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.

.claude-plugin/marketplace.json

@@ -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": "0.2.15"
+      "source": "./integrations/claude-code-plugin",
+      "description": "Cross-session memory and token savings for coding agents.",
+      "version": "0.3.0"
     }
   ]
 }

.github/AGENTS.md

@@ -18,13 +18,15 @@ 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 | `dsh-mem0-checks.yml` | Push to main (`integrations/dsh-mem0/`), 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 |
-| strands-mem0 | `strands-mem0-checks.yml` | Push to main (`integrations/strands-mem0/`), manual | Ruff + mypy + pytest + hatch build on Python 3.10, 3.11, 3.12 |
+| 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` |
 
@@ -60,9 +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 | `dsh-mem0-cd.yml` | `dsh-mem0-v*` | npm (`@mem0/dsh-mem0`) |
+| 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`) |
-| strands-mem0 | `strands-mem0-cd.yml` | `strands-mem0-v*` | PyPI (`strands-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.

.github/workflows/ci-gate.yml

@@ -39,12 +39,14 @@ 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 }}
-      dsh_mem0: ${{ steps.filter.outputs.dsh_mem0 }}
+      deepseek_plugin: ${{ steps.filter.outputs.deepseek_plugin }}
       n8n_nodes_mem0: ${{ steps.filter.outputs.n8n_nodes_mem0 }}
       zapier_mem0: ${{ steps.filter.outputs.zapier_mem0 }}
-      strands_mem0: ${{ steps.filter.outputs.strands_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:
@@ -82,6 +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'
@@ -90,9 +96,9 @@ jobs:
               - 'integrations/pi-agent-plugin/**'
               - '.github/workflows/pi-agent-plugin-checks.yml'
               - '.github/workflows/ci-gate.yml'
-            dsh_mem0:
-              - 'integrations/dsh-mem0/**'
-              - '.github/workflows/dsh-mem0-checks.yml'
+            deepseek_plugin:
+              - 'integrations/deepseek-plugin/**'
+              - '.github/workflows/deepseek-plugin-checks.yml'
               - '.github/workflows/ci-gate.yml'
             n8n_nodes_mem0:
               - 'integrations/n8n-nodes-mem0/**'
@@ -101,9 +107,13 @@ jobs:
               - 'integrations/zapier-mem0/**'
               - '.github/workflows/zapier-mem0-checks.yml'
               - '.github/workflows/ci-gate.yml'
-            strands_mem0:
-              - 'integrations/strands-mem0/**'
-              - '.github/workflows/strands-mem0-checks.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'
@@ -162,6 +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
@@ -176,11 +193,11 @@ jobs:
     uses: ./.github/workflows/pi-agent-plugin-checks.yml
     secrets: inherit
 
-  dsh-mem0:
+  deepseek-plugin:
     name: DeepSeek Harness Plugin
     needs: changes
-    if: needs.changes.outputs.dsh_mem0 == 'true'
-    uses: ./.github/workflows/dsh-mem0-checks.yml
+    if: needs.changes.outputs.deepseek_plugin == 'true'
+    uses: ./.github/workflows/deepseek-plugin-checks.yml
     secrets: inherit
 
   n8n-nodes-mem0:
@@ -195,11 +212,18 @@ jobs:
     uses: ./.github/workflows/zapier-mem0-checks.yml
     secrets: inherit
 
-  strands-mem0:
-    name: strands-mem0
+  mem0-strands:
+    name: mem0-strands
     needs: changes
-    if: needs.changes.outputs.strands_mem0 == 'true'
-    uses: ./.github/workflows/strands-mem0-checks.yml
+    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:
@@ -237,12 +261,14 @@ jobs:
       - cli-node
       - openclaw
       - mem0-plugin
+      - claude-code-plugin
       - opencode-plugin
       - pi-agent-plugin
-      - dsh-mem0
+      - deepseek-plugin
       - n8n-nodes-mem0
       - zapier-mem0
-      - strands-mem0
+      - mem0-strands
+      - eve
       - docs-llms-txt
       - github-scripts
     if: always()

.github/workflows/claude-code-plugin-checks.yml

@@ -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

.github/workflows/deepseek-plugin-cd.yml

@@ -1,13 +1,13 @@
-name: Publish @mem0/dsh-mem0 📦 to npm
+name: Publish @mem0/deepseek-plugin 📦 to npm
 
 # Dispatched by release.yml (Release Router) when a release tagged
-# dsh-mem0-v* is published. Can also be dispatched manually to re-publish
+# 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. dsh-mem0-v0.1.1)'
+        description: 'Release tag to build and publish (e.g. deepseek-plugin-v0.1.1)'
         required: true
         type: string
       prerelease:
@@ -18,14 +18,14 @@ on:
 
 jobs:
   build-n-publish:
-    name: Build and publish @mem0/dsh-mem0 📦 to npm
-    if: startsWith(inputs.tag, 'dsh-mem0-v')
+    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/dsh-mem0
+        working-directory: integrations/deepseek-plugin
     steps:
       - uses: actions/checkout@v4
         with:
@@ -42,7 +42,7 @@ jobs:
           node-version: '22'
           registry-url: 'https://registry.npmjs.org'
           cache: 'pnpm'
-          cache-dependency-path: integrations/dsh-mem0/pnpm-lock.yaml
+          cache-dependency-path: integrations/deepseek-plugin/pnpm-lock.yaml
 
       - name: Install dependencies
         run: pnpm install --frozen-lockfile

.github/workflows/deepseek-plugin-checks.yml

@@ -1,4 +1,4 @@
-name: dsh-mem0 checks
+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.
@@ -7,8 +7,8 @@ on:
   push:
     branches: [main]
     paths:
-      - 'integrations/dsh-mem0/**'
-      - '.github/workflows/dsh-mem0-checks.yml'
+      - 'integrations/deepseek-plugin/**'
+      - '.github/workflows/deepseek-plugin-checks.yml'
   workflow_call:
 
 jobs:
@@ -27,13 +27,13 @@ jobs:
         with:
           node-version: 20
           cache: 'pnpm'
-          cache-dependency-path: integrations/dsh-mem0/pnpm-lock.yaml
+          cache-dependency-path: integrations/deepseek-plugin/pnpm-lock.yaml
 
       - name: Install dependencies
-        run: cd integrations/dsh-mem0 && pnpm install --frozen-lockfile
+        run: cd integrations/deepseek-plugin && pnpm install --frozen-lockfile
 
       - name: Type check
-        run: cd integrations/dsh-mem0 && pnpm exec tsc --noEmit
+        run: cd integrations/deepseek-plugin && pnpm exec tsc --noEmit
 
   test:
     runs-on: ubuntu-latest
@@ -53,13 +53,13 @@ jobs:
         with:
           node-version: ${{ matrix.node-version }}
           cache: 'pnpm'
-          cache-dependency-path: integrations/dsh-mem0/pnpm-lock.yaml
+          cache-dependency-path: integrations/deepseek-plugin/pnpm-lock.yaml
 
       - name: Install dependencies
-        run: cd integrations/dsh-mem0 && pnpm install --frozen-lockfile
+        run: cd integrations/deepseek-plugin && pnpm install --frozen-lockfile
 
       - name: Run tests
-        run: cd integrations/dsh-mem0 && pnpm exec vitest run
+        run: cd integrations/deepseek-plugin && pnpm exec vitest run
 
   build:
     runs-on: ubuntu-latest
@@ -76,15 +76,15 @@ jobs:
         with:
           node-version: 20
           cache: 'pnpm'
-          cache-dependency-path: integrations/dsh-mem0/pnpm-lock.yaml
+          cache-dependency-path: integrations/deepseek-plugin/pnpm-lock.yaml
 
