merge main into pr5 after #7322 was squash-merged

Same squash divergence as pr2 and pr4. Nine conflicts, three of them real and six generated. build.py: kept this branch's side, which carries the portable-bundle fix main does not have. Regenerated all six _harness_id.py from it rather than resolving them by hand, and verified the outcome: the portable bundle declares no application and each native one still names its host. deepseek-plugin/src/index.ts: kept this branch's side. Main has the comment claiming the backend allowlist already recognizes DEEPSEEK_HARNESS, which is not true until mem0ai/platform#3602 ships; this branch carries the correction. test_uninitialised_identity.py: append-only, as on pr4. Our side kept whole. Bundles clean for all six hosts, 318 passed 8 skipped, deepseek and pi-agent suites green.
fix(plugins): count installs once, and re-resolve the email when the key changes (#7325 )
2026-09-18 13:47:56 +05:30 · 2026-09-18 13:46:25 +05:30 · 2026-09-18 13:43:33 +05:30 · 2026-09-18 13:42:34 +05:30 · 2026-09-18 13:23:05 +05:30 · 2026-09-18 06:54:04 +05:30
564 changed files with 49885 additions and 21091 deletions
@@ -8,7 +8,7 @@
      "name": "mem0",
      "source": {
        "source": "local",
-        "path": "./integrations/mem0-plugin"
+        "path": "./integrations/codex-plugin"
      },
      "policy": {
        "installation": "AVAILABLE",
@@ -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": "0.3.1"
    }
  ]
 }
@@ -8,7 +8,7 @@
      "name": "mem0",
      "source": {
        "source": "local",
-        "path": "./integrations/mem0-plugin"
+        "path": "./integrations/codex-plugin"
      },
      "policy": {
        "installation": "AVAILABLE",
@@ -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.",
-      "version": "0.2.15"
+      "source": "./integrations/cursor-plugin",
+      "description": "Cross-session memory and token savings for coding agents.",
+      "version": "0.3.1"
    }
  ]
 }
@@ -18,13 +18,14 @@ 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 |
-| OpenCode Plugin | `opencode-plugin-checks.yml` | Push to main (`.opencode-plugin/`), manual | Bun: tsc + build + dist artifact check |
+| Agent Plugins Python | `agent-plugins-python-checks.yml` | Push to main (shared Python core and native/portable plugin directories), manual | Runtime tests on Python 3.10; full pytest on 3.11, 3.12; ruff + generated-package drift on 3.12 |
+| Agent Plugins TypeScript | `agent-plugins-typescript-checks.yml` | Push to main (`integrations/agent-plugin-core/typescript/`), manual | tsc + node:test on Node 22 |
+| OpenCode Plugin | `opencode-plugin-checks.yml` | Push to main (`integrations/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 |
 | 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 +61,9 @@ 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`) |

