken links: remove duplicate reranking redirect (#6975 ) Co-authored-by: mintlify[bot] <109931778+mintlify[bot]@users.noreply.github.com>	2026-08-14 12:47:17 +00:00
Kartik	bf2d591b27	docs: remove Controlling Memory Ingestion cookbook, redirect to Custom Instructions (#6955 )	2026-08-14 18:16:36 +05:30
Kartik	b4c50550bf	docs: correct client call shape and stale v1 response examples (#6901 )	2026-08-14 18:13:37 +05:30