       - name: Install dependencies
-        run: cd integrations/dsh-mem0 && pnpm install --frozen-lockfile
+        run: cd integrations/deepseek-plugin && pnpm install --frozen-lockfile
 
       - name: Build
-        run: cd integrations/dsh-mem0 && pnpm build
+        run: cd integrations/deepseek-plugin && pnpm build
 
       - name: Verify dist output exists
         run: |
-          test -f integrations/dsh-mem0/dist/index.js || (echo "Build output missing: dist/index.js" && exit 1)
-          test -f integrations/dsh-mem0/dist/index.d.ts || (echo "Build output missing: dist/index.d.ts" && exit 1)
+          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)

.github/workflows/eve-cd.yml

@@ -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

.github/workflows/eve-checks.yml

@@ -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)

.github/workflows/mem0-strands-cd.yml

@@ -1,15 +1,15 @@
-name: Publish strands-mem0 🐍 distribution 📦 to PyPI
+name: Publish mem0-strands 🐍 distribution 📦 to PyPI
 
 # Dispatched by release.yml (Release Router) when a release tagged
-# strands-mem0-v* is published. Can also be dispatched manually to re-publish
+# 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 `strands-mem0` PyPI project must have a trusted publisher
+# 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. strands-mem0-v0.1.0)'
+        description: 'Release tag to build and publish (e.g. mem0-strands-v0.1.0)'
         required: true
         type: string
       prerelease:
@@ -20,14 +20,14 @@ on:
 
 jobs:
   build-n-publish:
-    name: Build and publish strands-mem0 📦 to PyPI
-    if: startsWith(inputs.tag, 'strands-mem0-v')
+    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/strands-mem0/python
+        working-directory: integrations/mem0-strands/python
     steps:
       - uses: actions/checkout@v4
         with:
@@ -47,4 +47,4 @@ jobs:
       - name: Publish distribution 📦 to PyPI
         uses: pypa/gh-action-pypi-publish@release/v1
         with:
-          packages-dir: integrations/strands-mem0/python/dist/
+          packages-dir: integrations/mem0-strands/python/dist/

.github/workflows/mem0-strands-checks.yml

@@ -1,4 +1,4 @@
-name: strands-mem0 CI
+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.
@@ -7,8 +7,8 @@ on:
   push:
     branches: [main]
     paths:
-      - 'integrations/strands-mem0/**'
-      - '.github/workflows/strands-mem0-checks.yml'
+      - 'integrations/mem0-strands/**'
+      - '.github/workflows/mem0-strands-checks.yml'
   workflow_call:
 
 jobs:
@@ -23,19 +23,19 @@ jobs:
           python-version: '3.12'
 
       - name: Install dev dependencies
-        working-directory: integrations/strands-mem0/python
+        working-directory: integrations/mem0-strands/python
         run: pip install -e ".[dev]"
 
       - name: Lint with ruff
-        working-directory: integrations/strands-mem0/python
+        working-directory: integrations/mem0-strands/python
         run: ruff check .
 
       - name: Check formatting
-        working-directory: integrations/strands-mem0/python
+        working-directory: integrations/mem0-strands/python
         run: ruff format --check .
 
       - name: Type-check with mypy
-        working-directory: integrations/strands-mem0/python
+        working-directory: integrations/mem0-strands/python
         run: mypy src
 
   test:
@@ -52,11 +52,11 @@ jobs:
           python-version: ${{ matrix.python-version }}
 
       - name: Install dev dependencies
-        working-directory: integrations/strands-mem0/python
+        working-directory: integrations/mem0-strands/python
         run: pip install -e ".[dev]"
 
       - name: Run tests
-        working-directory: integrations/strands-mem0/python
+        working-directory: integrations/mem0-strands/python
         run: pytest
 
   build:
@@ -73,10 +73,10 @@ jobs:
         run: pip install hatch
 
       - name: Build
-        working-directory: integrations/strands-mem0/python
+        working-directory: integrations/mem0-strands/python
         run: hatch build --clean
 
       - name: Verify dist output
         run: |
-          ls integrations/strands-mem0/python/dist/*.whl || (echo "Wheel file missing" && exit 1)
-          ls integrations/strands-mem0/python/dist/*.tar.gz || (echo "Source dist missing" && exit 1)
+          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)

.github/workflows/release.yml

@@ -45,9 +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" ;;
-            dsh-mem0-v*)  workflow="dsh-mem0-cd.yml" ;;
+            deepseek-plugin-v*)  workflow="deepseek-plugin-cd.yml" ;;
             n8n-nodes-mem0-v*) workflow="n8n-nodes-mem0-cd.yml" ;;
-            strands-mem0-v*)   workflow="strands-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."

.gitignore

@@ -192,6 +192,6 @@ testing.ipynb
 .weave/
 
 
-# TypeScript incremental build info and local, uncommitted e2e scripts (used by the integrations, e.g. integrations/dsh-mem0)
+# TypeScript incremental build info and local, uncommitted e2e scripts (used by the integrations, e.g. integrations/deepseek-plugin)
 *.tsbuildinfo
 *.local.mjs

docs/api-reference.mdx

@@ -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.

docs/api-reference/dream/dream-preview.mdx

@@ -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/"
+---

docs/api-reference/dream/get-dream-activity.mdx

@@ -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/"
+---

docs/api-reference/dream/get-dream-config.mdx

@@ -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/"
+---

docs/api-reference/dream/get-dream-memory-sources.mdx

@@ -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/"
+---

docs/api-reference/dream/get-dream-run-memories.mdx

@@ -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/"
+---

docs/api-reference/dream/get-dream-runs.mdx

@@ -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/"
+---

docs/api-reference/dream/get-dream-stats.mdx

@@ -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/"
+---

docs/api-reference/dream/update-dream-config.mdx

@@ -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/"
+---

docs/api-reference/memory/delete-memory.mdx

@@ -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}/
 ---

docs/api-reference/memory/update-memory.mdx

@@ -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}/
 ---

docs/api-reference/organization/add-org-member.mdx

@@ -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/
 ---

docs/api-reference/organization/get-org-members.mdx

@@ -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/
 ---

docs/api-reference/project/add-project-member.mdx

@@ -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/
 ---

docs/api-reference/project/get-project-members.mdx

@@ -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/
 ---

docs/changelog/highlights.mdx

@@ -8,14 +8,14 @@ mode: "wide"
 
 **DeepSeek Harness: Mem0 as a Native Cordis Plugin**
 
-The DeepSeek Harness agent forgets everything between sessions. [`@mem0/dsh-mem0`](https://www.npmjs.com/package/@mem0/dsh-mem0) 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.
+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/dsh-mem0) for setup and [SDK & Tools](/changelog/sdk) for PR links.
+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.
@@ -27,7 +27,7 @@ See [DeepSeek Harness](/integrations/dsh-mem0) for setup and [SDK & Tools](/chan
 
 **Strands Agents: Mem0 as a Native MemoryStore**
 
-[`strands-mem0`](https://pypi.org/project/strands-mem0/) 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.
+[`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.

docs/changelog/sdk.mdx

@@ -7,6 +7,14 @@ 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:**
@@ -1219,6 +1227,13 @@ 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:**
@@ -1528,7 +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>
 