 - 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.
@@ -0,0 +1,97 @@
+name: Agent Plugins Python Checks
+
+# Python runtime, adapters, generated bundles, and portable plugin validation.
+# 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/agent-plugin-core/**'
+      - '!integrations/agent-plugin-core/typescript/**'
+      - 'integrations/mem0-agent-plugin/**'
+      - 'integrations/claude-code-plugin/**'
+      - 'integrations/cursor-plugin/**'
+      - 'integrations/codex-plugin/**'
+      - 'integrations/kimi-plugin/**'
+      - 'integrations/antigravity-plugin/**'
+      - 'marketplace.json'
+      - '.agents/plugins/marketplace.json'
+      - '.claude-plugin/marketplace.json'
+      - '.codex-plugin/marketplace.json'
+      - '.cursor-plugin/marketplace.json'
+      - '.kimi-plugin/marketplace.json'
+      - '.github/workflows/agent-plugins-python-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: ${{ matrix.python-version }}
+
+      - name: Install runtime test tooling
+        if: matrix.python-version == '3.10'
+        run: pip install pytest
+
+      - name: Install build and test tooling
+        if: matrix.python-version != '3.10'
+        run: pip install pytest ruff -r integrations/agent-plugin-core/requirements-dev.txt
+
+      - name: Check Python runtime compatibility
+        run: >-
+          python3 -m compileall -q
+          integrations/agent-plugin-core/python
+          integrations/claude-code-plugin/adapters
+          integrations/cursor-plugin/hooks
+          integrations/codex-plugin/hooks
+          integrations/kimi-plugin/hooks
+          integrations/antigravity-plugin/hooks
+
+      - name: Lint
+        if: matrix.python-version == '3.12'
+        run: >-
+          python3 -m ruff check
+          integrations/agent-plugin-core
+          integrations/claude-code-plugin
+          integrations/cursor-plugin
+          integrations/codex-plugin
+          integrations/kimi-plugin
+          integrations/antigravity-plugin
+
+      - name: Verify installable plugins are current
+        if: matrix.python-version == '3.12'
+        run: |
+          for host in claude-code cursor codex kimi antigravity; do
+            python3 integrations/agent-plugin-core/build/build.py "$host" --kind native --check
+          done
+          python3 integrations/agent-plugin-core/build/build.py mem0-agent-plugin --kind portable --check
+
+      - name: Run Python 3.10 runtime tests
+        if: matrix.python-version == '3.10'
+        run: >-
+          python3 -m pytest -q
+          integrations/claude-code-plugin/tests/test_memory_core.py
+          integrations/claude-code-plugin/tests/test_telemetry.py
+
+      - name: Run full tests
+        if: matrix.python-version != '3.10'
+        run: >-
+          python3 -m pytest -q
+          integrations/agent-plugin-core/tests
+          integrations/claude-code-plugin/tests
+          integrations/cursor-plugin/tests
+          integrations/codex-plugin/tests
+          integrations/kimi-plugin/tests
+          integrations/antigravity-plugin/tests
+          --ignore=integrations/claude-code-plugin/tests/integration
@@ -0,0 +1,42 @@
+name: Agent Plugins TypeScript Checks
+
+# Shared TypeScript runtime checks. Each consuming integration keeps its own
+# build workflow, which is also triggered when this shared core changes.
+on:
+  workflow_dispatch:
+  push:
+    branches: [main]
+    paths:
+      - 'integrations/agent-plugin-core/typescript/**'
+      - '.github/workflows/agent-plugins-typescript-checks.yml'
+  workflow_call:
+
+jobs:
+  test:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Install pnpm
+        uses: pnpm/action-setup@v4
+        with:
+          version: 10
+
+      - name: Set up Node.js
+        uses: actions/setup-node@v4
+        with:
+          node-version: 22
+          cache: 'pnpm'
+          cache-dependency-path: integrations/agent-plugin-core/typescript/pnpm-lock.yaml
+
+      - name: Install dependencies
+        working-directory: integrations/agent-plugin-core/typescript
+        run: pnpm install --frozen-lockfile
+
+      - name: Type check
+        working-directory: integrations/agent-plugin-core/typescript
+        run: pnpm typecheck
+
+      - name: Run tests
+        working-directory: integrations/agent-plugin-core/typescript
+        run: pnpm test
@@ -38,13 +38,14 @@ jobs:
      cli_python: ${{ steps.filter.outputs.cli_python }}
      cli_node: ${{ steps.filter.outputs.cli_node }}
      openclaw: ${{ steps.filter.outputs.openclaw }}
-      mem0_plugin: ${{ steps.filter.outputs.mem0_plugin }}
+      agent_plugins_python: ${{ steps.filter.outputs.agent_plugins_python }}
+      agent_plugins_typescript: ${{ steps.filter.outputs.agent_plugins_typescript }}
      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 }}
      docs_llms_txt: ${{ steps.filter.outputs.docs_llms_txt }}
      github_scripts: ${{ steps.filter.outputs.github_scripts }}
    steps:
@@ -75,24 +76,44 @@ jobs:
              - '.github/workflows/ci-gate.yml'
            openclaw:
              - 'integrations/openclaw/**'
+              - 'integrations/agent-plugin-core/typescript/**'
              - '.github/workflows/openclaw-checks.yml'
              - '.github/workflows/ci-gate.yml'
-            mem0_plugin:
-              - 'integrations/mem0-plugin/**'
-              - '!integrations/mem0-plugin/.opencode-plugin/**'
-              - '.github/workflows/mem0-plugin-checks.yml'
+            agent_plugins_python:
+              - 'integrations/agent-plugin-core/**'
+              - '!integrations/agent-plugin-core/typescript/**'
+              - 'integrations/mem0-agent-plugin/**'
+              - 'integrations/claude-code-plugin/**'
+              - 'integrations/cursor-plugin/**'
+              - 'integrations/codex-plugin/**'
+              - 'integrations/kimi-plugin/**'
+              - 'integrations/antigravity-plugin/**'
+              - 'marketplace.json'
+              - '.agents/plugins/marketplace.json'
+              - '.claude-plugin/marketplace.json'
+              - '.codex-plugin/marketplace.json'
+              - '.cursor-plugin/marketplace.json'
+              - '.kimi-plugin/marketplace.json'
+              - '.github/workflows/agent-plugins-python-checks.yml'
+              - '.github/workflows/ci-gate.yml'
+            agent_plugins_typescript:
+              - 'integrations/agent-plugin-core/typescript/**'
+              - '.github/workflows/agent-plugins-typescript-checks.yml'
              - '.github/workflows/ci-gate.yml'
            opencode_plugin:
-              - 'integrations/mem0-plugin/.opencode-plugin/**'
+              - 'integrations/opencode-plugin/**'
+              - 'integrations/agent-plugin-core/typescript/**'
              - '.github/workflows/opencode-plugin-checks.yml'
              - '.github/workflows/ci-gate.yml'
            pi_agent_plugin:
              - 'integrations/pi-agent-plugin/**'
+              - 'integrations/agent-plugin-core/typescript/**'
              - '.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/**'
+              - 'integrations/agent-plugin-core/typescript/**'
+              - '.github/workflows/deepseek-plugin-checks.yml'
              - '.github/workflows/ci-gate.yml'
            n8n_nodes_mem0:
              - 'integrations/n8n-nodes-mem0/**'
@@ -101,9 +122,9 @@ 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'
            docs_llms_txt:
              - 'docs/**/*.mdx'
@@ -155,11 +176,17 @@ jobs:
    uses: ./.github/workflows/openclaw-checks.yml
    secrets: inherit