@@ -2841,9 +2856,16 @@ Existing memories written by the previous versions are not rewritten. If your me
 
 <Tab title="Strands">
 
-<Update label="2026-08-24" description="strands-mem0 v0.1.0">
+<Update label="2026-08-25" description="mem0-strands v0.1.1">
 
-**Initial release** of [`strands-mem0`](https://pypi.org/project/strands-mem0/), a native `MemoryStore` that plugs Mem0 into the [Strands Agents](https://strandsagents.com/) `MemoryManager` ([#7021](https://github.com/mem0ai/mem0/pull/7021))
+**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.
@@ -2863,9 +2885,16 @@ Existing memories written by the previous versions are not rewritten. If your me
 
 <Tab title="DeepSeek Harness">
 
-<Update label="2026-08-24" description="dsh-mem0 v0.1.0">
+<Update label="2026-08-25" description="deepseek-plugin v0.1.1">
 
-**Initial release** of [`dsh-mem0`](https://www.npmjs.com/package/@mem0/dsh-mem0), a native DeepSeek Harness (Cordis) plugin that registers Mem0 as two agent-callable tools ([#7027](https://github.com/mem0ai/mem0/pull/7027))
+**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.
@@ -2874,7 +2903,7 @@ Existing memories written by the previous versions are not rewritten. If your me
 - **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/dsh-mem0) for setup.
+  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>

docs/components/embedders/config.mdx

@@ -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."
 ---
 

docs/components/embedders/models/aws-bedrock.mdx

@@ -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."
 ---
 

docs/components/embedders/models/azure-openai.mdx

@@ -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."
 ---
 

docs/components/embedders/models/google-ai.mdx

@@ -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."
 ---
 

docs/components/embedders/models/langchain.mdx

@@ -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."
 ---
 

docs/components/embedders/models/lmstudio.mdx

@@ -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.

docs/components/embedders/models/ollama.mdx

@@ -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.

docs/components/embedders/models/openai.mdx

@@ -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."
 ---
 

docs/components/embedders/models/together.mdx

@@ -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."
 ---
 

docs/components/embedders/overview.mdx

@@ -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>
 

docs/components/llms/config.mdx

@@ -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."
 ---
 

docs/components/llms/models/aws-bedrock.mdx

@@ -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."
 ---
 

docs/components/llms/models/azure-openai.mdx

@@ -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."
 ---
 

docs/components/llms/models/google-ai.mdx

@@ -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."
 ---
 

docs/components/llms/models/langchain.mdx

@@ -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."
 ---
 

docs/components/llms/models/lmstudio.mdx

@@ -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."
 ---
 

docs/components/llms/models/ollama.mdx

@@ -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."
 ---
 

docs/components/llms/models/openai.mdx

@@ -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."
 ---
 

docs/components/llms/models/together.mdx

@@ -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."
 ---
 

docs/components/llms/models/xAI.mdx

@@ -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."
 ---
 

docs/components/llms/overview.mdx

@@ -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" />

docs/components/rerankers/overview.mdx

@@ -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>
 

docs/components/vectordbs/config.mdx

@@ -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."
 ---
 

docs/components/vectordbs/dbs/langchain.mdx

@@ -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."
 ---
 

docs/components/vectordbs/dbs/oracledb.mdx

@@ -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>

docs/components/vectordbs/overview.mdx

@@ -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>

docs/contributing/documentation.mdx

@@ -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`.
 
 ---
 

docs/cookbooks/companions/quickstart-demo.mdx

@@ -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

docs/cookbooks/essentials/entity-partitioning-playbook.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
 

docs/cookbooks/essentials/exporting-memories.mdx

@@ -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:

docs/cookbooks/frameworks/gemini-3-with-mem0-mcp.mdx

@@ -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

docs/cookbooks/frameworks/llamaindex-multiagent.mdx

@@ -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>
 
 ---
 

docs/cookbooks/frameworks/llamaindex-react.mdx

@@ -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>"
 

docs/cookbooks/integrations/agents-sdk-tool.mdx

@@ -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)
 
 ---

docs/cookbooks/integrations/aws-bedrock.mdx

@@ -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

docs/cookbooks/integrations/openai-tool-calls.mdx

@@ -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)
 

docs/cookbooks/overview.mdx

@@ -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."
 ---
 

docs/core-concepts/memory-evaluation.mdx

@@ -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 |
 |---|---|

docs/core-concepts/memory-operations/delete.mdx

@@ -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"

docs/core-concepts/memory-operations/update.mdx

@@ -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"

docs/docs.json

@@ -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"
                             ]
                           }
                         ]
@@ -325,6 +325,8 @@
                       "integrations/google-ai-adk",
                       "integrations/mastra",
                       "integrations/vercel-ai-sdk",
+                      "integrations/eve",
+                      "integrations/vercel",
                       "integrations/chatdev",
                       "integrations/strands"
                     ]
@@ -383,7 +385,7 @@
                       "integrations/openclaw",
                       "integrations/hermes",
                       "integrations/pi-agent",
-                      "integrations/dsh-mem0"
+                      "integrations/deepseek-plugin"
                     ]
                   }
                 ]
@@ -538,6 +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",
@@ -627,7 +643,7 @@
     },
     {
       "source": "/components/rerankers/models/llm",
-      "destination": "/components/rerankers/models/llm_reranker"
+      "destination": "/components/rerankers/models/llm-reranker"
     },
     {
       "source": "/migration/breaking-changes",
@@ -803,7 +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",
@@ -819,7 +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",
@@ -1067,7 +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",
@@ -1079,24 +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"
@@ -1300,6 +1308,262 @@
     {
       "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"
     }
   ]
 }

docs/images/memory-scoping-venn.svg

@@ -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">
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+    </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>

docs/images/plugin-sequence.svg

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+<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>
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+
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+  <line x1="320" y1="76" x2="320" y2="720" stroke="rgba(45,49,66,0.12)" stroke-width="1" stroke-dasharray="3,3"/>
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+  <line x1="740" y1="76" x2="740" y2="720" stroke="rgba(45,49,66,0.12)" stroke-width="1" stroke-dasharray="3,3"/>
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+  <!-- PHASE 2: CAPTURE & RECALL -->
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+  <line x1="112" y1="192" x2="316" y2="192" stroke="#4f5d75" stroke-width="1" marker-end="url(#arrow)"/>
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+  <!-- OPT fragment -->
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+  <text x="526" y="258" fill="#2e5aa8" font-size="8" font-family="monospace" text-anchor="middle" letter-spacing="0.06em">SEARCH MEMORIES</text>
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+
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+
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+  <text x="206" y="426" fill="#7a8399" font-size="8" font-family="monospace" text-anchor="middle" letter-spacing="0.06em">SIDEKICK-START</text>
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+
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+  <text x="208" y="462" fill="#7a8399" font-size="8" font-family="monospace" text-anchor="middle" letter-spacing="0.06em">STOP</text>
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+
+  <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>
+
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+  <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"/>
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+  <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>

docs/integrations.mdx

@@ -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."
 ---
 

docs/integrations/agentops.mdx

@@ -22,9 +22,9 @@ pip install mem0ai agentops python-dotenv
 ```
 
 2. Valid API keys:
-   - [AgentOps API Key](https://app.agentops.ai/dashboard/api-keys)
+   - [AgentOps API Key](https://app.agentops.ai/projects)
    - OpenAI API Key (for LLM operations)
-   - <a href="https://app.mem0.ai/dashboard/api-keys?utm_source=oss&utm_medium=integration-agentops" rel="nofollow">Mem0 API Key</a> (optional, for cloud operations)
+   - <a href="https://app.mem0.ai/dashboard/api-keys?utm_source=oss&utm_medium=integration-agentops">Mem0 API Key</a> (optional, for cloud operations)
 
 ## Basic Integration Example
 

docs/integrations/agno.mdx

@@ -23,7 +23,7 @@ pip install agno mem0ai python-dotenv
 ```
 