-  mem0-plugin:
-    name: Mem0 Plugin
+  agent-plugins-python:
+    name: Agent Plugins Python
    needs: changes
-    if: needs.changes.outputs.mem0_plugin == 'true'
-    uses: ./.github/workflows/mem0-plugin-checks.yml
+    if: needs.changes.outputs.agent_plugins_python == 'true'
+    uses: ./.github/workflows/agent-plugins-python-checks.yml
+
+  agent-plugins-typescript:
+    name: Agent Plugins TypeScript
+    needs: changes
+    if: needs.changes.outputs.agent_plugins_typescript == 'true'
+    uses: ./.github/workflows/agent-plugins-typescript-checks.yml
    secrets: inherit

  opencode-plugin:
@@ -176,11 +203,11 @@ 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 +222,11 @@ 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

  docs-llms-txt:
@@ -236,13 +263,14 @@ jobs:
      - cli-python
      - cli-node
      - openclaw
-      - mem0-plugin
+      - agent-plugins-python
+      - agent-plugins-typescript
      - opencode-plugin
      - pi-agent-plugin
-      - dsh-mem0
+      - deepseek-plugin
      - n8n-nodes-mem0
      - zapier-mem0
-      - strands-mem0
+      - mem0-strands
      - docs-llms-txt
      - github-scripts
    if: always()
@@ -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
@@ -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 +7,9 @@ on:
  push:
    branches: [main]
    paths:
-      - 'integrations/dsh-mem0/**'
-      - '.github/workflows/dsh-mem0-checks.yml'
+      - 'integrations/deepseek-plugin/**'
+      - 'integrations/agent-plugin-core/typescript/**'
+      - '.github/workflows/deepseek-plugin-checks.yml'
  workflow_call:

 jobs:
@@ -27,13 +28,13 @@ 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 +54,13 @@ 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 +77,13 @@ 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: 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)
+      - name: Verify package artifact
+        run: python3 integrations/agent-plugin-core/conformance/artifacts.py deepseek
@@ -1,58 +0,0 @@
-name: Mem0 Plugin Checks
-
-# On PRs this is invoked by ci-gate.yml (the single required check);
-# push-to-main and manual runs remain standalone.
-#
-# Covers the Python plugin (scripts/ + tests/). The nested .opencode-plugin/
-# is a separate package with its own workflow (opencode-plugin-checks.yml).
-on:
-  workflow_dispatch:
-  push:
-    branches: [main]
-    paths:
-      - 'integrations/mem0-plugin/**'
-      - '!integrations/mem0-plugin/.opencode-plugin/**'
-      - '.github/workflows/mem0-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: ${{ matrix.python-version }}
-
-      - name: Install dependencies
-        working-directory: integrations/mem0-plugin
-        run: |
-          pip install -r requirements.txt
-          pip install pytest
-
-      - name: Verify hook entry points are executable
-        working-directory: integrations/mem0-plugin
-        run: |
-          missing=$(find scripts -name '*.sh' ! -name '_*' ! -perm -u+x -print)
-          if [ -n "$missing" ]; then
-            echo "Hook entry points must be executable:"
-            echo "$missing"
-            exit 1
-          fi
-
-      - name: Check hook manifests are valid JSON
-        working-directory: integrations/mem0-plugin
-        run: |
-          for f in plugin.json mcp_config.json hooks.json hooks/*.json; do
-            jq empty "$f" || (echo "Invalid JSON: $f" && exit 1)
-          done
-
-      - name: Run tests
-        working-directory: integrations/mem0-plugin
-        run: pytest -q
@@ -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/
@@ -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)
@@ -8,6 +8,7 @@ on:
    branches: [main]
    paths:
      - 'integrations/openclaw/**'
+      - 'integrations/agent-plugin-core/typescript/**'
      - '.github/workflows/openclaw-checks.yml'
  workflow_call:

@@ -93,7 +94,5 @@ jobs:
      - name: Build
        run: cd integrations/openclaw && pnpm build

-      - name: Verify dist output exists
-        run: |
-          test -f integrations/openclaw/dist/index.js || (echo "Build output missing: dist/index.js" && exit 1)
-          test -f integrations/openclaw/dist/index.d.ts || (echo "Build output missing: dist/index.d.ts" && exit 1)
+      - name: Verify package artifact
+        run: python3 integrations/agent-plugin-core/conformance/artifacts.py openclaw
@@ -25,7 +25,7 @@ jobs:
      id-token: write
    defaults:
      run:
-        working-directory: integrations/mem0-plugin/.opencode-plugin
+        working-directory: integrations/opencode-plugin
    steps:
      - uses: actions/checkout@v4
        with:
@@ -7,7 +7,8 @@ on:
  push:
    branches: [main]
    paths:
-      - 'integrations/mem0-plugin/.opencode-plugin/**'
+      - 'integrations/opencode-plugin/**'
+      - 'integrations/agent-plugin-core/typescript/**'
      - '.github/workflows/opencode-plugin-checks.yml'
  workflow_call:

@@ -16,7 +17,7 @@ jobs:
    runs-on: ubuntu-latest
    defaults:
      run:
-        working-directory: integrations/mem0-plugin/.opencode-plugin
+        working-directory: integrations/opencode-plugin
    steps:
      - uses: actions/checkout@v4

@@ -34,6 +35,6 @@ jobs:
      - name: Build
        run: bun run build

-      - name: Verify dist output exists
-        run: |
-          test -f dist/index.js || (echo "Build output missing: dist/index.js" && exit 1)
+      - name: Verify package artifact
+        working-directory: .
+        run: python3 integrations/agent-plugin-core/conformance/artifacts.py opencode
@@ -8,6 +8,7 @@ on:
    branches: [main]
    paths:
      - 'integrations/pi-agent-plugin/**'
+      - 'integrations/agent-plugin-core/typescript/**'
      - '.github/workflows/pi-agent-plugin-checks.yml'
  workflow_call:

@@ -84,9 +85,5 @@ jobs:
      - name: Build
        run: cd integrations/pi-agent-plugin && pnpm build

-      - name: Verify dist output exists
-        run: |
-          test -f integrations/pi-agent-plugin/dist/index.js || (echo "Build output missing: dist/index.js" && exit 1)
-          test -f integrations/pi-agent-plugin/dist/index.d.ts || (echo "Build output missing: dist/index.d.ts" && exit 1)
-          test -f integrations/pi-agent-plugin/dist/entry.js || (echo "Build output missing: dist/entry.js" && exit 1)
-          test -f integrations/pi-agent-plugin/dist/entry.d.ts || (echo "Build output missing: dist/entry.d.ts" && exit 1)
+      - name: Verify package artifact
+        run: python3 integrations/agent-plugin-core/conformance/artifacts.py pi-agent
@@ -45,9 +45,9 @@ 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" ;;
            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."
@@ -14,6 +14,10 @@ server/.env
 # Distribution / packaging
 .Python
 build/
+!integrations/agent-plugin-core/build/
+!integrations/agent-plugin-core/build/*.py
+!integrations/agent-plugin-core/build/schemas/
+!integrations/agent-plugin-core/build/schemas/*.json
 develop-eggs/
 dist/
 downloads/
@@ -192,6 +196,6 @@ 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
@@ -5,11 +5,11 @@
    {
      "id": "mem0",
      "displayName": "Mem0",
-      "version": "0.1.0",
-      "description": "Persistent memory for Kimi Code. Remembers decisions, patterns, and preferences across sessions.",
+      "version": "0.3.1",
+      "description": "Cross-session memory and token savings for coding agents.",
      "homepage": "https://mem0.ai",
      "keywords": ["memory", "personalization", "mcp", "semantic-search"],
-      "source": "https://github.com/mem0ai/mem0/tree/main/integrations/mem0-plugin"
+      "source": "https://github.com/mem0ai/mem0/tree/main/integrations/kimi-plugin"
    }
  ]
 }
@@ -14,7 +14,7 @@ This is a polyglot monorepo and **every package sets its own rules**. Read the `
 - Modify anything in `.github/workflows/` without explicit maintainer approval. Publishing credentials are pinned to workflow filenames.
 - Commit `.env` files, API keys, or credentials.
 - Skip pre-commit hooks.
- Use npm or yarn in TypeScript packages. This repo is pnpm-only (Bun in `.opencode-plugin/`).
+- Use npm or yarn in TypeScript packages. This repo is pnpm-only (Bun in `integrations/opencode-plugin/`).
 - Use `require()` in TypeScript. ES module `import` syntax only.
 - Mix up linter configs. Root Python is ruff at line length **120**, `cli/python/` is ruff at **100**, `cli/node/` is Biome, `mem0-ts/` is Prettier, `integrations/vercel-ai-sdk/` is ESLint.
 - Add Python dependencies to the core `dependencies` list in `pyproject.toml`. Use an optional group.
@@ -41,7 +41,7 @@
    "tsup": "^8.0.0",
    "tsx": "^4.7.0",
    "vite": "^6.0.0",
-    "vitest": "^4.1.0",
+    "vitest": "^4.1.11",
    "@biomejs/biome": "^1.7.0",
    "@types/node": "^20.0.0"
  },
@@ -51,8 +51,8 @@ importers:
        specifier: ^6.0.0
        version: 6.4.3(@types/node@20.19.37)(tsx@4.21.0)
      vitest:
-        specifier: ^4.1.0
-        version: 4.1.8(@types/node@20.19.37)(vite@6.4.3(@types/node@20.19.37)(tsx@4.21.0))
+        specifier: ^4.1.11
+        version: 4.1.11(@types/node@20.19.37)(vite@6.4.3(@types/node@20.19.37)(tsx@4.21.0))

 packages:

@@ -439,11 +439,11 @@ packages:
  '@types/node@20.19.37':
    resolution: {integrity: sha512-8kzdPJ3FsNsVIurqBs7oodNnCEVbni9yUEkaHbgptDACOPW04jimGagZ51E6+lXUwJjgnBw+hyko/lkFWCldqw==}

-  '@vitest/expect@4.1.8':
-    resolution: {integrity: sha512-h3nDO677RDLEGlBxyQ5CW8RlMThSKSRLUePLOx09gNIWRL40edgA1GCZSZgf1W55MFAG6/Sw14KeaAnqv0NKdQ==}
+  '@vitest/expect@4.1.11':
+    resolution: {integrity: sha512-VX2x5vNJXET47KAFzwERI+KRMtTTCSWTfSMKsW7JsUsXV4psq++e3DvZpuTDOpHcxytiDs6p2nhVb2tVDiiUYw==}

-  '@vitest/mocker@4.1.8':
-    resolution: {integrity: sha512-LEiN/xe4OSIbKe9HQIp5OC24agGD9J5CnmMgsLohVVoOPWL9a2sBoR6VBx43jQZb7Kr1l4RCuyCJzcAa0+dojw==}
+  '@vitest/mocker@4.1.11':
+    resolution: {integrity: sha512-2XJVD55d1o5AZous5CCGKS74g/riOj9odEt2bQpCVZeblHyHdnMeFl4jl0XjU21stf4mbjUkew2eXQZt65g5CQ==}
    peerDependencies:
      msw: ^2.4.9
      vite: ^6.0.0 || ^7.0.0 || ^8.0.0
@@ -453,20 +453,20 @@ packages:
      vite:
        optional: true

-  '@vitest/pretty-format@4.1.8':
-    resolution: {integrity: sha512-9GasEBxpZ1VYIpqHf/0+YGg121uSNwCKOJqIrTwWP/TB7DmFCiaBpNl3aPZzoLWfWkuqhbH8vJIVobZkvdo2cA==}
+  '@vitest/pretty-format@4.1.11':
+    resolution: {integrity: sha512-yiZzPbGTS9Sr/JpFl8zHrcIkAofNbFV6k21vIgQN/cY/oxZeXhJv5sc/MBJ5jFKWmWs+oJHw0UXLZjmf931+Vw==}

-  '@vitest/runner@4.1.8':
-    resolution: {integrity: sha512-EmVxeBAfMJvycdjd6Hm+RbFBbA9fKvo0Kx37hNpBYoYeavH3RNsBXWDooR1mgD52dCrxIIuP7UotpfiwOikvcg==}
+  '@vitest/runner@4.1.11':
+    resolution: {integrity: sha512-LztvUgdwMNJMIkj3hQnnxiC2Xy1zNxq928W/xhjCLaNCzqTZOudjwbQf6v9IntZGPw132i2Lq2rgTRZHD3JHNw==}

-  '@vitest/snapshot@4.1.8':
-    resolution: {integrity: sha512-acfZboRmAIf05DEKcBQy33VXojFJjtUdLyo7oOmV9kebb2xdU01UknNiPuPZoJZQyO7DF0gZdTGTpeAzET9QPQ==}
+  '@vitest/snapshot@4.1.11':
+    resolution: {integrity: sha512-pN7ikn1ON7h8ee4gIAp4AzyK+zBtJPzVbqOgu5LCEh4VaJVbPQcgYQYJIMGQPXVeJJq1fnfazis7a5pFNPahog==}

-  '@vitest/spy@4.1.8':
-    resolution: {integrity: sha512-6EevtBp6OZOPF7bmz36HrGMeP3txgVSrgebWxHOafDXGkhIzfXK14f8KF6MuFfgXXUeHxmpD3BQxkV00/3s5mA==}
+  '@vitest/spy@4.1.11':
+    resolution: {integrity: sha512-apNa/prQy2qCeywhnixOHPRCgGNhvg7T4Dapfl1GahLp/R+uhBm5cPyFoNVyqsNd2h1nJxL6BqqdIjiABL60YA==}