 2. Valid API keys:
-   - <a href="https://app.mem0.ai/dashboard/api-keys?utm_source=oss&utm_medium=integration-agno" rel="nofollow">Mem0 API Key</a>
+   - <a href="https://app.mem0.ai/dashboard/api-keys?utm_source=oss&utm_medium=integration-agno">Mem0 API Key</a>
    - OpenAI API Key (for the agent model)
 
 ## Quick Integration (Using `Mem0Tools`)

docs/integrations/antigravity.mdx

@@ -8,7 +8,7 @@ Add persistent memory to [**Google Antigravity**](https://antigravity.google) (`
 ## Prerequisites
 
 1. A Mem0 API key (starts with `m0-`):
-   - <a href="https://app.mem0.ai/dashboard/api-keys?utm_source=oss&utm_medium=integration-antigravity" rel="nofollow">Get your API key</a> (free sign-up at <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-antigravity" rel="nofollow">app.mem0.ai</a>)
+   - <a href="https://app.mem0.ai/dashboard/api-keys?utm_source=oss&utm_medium=integration-antigravity">Get your API key</a> (free sign-up at <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-antigravity">app.mem0.ai</a>)
 
 2. Add it to your shell profile so it persists across sessions:
 

docs/integrations/autogen.mdx

@@ -19,7 +19,7 @@ pip install autogen mem0ai openai python-dotenv
 
 First, we'll import the necessary libraries and set up our configurations.
 
-<Note>Remember to get the Mem0 API key from <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-autogen" rel="nofollow">Mem0 Platform</a>.</Note>
+<Note>Remember to get the Mem0 API key from <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-autogen">Mem0 Platform</a>.</Note>
 
 ```python
 import os

docs/integrations/aws-bedrock.mdx

@@ -1,5 +1,7 @@
 ---
 title: AWS Bedrock
+seo:
+  title: "AWS Bedrock Integration with Mem0"
 description: "Use Mem0 with AWS Bedrock and OpenSearch Service for cloud-native persistent semantic memory storage."
 ---
 

docs/integrations/chatdev.mdx

@@ -18,7 +18,7 @@ In this guide, you'll:
 - **Python 3.12+**
 - **[uv](https://docs.astral.sh/uv/)**: Python package manager
 - **Node.js 18+** and **npm**: only needed if using the web console
-- A **Mem0 API key** from <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-chatdev" rel="nofollow">app.mem0.ai</a>
+- A **Mem0 API key** from <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-chatdev">app.mem0.ai</a>
 - An **OpenAI API key** (or another LLM provider supported by ChatDev)
 
 ## Setup and Configuration
@@ -39,7 +39,7 @@ cd frontend && npm install && cd ..
 
 Set up your environment variables in a `.env` file:
 
-<Note>Get your Mem0 API key from <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-chatdev" rel="nofollow">Mem0 Platform</a>.</Note>
+<Note>Get your Mem0 API key from <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-chatdev">Mem0 Platform</a>.</Note>
 
 ```bash
 MEM0_API_KEY=your-mem0-api-key
@@ -194,7 +194,7 @@ This means retrieval returns memories from **both** the user's scope and the age
 
 | Field | Required | Description |
 |-------|----------|-------------|
-| `api_key` | Yes | Mem0 API key from <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-chatdev" rel="nofollow">app.mem0.ai</a> |
+| `api_key` | Yes | Mem0 API key from <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-chatdev">app.mem0.ai</a> |
 | `user_id` | No | Scope memories to a specific user |
 | `agent_id` | No | Scope memories to a specific agent |
 
@@ -216,9 +216,9 @@ This means retrieval returns memories from **both** the user's scope and the age
 
 - **No memories returned on first run**: This is expected. Memories are stored *after* the agent responds, so the first interaction has no prior context. Memories appear starting from the second interaction onward.
 - **`mem0ai` not installed**: If you see `ImportError: mem0ai is required for Mem0Memory`, run `uv add mem0ai` or `pip install mem0ai` to add the dependency.
-- **Invalid API key**: A wrong or expired `MEM0_API_KEY` will log errors like `Mem0 search failed` or `Mem0 add failed` but won't crash the agent. Check your key at <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-chatdev" rel="nofollow">app.mem0.ai</a>.
+- **Invalid API key**: A wrong or expired `MEM0_API_KEY` will log errors like `Mem0 search failed` or `Mem0 add failed` but won't crash the agent. Check your key at <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-chatdev">app.mem0.ai</a>.
 - **Pipeline headers in memories**: ChatDev automatically strips internal pipeline headers (e.g., `=== INPUT FROM TASK (user) ===`) before sending text to Mem0, so your memories stay clean.
-- **Clearing test memories**: To delete memories created during testing, use the Mem0 dashboard at <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-chatdev" rel="nofollow">app.mem0.ai</a> or the Python SDK: `MemoryClient().delete_all(user_id="your-test-user")`.
+- **Clearing test memories**: To delete memories created during testing, use the Mem0 dashboard at <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-chatdev">app.mem0.ai</a> or the Python SDK: `MemoryClient().delete_all(user_id="your-test-user")`.
 
 ## Key Features
 

docs/integrations/claude-ai.mdx

@@ -7,7 +7,7 @@ Add persistent memory to [**Claude.ai**](https://claude.ai) (the hosted web app,
 
 ## Prerequisites
 
-1. A Mem0 Platform account: <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-claude-ai" rel="nofollow">sign up at app.mem0.ai</a>
+1. A Mem0 Platform account: <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-claude-ai">sign up at app.mem0.ai</a>
 2. A Claude.ai account on any plan (free, Pro, Max, Team, or Enterprise)
 
 You don't need an API key up front: the connector uses browser-based sign-in the first time Claude calls a Mem0 tool (see [Signing in](#signing-in)).

docs/integrations/claude-code.mdx

@@ -1,189 +1,166 @@
 ---
 title: Claude Code
-description: "Add persistent memory to Claude Code and Claude Cowork with the Mem0 plugin: MCP server, lifecycle hooks, and SDK skill."
+description: "Persistent cross-session memory for Claude Code. Install once, memories are captured automatically and recalled in every future session."
 ---
 
-Add persistent memory to [**Claude Code**](https://docs.anthropic.com/en/docs/claude-code) (CLI) and **Claude Cowork** (desktop app) with the Mem0 plugin. Your agent forgets everything between sessions. This plugin fixes that by connecting to Mem0's cloud memory layer via MCP, automatically capturing learnings at key lifecycle points, and retrieving relevant context before every response.
+Claude Code forgets everything between sessions. This plugin fixes that. Install it, work normally, and Claude remembers what happened across sessions.
 
 ## Prerequisites
 
-Before setting up Mem0 with Claude Code, ensure you have:
+1. A Mem0 Platform account and API key (starts with `m0-`):
+   - [Sign up at app.mem0.ai](https://app.mem0.ai?utm_source=oss&utm_medium=integration-claude-code)
+   - [Get your API key](https://app.mem0.ai/dashboard/api-keys?utm_source=oss&utm_medium=integration-claude-code)
 
-1. A Mem0 Platform account and API key:
-   - <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-claude-code" rel="nofollow">Sign up at app.mem0.ai</a>
-   - <a href="https://app.mem0.ai/dashboard/api-keys?utm_source=oss&utm_medium=integration-claude-code" rel="nofollow">Get your API key</a> (starts with `m0-`)
+2. A Claude Code version that supports plugin agents, worktree isolation for agents, and the `SubagentStart`, `SubagentStop`, and `PostToolUseFailure` hook events.
 
-2. Claude Code CLI or Claude Cowork desktop app installed
+3. Python 3.10+ and Git on your machine.
 
-3. Your API key added to your shell profile (persists across sessions):
-
-<CodeGroup>
-```bash zsh
-echo 'export MEM0_API_KEY="m0-your-api-key"' >> ~/.zshrc
-source ~/.zshrc
-```
-
-```bash bash
-echo 'export MEM0_API_KEY="m0-your-api-key"' >> ~/.bashrc
-source ~/.bashrc
-```
-</CodeGroup>
-
-Confirm it's set:
+## Quick start
 
 ```bash
-echo $MEM0_API_KEY
-# Should print: m0-your-api-key
+export MEM0_API_KEY='your-mem0-api-key'
+claude plugin marketplace add mem0ai/mem0
+claude plugin install mem0@mem0-plugins --scope user --config api_key="$MEM0_API_KEY"
+unset MEM0_API_KEY
 ```
 
-## Installation
+Restart Claude Code (or run `/reload-plugins`), open a Git repository, and work normally. That's it.
 
-### Option A: Plugin Marketplace (Recommended)
-
-Install the full plugin including MCP server, lifecycle hooks, and SDK skill.
-
-1. Add the Mem0 marketplace:
-
-   ```bash
-   claude plugin marketplace add mem0ai/mem0
-   ```
-
-2. Install the plugin:
-
-   ```bash
-   claude plugin install mem0@mem0-plugins
-   ```
-
-**Claude Cowork desktop app:** Open the Cowork tab, click **Customize** in the sidebar, click **Browse plugins**, and install Mem0.
-
-### Option B: MCP Only
-
-Add the Mem0 MCP server directly with a single command:
+### Managing the plugin
 
 ```bash
-npx mcp-add \
-  --name mem0-mcp \
-  --type http \
-  --url "https://mcp.mem0.ai/mcp/" \
-  --clients "claude code"
-```
-
-This gives you the MCP tools but not the lifecycle hooks or SDK skill.
-
-### Option C: Manual MCP Configuration
-
-Add to your Claude Code MCP config (`.mcp.json`):
-
-```json
-{
-  "mcpServers": {
-    "mem0": {
-      "type": "http",
-      "url": "https://mcp.mem0.ai/mcp/",
-      "headers": {
-        "Authorization": "Token ${MEM0_API_KEY}"
-      }
-    }
-  }
-}
-```
-
-### Managing the Plugin
-
-```bash
-claude plugin update mem0@mem0-plugins         # update the plugin to the latest version (restart to apply)
 claude plugin marketplace update mem0-plugins  # refresh the marketplace catalog
+claude plugin update mem0@mem0-plugins --scope user  # update the plugin (restart to apply)
 claude plugin uninstall mem0@mem0-plugins      # uninstall the plugin (keeps the marketplace)
-claude plugin marketplace remove mem0-plugins  # unregister the marketplace entirely
 ```
 
-<Info icon="check">
-  Start a new session and ask: *"List my mem0 entities"* or *"Search my memories for hello"*. If the `mem0` tools appear and respond, you're all set.
-</Info>
+## What you can do
 
-## Post-Installation: Run `/mem0:onboard`
+### Automatic memory
 
-After installing the plugin, start a new Claude Code session and run:
+Once installed, memory works without any action from you:
 
-```
-/mem0:onboard
-```
+- **Capture** happens in the background as you work. Hooks save user messages, Claude's answers, changed files, and test/build results locally. Nothing calls a model or slows your session.
+- **Recall** happens automatically before Claude's first response in a new session. The plugin searches your memories with your prompt and injects up to five relevant ones.
 
-This runs the setup wizard which:
-1. Verifies your API key and MCP connection
-2. Detects and imports project files (`CLAUDE.md`, `AGENTS.md`, `.cursorrules`)
-3. Installs coding-optimized memory categories
-4. Shows your identity (user ID, project scope, branch)
+### Commands
 
-The onboarding is idempotent and safe to re-run anytime. It auto-triggers on first session in a new project, but you can always invoke it manually.
+| Command | What it does |
+| --- | --- |
+| `/mem0:search` | Search memories from earlier sessions. Supports `--top-k <n>`, `--category <name>`, and `--scope <repo\|dir\|mine>`. |
+| `/mem0:status` | Check if memory is working: config, capture state, pending flushes, API key validity. |
+| `/mem0:forget` | Delete your memories for this repo (shared project memory stays unless you pass `--include-project-memory`). |
+| `/mem0:pause` | Pause memory capture. |
+| `/mem0:resume` | Resume capture after a pause. |
+| `/mem0:remember` | Tell Claude to capture something specific in its reply. |
 
-## What's Included
+Categories for `--category`: `project_knowledge`, `decisions_and_constraints`, `workflows`, `problems_and_fixes`, `results`. Without it, all categories are searched.
 
-| Component | Plugin Install | MCP Only |
-|-----------|:--------------:|:--------:|
-| MCP Server (9 memory tools) | Yes | Yes |
-| Lifecycle Hooks | Yes | No |
-| Mem0 SDK Skill | Yes | No |
+### Search tool
 
-## Available MCP Tools
+After the automatic first-prompt search, Claude can also call `search_memories` with a specific question, and you can run `/mem0:search` yourself. Explicit searches return up to 3 results by default (configurable to 20). All results are capped at 4,000 characters.
 
-Once installed, the following tools are available in every Claude Code session:
+### Sidekick agent
 