-  '@vitest/utils@4.1.8':
-    resolution: {integrity: sha512-uOJamYALNhfJ6iolExyQM40yIQwDqYnkKtQ5VCiSe17E33H0aQ/u+1GlRuz4LZBk6Mm3sg90G9hEbmEt37C1Zg==}
+  '@vitest/utils@4.1.11':
+    resolution: {integrity: sha512-zTCVGpyFsGWBhllOyKlTw/vnr6D9qxsfSDyfbyZmTyjHw5N/VuvzHpHoQjm2ZJzn4RJgx5w4r7V0er69CmLgPQ==}

  acorn@8.16.0:
    resolution: {integrity: sha512-UVJyE9MttOsBQIDKw1skb9nAwQuR5wuGD3+82K6JgJlm/Y+KI92oNsMNGZCYdDsVtRHSak0pcV5Dno5+4jh9sw==}
@@ -910,20 +910,20 @@ packages:
      yaml:
        optional: true

-  vitest@4.1.8:
-    resolution: {integrity: sha512-flY6ScbCIt9HThs+C5HS7jvGOB560DJtk/Z15IQROTA6zEy49Nh8T/dofWTQL+n3vswqn87sbJNiuqw1SDp5Ig==}
+  vitest@4.1.11:
+    resolution: {integrity: sha512-fhACrNXUidIbGSBr5FlbuBkO7VWC1ZyLl0DO4CU2DrQoAPxX84Ysxs+HeGQpii5lZWV1Q4gBZTTu49mF+A6Edw==}
    engines: {node: ^20.0.0 || ^22.0.0 || >=24.0.0}
    hasBin: true
    peerDependencies:
      '@edge-runtime/vm': '*'
      '@opentelemetry/api': ^1.9.0
      '@types/node': ^20.0.0 || ^22.0.0 || >=24.0.0
-      '@vitest/browser-playwright': 4.1.8
-      '@vitest/browser-preview': 4.1.8
-      '@vitest/browser-webdriverio': 4.1.8
-      '@vitest/coverage-istanbul': 4.1.8
-      '@vitest/coverage-v8': 4.1.8
-      '@vitest/ui': 4.1.8
+      '@vitest/browser-playwright': 4.1.11
+      '@vitest/browser-preview': 4.1.11
+      '@vitest/browser-webdriverio': 4.1.11
+      '@vitest/coverage-istanbul': 4.1.11
+      '@vitest/coverage-v8': 4.1.11
+      '@vitest/ui': 4.1.11
      happy-dom: '*'
      jsdom: '*'
      vite: ^6.0.0 || ^7.0.0 || ^8.0.0
@@ -1186,44 +1186,44 @@ snapshots:
    dependencies:
      undici-types: 6.21.0

-  '@vitest/expect@4.1.8':
+  '@vitest/expect@4.1.11':
    dependencies:
      '@standard-schema/spec': 1.1.0
      '@types/chai': 5.2.3
-      '@vitest/spy': 4.1.8
-      '@vitest/utils': 4.1.8
+      '@vitest/spy': 4.1.11
+      '@vitest/utils': 4.1.11
      chai: 6.2.2
      tinyrainbow: 3.1.0

-  '@vitest/mocker@4.1.8(vite@6.4.3(@types/node@20.19.37)(tsx@4.21.0))':
+  '@vitest/mocker@4.1.11(vite@6.4.3(@types/node@20.19.37)(tsx@4.21.0))':
    dependencies:
-      '@vitest/spy': 4.1.8
+      '@vitest/spy': 4.1.11
      estree-walker: 3.0.3
      magic-string: 0.30.21
    optionalDependencies:
      vite: 6.4.3(@types/node@20.19.37)(tsx@4.21.0)

-  '@vitest/pretty-format@4.1.8':
+  '@vitest/pretty-format@4.1.11':
    dependencies:
      tinyrainbow: 3.1.0

-  '@vitest/runner@4.1.8':
+  '@vitest/runner@4.1.11':
    dependencies:
-      '@vitest/utils': 4.1.8
+      '@vitest/utils': 4.1.11
      pathe: 2.0.3