-| Tool | Description |
-|------|-------------|
-| `add_memory` | Save text or conversation history for a user/agent |
-| `search_memories` | Semantic search across memories with filters |
-| `get_memories` | List memories with filters and pagination |
-| `get_memory` | Retrieve a specific memory by ID |
-| `update_memory` | Overwrite a memory's text by ID |
-| `delete_memory` | Delete a single memory by ID |
-| `delete_all_memories` | Bulk delete all memories in scope |
-| `delete_entities` | Delete a user/agent/app/run entity and its memories |
-| `list_entities` | List users/agents/apps/runs stored in Mem0 |
-
-## Lifecycle Hooks
-
-When installed via the plugin marketplace, Mem0 hooks into Claude Code's lifecycle to automatically manage memory:
-
-| Hook | Event | What it does |
-|------|-------|-------------|
-| **Setup** | `Setup` | Installs the mem0 SDK and dependencies (runs on init and maintenance) |
-| **Session start** | `SessionStart` | Loads prior memories and displays status banner |
-| **User prompt** | `UserPromptSubmit` | Searches relevant memories before each message; skips short prompts |
-| **Pre-tool (3 handlers)** | `PreToolUse` | Blocks MEMORY.md writes; enforces `user_id`/`app_id` on mem0 tool calls; scans files being read for relevant memory context |
-| **Post-tool** | `PostToolUse` | Tracks stats, scans bash errors for related memories |
-| **Stop** | `Stop` | Stores a session summary at the end of every assistant turn (not just at session end) |
-| **Pre-compact** | `PreCompact` | Stores a summary before the context is compacted |
-
-What you type is stored as yours. What Claude produces (session summaries and compaction summaries) is stored as the assistant's, so its suggestions never become your stated preferences.
-
-## Example Workflow
+`mem0:sidekick` is a Sonnet coding agent that runs in a separate Git worktree. Use it to offload investigation, implementation, testing, or review without burning main-session context.
 
 ```text
-# Session 1: Working on a feature
-You: Let's refactor the auth module to use JWT tokens instead of sessions.
+Ask Mem0's sidekick to investigate and implement this in its separate worktree.
+Review its result and send any corrections back to the same sidekick.
+```
 
-# Claude searches memories, finds nothing relevant, proceeds with the work.
-# Mem0 stores what you said as yours:
-#   - Your preference: "Prefers TypeScript, uses ESLint"
-# ...and what Claude did as the assistant's, in the session summary:
-#   - Decision: "Migrated auth from sessions to JWT tokens"
-#   - Files modified: auth/middleware.ts, auth/token.ts
+Changes stay in the sidekick's worktree until the main agent reviews and copies them over. By default the worktree branches from the repo's default branch. Set `worktree.baseRef` to `"head"` in your Claude settings to branch from the current commit instead. Uncommitted changes are not copied into the sidekick's worktree.
 
-# Session 2 (days later): Related work
-You: Add refresh token rotation to the auth system.
+## How it works
 
-# Claude searches memories, retrieves the JWT migration context.
-# Knows the file structure, decisions made, and your stated preferences.
-# Continues seamlessly without re-explaining the codebase.
+The plugin follows a simple cycle: capture during a session, extract memories in the background, recall in the next session.
+
+<Frame>
+  <img src="/images/plugin-sequence.svg" alt="Sequence diagram: session start triggers first-prompt search, hooks capture activity during the session, a background worker extracts memories after every five exchanges or on idle/exit, and the next session recalls them." />
+</Frame>
+
+**Step by step:**
+
+1. **Capture.** Hooks save the main agent's activity locally: user messages, Claude's answers, changed files, and short test/build results. Subagent (sidekick) output is excluded. No model calls, no blocking.
+
+2. **Flush.** After every five completed exchanges, a detached background worker sends that batch to Mem0. Large exchanges flush sooner. Ending or compacting the session flushes anything remaining. If the session sits idle, an auto-flush runs after five minutes (configurable with `MEM0_CODE_IDLE_FLUSH_SECONDS`). The timer resets on each new exchange. The worker survives Claude Code exiting.
+
+3. **Extract.** Each flush sends a single `add` call with `agent_id` (the project identity), `user_id` (you), `app_id` (the repository), and `run_id` (the session). Mem0 classifies each extracted memory as shared project knowledge or a personal preference.
+
+4. **Recall.** On the next session's first prompt, the plugin searches automatically and supplies up to five relevant memories. No model is called to write the query.
+
+## Memory scoping
+
+Each `add` call carries separate extraction instructions for project facts and personal facts. Mem0 sorts each memory into one of two buckets:
+
+- **Shared project memory** (keyed by `agent_id`, scoped by `app_id`): one namespace per repository. Stores conventions, decisions, constraints, commands that work, and commands that failed with what fixed them. Everyone on the repo reads and writes the same pool. Project memory never carries a `user_id`, so teammates' searches never mix in your preferences. Directory information is stored in metadata for directory-scoped searches.
+
+- **Personal memory** (keyed by `user_id`, scoped by `app_id`): your preferred tools, style, habits, and anything you asked to be remembered. Scoped to the repository by `app_id`, private to you.
+
+Credentials are redacted before anything leaves your machine.
+
+<Frame>
+  <img src="/images/memory-scoping-venn.svg" alt="Venn diagram showing one add call producing shared project memory (agent_id, visible to team) and personal memory (user_id, private to you). Search returns the union of both." />
+</Frame>
+
+## Search scope
+
+Every memory carries identifiers showing where it came from:
+
+| Identifier | What it is | Example |
+| --- | --- | --- |
+| `user_id` | You (personal memory only) | Your Mem0 user ID |
+| `agent_id` | The project identity (shared memory only) | `acme-payments-api` |
+| `app_id` | The repository (scopes both lanes) | `acme-payments-api` |
+| `run_id` | The Claude Code session | The session ID |
+
+A search returns the union of shared project memory and your personal preferences. The scope narrows the project part:
+
+| Scope | What you get |
+| --- | --- |
+| `repo` (default) | All project memory across every subdirectory, plus your preferences |
+| `dir` | Project memory from the directory you're in (and its children), plus your preferences |
+| `mine` | Your personal preferences only |
+
+The `dir` scope is hierarchical: a parent directory sees everything in its children, but a child never sees the parent's memories.
+
+Pass `--run-id <session-id>` to see only what one specific session recorded. Set the default scope with the `search_scope` setting or `MEM0_CODE_SEARCH_SCOPE` env var.
+
+## Settings
+
+| Setting | Default | What it controls |
+| --- | --- | --- |
+| `api_key` | required | Mem0 Platform API key. |
+| `user_id` | local account name | User ID for memory storage. Resolved from: setting, `MEM0_CODE_USER_ID`, `MEM0_USER_ID`, `MEM0_RESOLVED_USER_ID`, `$USER`, `%USERNAME%`, then `default`. Set explicitly to share memories across machines. |
+| `top_k` | `3` | Max memories per explicit search (1 to 20). |
+| `max_context_chars` | `4000` | Max characters returned per search (1,000 to 10,000). |
+| `search_scope` | `repo` | Default scope: `repo`, `dir`, or `mine`. Also read from `MEM0_CODE_SEARCH_SCOPE`. |
+
+## Upgrading from 0.2.x
+
+Breaking update. Your memories carry over, most local config does not.
+
+- **Memories carry over.** Same user and repository scoping, including `~/.mem0/project_map.json`.
+- **Env vars still work.** `MEM0_API_KEY`, `MEM0_USER_ID`, `MEM0_PROJECT_ID`.
+- **Commands replaced.** Old commands replaced by `/mem0:search`, `/mem0:status`, `/mem0:forget`, `/mem0:pause`, `/mem0:resume`, `/mem0:remember`.
+- **MCP server replaced.** Nine read/write tools replaced by the single read-only `search_memories` tool.
+- **Local config ignored.** `~/.mem0/settings.json` and per-project `mem0.md` files are no longer read.
+- **Old memories searchable, not by category.** Normal search finds pre-upgrade memories, but category filters do not.
+
+```bash
+claude plugin marketplace update mem0-plugins
+claude plugin update mem0@mem0-plugins --scope user
 ```
 
 ## Troubleshooting
 
-- **"Connection failed"**: Verify `MEM0_API_KEY` is set in your shell: `echo $MEM0_API_KEY`. If empty, add it to your shell profile (see Prerequisites)
-- **No tools appearing**: Restart your Claude Code session after installation
-- **Memories not being captured**: Ensure you installed via the plugin marketplace (Option A) for lifecycle hooks. MCP-only installs require manual memory operations
-- **"Mem0 Inactive" banner every session**: Your API key isn't persisting. Add `export MEM0_API_KEY="m0-..."` to your `~/.zshrc` (or `~/.bashrc`) and run `source ~/.zshrc`
+| Problem | Fix |
+| --- | --- |
+| Missing key | Reinstall with `--config api_key="$MEM0_API_KEY"` while the var is set. |
+| `401 Unauthorized` | API key is invalid or expired. Run `/mem0:status` to confirm. |
+| No memory after ending a session | Extraction runs in the background. Wait a moment, then search again. |
+| Sidekick won't start | Must be in a Git repo. Check that your Claude Code version supports plugin agents and worktrees. |
+| Remove the plugin | `claude plugin uninstall mem0@mem0-plugins` |
 
 <CardGroup cols={2}>
   <Card title="Mem0 MCP Setup" icon="puzzle-piece" href="/platform/mem0-mcp">

docs/integrations/codex.mdx

@@ -3,15 +3,15 @@ title: Codex
 description: "Add persistent memory to OpenAI Codex with the Mem0 plugin: MCP server, lifecycle hooks, and SDK skill."
 ---
 
-Add persistent memory to [**OpenAI Codex**](https://openai.com/index/codex/) with the Mem0 plugin. Codex forgets everything between tasks. This plugin fixes that by connecting to Mem0's cloud memory layer via MCP, automatically capturing learnings at key lifecycle points, and retrieving relevant context before every response.
+Add persistent memory to [**OpenAI Codex**](https://openai.com/codex/) with the Mem0 plugin. Codex forgets everything between tasks. This plugin fixes that by connecting to Mem0's cloud memory layer via MCP, automatically capturing learnings at key lifecycle points, and retrieving relevant context before every response.
 
 ## Prerequisites
 
 Before setting up Mem0 with Codex, ensure you have:
 
 1. A Mem0 Platform account and API key:
-   - <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-codex" rel="nofollow">Sign up at app.mem0.ai</a>
-   - <a href="https://app.mem0.ai/dashboard/api-keys?utm_source=oss&utm_medium=integration-codex" rel="nofollow">Get your API key</a> (starts with `m0-`)
+   - <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-codex">Sign up at app.mem0.ai</a>
+   - <a href="https://app.mem0.ai/dashboard/api-keys?utm_source=oss&utm_medium=integration-codex">Get your API key</a> (starts with `m0-`)
 
 2. OpenAI Codex access
 

docs/integrations/crewai.mdx

@@ -22,7 +22,7 @@ pip install crewai crewai-tools mem0ai
 
 Import required modules and set up configurations:
 
-<Note>Remember to get your API keys from <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-crewai" rel="nofollow">Mem0 Platform</a>, [OpenAI](https://platform.openai.com) and [Serper Dev](https://serper.dev) for search capabilities.</Note>
+<Note>Remember to get your API keys from <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-crewai">Mem0 Platform</a>, [OpenAI](https://platform.openai.com) and [Serper Dev](https://serper.dev) for search capabilities.</Note>
 
 ```python
 import os

docs/integrations/cursor.mdx

@@ -10,8 +10,8 @@ Add persistent memory to [**Cursor**](https://cursor.com) with the Mem0 MCP serv
 Before setting up Mem0 with Cursor, ensure you have:
 
 1. A Mem0 Platform account and API key:
-   - <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-cursor" rel="nofollow">Sign up at app.mem0.ai</a>
-   - <a href="https://app.mem0.ai/dashboard/api-keys?utm_source=oss&utm_medium=integration-cursor" rel="nofollow">Get your API key</a> (starts with `m0-`)
+   - <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-cursor">Sign up at app.mem0.ai</a>
+   - <a href="https://app.mem0.ai/dashboard/api-keys?utm_source=oss&utm_medium=integration-cursor">Get your API key</a> (starts with `m0-`)
 
 2. Cursor installed ([cursor.com](https://cursor.com))
 

docs/integrations/deepseek-plugin.mdx

@@ -3,7 +3,7 @@ title: DeepSeek Harness
 description: "Add persistent Mem0 memory to the DeepSeek Harness (Cordis) agent with two native tools: search and add."
 ---
 
-Add persistent memory to the [**DeepSeek Harness**](https://github.com/deepseek-ai/deepseek-harness) with `@mem0/dsh-mem0`. The Harness agent forgets everything between sessions. This plugin gives it two Mem0-backed tools so recall and writes persist across runs, sharing the same memory bank you already use from Claude Code, Codex, and other agents.
+Add persistent memory to the [**DeepSeek Harness**](https://github.com/deepseek-ai/deepseek-harness) with `@mem0/deepseek-plugin`. The Harness agent forgets everything between sessions. This plugin gives it two Mem0-backed tools so recall and writes persist across runs, sharing the same memory bank you already use from Claude Code, Codex, and other agents.
 
 ## Overview
 
@@ -23,8 +23,8 @@ A Cordis plugin is a module exporting `apply(ctx, config)`. This one declares `i
 ## Prerequisites
 
 1. A Mem0 Platform account and API key:
-   - <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-dsh-mem0" rel="nofollow">Sign up at app.mem0.ai</a>
-   - <a href="https://app.mem0.ai/dashboard/api-keys?utm_source=oss&utm_medium=integration-dsh-mem0" rel="nofollow">Get your API key</a> (starts with `m0-`)
+   - <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-deepseek-plugin">Sign up at app.mem0.ai</a>
+   - <a href="https://app.mem0.ai/dashboard/api-keys?utm_source=oss&utm_medium=integration-deepseek-plugin">Get your API key</a> (starts with `m0-`)
 
 2. The DeepSeek Harness installed.
 
@@ -46,14 +46,14 @@ source ~/.bashrc
 
 1. Build the plugin:
    ```sh
-   cd integrations/dsh-mem0
+   cd integrations/deepseek-plugin
    pnpm install
    pnpm build
    ```
 
 2. Point the Harness at it. Copy `cordis.example.yml`, set the absolute path to `dist/index.js` and your `userId`, then load it:
    ```sh
-   pnpm dsh web --patch ./integrations/dsh-mem0/cordis.example.yml
+   pnpm dsh web --patch ./integrations/deepseek-plugin/cordis.example.yml
    ```
 
 3. Open the web UI and ask the agent to remember something, then recall it in a later turn.
@@ -65,7 +65,7 @@ The `cordis.yml` entry looks like this:
 - name: "@deepseek-ai/dsh-tools"
 - insert:
     - id: mem0
-      name: "/absolute/path/to/integrations/dsh-mem0/dist/index.js"
+      name: "/absolute/path/to/integrations/deepseek-plugin/dist/index.js"
       config:
         # apiKey is read from MEM0_API_KEY when omitted here.
         userId: "your-user-id"

docs/integrations/eve.mdx

@@ -0,0 +1,64 @@
+---
+title: Eve
+description: "Use Mem0 as a first-class memory provider for Vercel Eve agents."
+---
+
+[Eve](https://eve.dev/docs/memory) is Vercel's agent framework. A memory provider sits in the agent loop: Eve recalls context before each turn, captures completed turns, and exposes provider tools. `@mem0/eve` is Mem0's implementation of that contract.
+
+This is not the Mem0 MCP connection. MCP gives the model tools it may or may not call. The memory provider runs automatically. The live MCP install is `eve add connection/mem0`.
+
+## Install
+
+```bash
+npm install @mem0/eve
+```
+
+`eve` is a peer dependency. Get an API key from the [Mem0 dashboard](https://app.mem0.ai/dashboard/api-keys).
+
+Create `agent/memory/mem0.ts`:
+
+```ts
+import { defineMemory } from "eve/memory";
+import { byPrincipal } from "eve/memory/scope";
+import { mem0Provider } from "@mem0/eve";
+
+export default defineMemory({
+  description: "Recall and manage durable context for the current user.",
+  provider: mem0Provider({
+    apiKey: process.env.MEM0_API_KEY!,
+  }),
+  scope: byPrincipal,
+});
+```
+
+`eve add memory/mem0` is not in Eve's catalog yet. After Mem0 is listed in the official registry, that command will create the same slot file.
+
+## How it works
+
+1. **Recall.** Before each turn and after compaction, Mem0 searches memories for the locked Eve scope and returns `{ id, content }` messages. Eve injects those as user-role messages attributed to the slot.
+2. **Capture.** After a successful turn, Mem0 adds the user messages from that turn and, when present, that turn's assistant reply. By default (`infer: true`) Mem0 extracts durable facts. Capture is deduplicated per `operationId` on a best-effort basis (an in-process gate plus a durable `metadata.operation_id` lookup); because that check and the write are not atomic and platform writes are asynchronous, a restart or concurrent worker can occasionally capture a turn twice.
+3. **Tools.** The model can call `search`, `remember`, and `forget`. Eve qualifies them as `mem0__search`, `mem0__remember`, and `mem0__forget` when the slot file is `mem0.ts`. `remember` returns `{ status: "saved" }` on a resolved write or `{ status: "queued" }` when the platform accepts it for asynchronous extraction.
+
+Eve owns namespace, scope, and when recall/capture run. Mem0 owns storage, ranking, and extraction. Search, capture, remember, and forget are partitioned by `memory.scope.key`. Forget deletes by id only after confirming the memory belongs to that key.
+
+## Options
+
+```ts
+mem0Provider({
+  apiKey: process.env.MEM0_API_KEY!,
+  topK: 5,
+  threshold: 0.1,
+  rerank: false,
+  infer: true,
+  autoSearch: { enabled: true },
+  capture: { enabled: true },
+});
+```
+
+See the [`@mem0/eve` README](https://github.com/mem0ai/mem0/tree/main/integrations/eve) for the full option list.
+
+## Related
+
+- [Eve memory docs](https://eve.dev/docs/memory)
+- [Build a memory provider](https://eve.dev/docs/memory/custom-provider)
+- [Vercel AI SDK](/integrations/vercel-ai-sdk) for `generateText` / `streamText` apps that are not Eve agents

docs/integrations/flowise.mdx

@@ -36,7 +36,7 @@ npx flowise start
 
 ### 2. Obtain Your Mem0 API Key
 
-1. Navigate to the <a href="https://app.mem0.ai/dashboard/api-keys?utm_source=oss&utm_medium=integration-flowise" rel="nofollow">Mem0 API Key dashboard</a>.
+1. Navigate to the <a href="https://app.mem0.ai/dashboard/api-keys?utm_source=oss&utm_medium=integration-flowise">Mem0 API Key dashboard</a>.
 2. Generate or copy your existing Mem0 API Key.
 
 ### 3. Configure Mem0 Credentials
@@ -61,7 +61,7 @@ Test your memory configuration:
 
 1. Save your Flowise configuration
 2. Run a test chat and store some information
-3. Verify the stored memories in the <a href="https://app.mem0.ai/dashboard/requests?utm_source=oss&utm_medium=integration-flowise" rel="nofollow">Mem0 Dashboard</a>
+3. Verify the stored memories in the <a href="https://app.mem0.ai/dashboard/requests?utm_source=oss&utm_medium=integration-flowise">Mem0 Dashboard</a>
 
 ### 2. Memory Retention
 
@@ -88,7 +88,7 @@ Available settings include:
 
 ### Platform Configuration
 
-Additional settings available in <a href="https://app.mem0.ai/dashboard/project-settings?utm_source=oss&utm_medium=integration-flowise" rel="nofollow">Mem0 Project Settings</a>:
+Additional settings available in <a href="https://app.mem0.ai/dashboard/project-settings?utm_source=oss&utm_medium=integration-flowise">Mem0 Project Settings</a>:
 
 1. **Custom Instructions**: Define memory extraction rules
 2. **Expiration Date**: Set automatic memory cleanup periods

docs/integrations/google-ai-adk.mdx

@@ -22,10 +22,10 @@ pip install google-adk mem0ai python-dotenv
 ```
 
 Set up your API keys:
-   - <a href="https://app.mem0.ai/dashboard/api-keys?utm_source=oss&utm_medium=integration-google-ai-adk" rel="nofollow">Mem0 API Key</a>
+   - <a href="https://app.mem0.ai/dashboard/api-keys?utm_source=oss&utm_medium=integration-google-ai-adk">Mem0 API Key</a>
    - Google AI Studio API Key
 
-<Note>Remember to get your API key from <a href="https://app.mem0.ai" rel="nofollow">Mem0 Platform</a> and set up a [Google AI Studio API Key](https://aistudio.google.com/apikey).</Note>
+<Note>Remember to get your API key from <a href="https://app.mem0.ai">Mem0 Platform</a> and set up a [Google AI Studio API Key](https://aistudio.google.com/apikey).</Note>
 
 ```python
 import os

docs/integrations/hermes.mdx

@@ -61,7 +61,7 @@ hermes memory setup
 
 Select **mem0**, choose **Platform**, and paste your API key when prompted. The wizard writes the non-secret settings to `~/.hermes/mem0.json` and keeps the key in `~/.hermes/.env`.
 
-<Note>Get your API key from <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-hermes" rel="nofollow">app.mem0.ai</a>.</Note>
+<Note>Get your API key from <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-hermes">app.mem0.ai</a>.</Note>
 
 ### Option 2: Manual Configuration
 

docs/integrations/langchain.mdx

@@ -1,5 +1,7 @@
 ---
 title: Langchain
+seo:
+  title: "LangChain Integration with Mem0"
 description: "Build personalized AI agents using LangChain for conversation flow and Mem0 for long-term memory retention."
 ---
 
@@ -22,7 +24,7 @@ pip install langchain langchain_openai mem0ai python-dotenv
 
 Import required modules and set up configurations:
 
-<Note>Remember to get the Mem0 API key from <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-langchain" rel="nofollow">Mem0 Platform</a>.</Note>
+<Note>Remember to get the Mem0 API key from <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-langchain">Mem0 Platform</a>.</Note>
 
 ```python
 import os

docs/integrations/langgraph.mdx

@@ -23,7 +23,7 @@ pip install langgraph langchain-openai mem0ai python-dotenv
 
 Import required modules and set up configurations:
 
-<Note>Remember to get the Mem0 API key from <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-langgraph" rel="nofollow">Mem0 Platform</a>.</Note>
+<Note>Remember to get the Mem0 API key from <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-langgraph">Mem0 Platform</a>.</Note>
 
 ```python
 from typing import Annotated, TypedDict, List

docs/integrations/llama-index.mdx

@@ -22,7 +22,7 @@ pip install llama-index-core llama-index-memory-mem0 python-dotenv
 Set your Mem0 Platform API key as an environment variable. You can replace `<your-mem0-api-key>` with your actual API key:
 
 <Note type="info">
-  You can obtain your Mem0 Platform API key from the <a href="https://app.mem0.ai/login?utm_source=oss&utm_medium=integration-llama-index" rel="nofollow">Mem0 Platform</a>.
+  You can obtain your Mem0 Platform API key from the <a href="https://app.mem0.ai/login?utm_source=oss&utm_medium=integration-llama-index">Mem0 Platform</a>.
 </Note>
 
 ```python