-  '@vitest/snapshot@4.1.8':
+  '@vitest/snapshot@4.1.11':
    dependencies:
-      '@vitest/pretty-format': 4.1.8
-      '@vitest/utils': 4.1.8
+      '@vitest/pretty-format': 4.1.11
+      '@vitest/utils': 4.1.11
      magic-string: 0.30.21
      pathe: 2.0.3

-  '@vitest/spy@4.1.8': {}
+  '@vitest/spy@4.1.11': {}

-  '@vitest/utils@4.1.8':
+  '@vitest/utils@4.1.11':
    dependencies:
-      '@vitest/pretty-format': 4.1.8
+      '@vitest/pretty-format': 4.1.11
      convert-source-map: 2.0.0
      tinyrainbow: 3.1.0

@@ -1627,15 +1627,15 @@ snapshots:
      fsevents: 2.3.3
      tsx: 4.21.0

-  vitest@4.1.8(@types/node@20.19.37)(vite@6.4.3(@types/node@20.19.37)(tsx@4.21.0)):
+  vitest@4.1.11(@types/node@20.19.37)(vite@6.4.3(@types/node@20.19.37)(tsx@4.21.0)):
    dependencies:
-      '@vitest/expect': 4.1.8
-      '@vitest/mocker': 4.1.8(vite@6.4.3(@types/node@20.19.37)(tsx@4.21.0))
-      '@vitest/pretty-format': 4.1.8
-      '@vitest/runner': 4.1.8
-      '@vitest/snapshot': 4.1.8
-      '@vitest/spy': 4.1.8
-      '@vitest/utils': 4.1.8
+      '@vitest/expect': 4.1.11
+      '@vitest/mocker': 4.1.11(vite@6.4.3(@types/node@20.19.37)(tsx@4.21.0))
+      '@vitest/pretty-format': 4.1.11
+      '@vitest/runner': 4.1.11
+      '@vitest/snapshot': 4.1.11
+      '@vitest/spy': 4.1.11
+      '@vitest/utils': 4.1.11
      es-module-lexer: 2.1.0
      expect-type: 1.3.0
      magic-string: 0.30.21
@@ -31,7 +31,8 @@ export class PlatformBackend implements Backend {
 		this.headers = {
 			Authorization: `Token ${config.apiKey}`,
 			"Content-Type": "application/json",
-			"X-Mem0-Source": "cli",
+			"X-Mem0-Source": "CLI",
+			"X-Mem0-Client": `mem0-cli-node/${CLI_VERSION}`,
 			"X-Mem0-Client-Language": "node",
 			"X-Mem0-Client-Version": CLI_VERSION,
 		};
@@ -27,7 +27,8 @@ class PlatformBackend(Backend):
            headers={
                "Authorization": f"Token {config.api_key}",
                "Content-Type": "application/json",
-                "X-Mem0-Source": "cli",
+                "X-Mem0-Source": "CLI",
+                "X-Mem0-Client": f"mem0-cli-python/{__version__}",
                "X-Mem0-Client-Language": "python",
                "X-Mem0-Client-Version": __version__,
            },
@@ -1,5 +1,6 @@
 ---
-title: "Overview"
+title: "API Reference Overview"
+sidebarTitle: "Overview"
 icon: "terminal"
 iconType: "solid"
 description: "REST APIs for memory management, search, and entity operations"
@@ -10,7 +11,7 @@ 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 +88,7 @@ All API requests require authentication using Token-based authentication. Includ
 Authorization: Token <your-api-key>
 ```

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

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

@@ -2045,6 +2060,29 @@ A full-featured command-line interface for Mem0, available in both Python and No
 <Tabs>
 <Tab title="Mem0 Plugin">

+<Update label="2026-09-08" description="Shared agent plugin runtime">
+
+**Changed:**
+- Consolidated the coding-agent integrations into `integrations/agent-plugin-core/`: one Python runtime, one TypeScript utility library, and six canonical Python-plugin skill templates. Native adapters retain each host's event contracts and capabilities.
+- Python plugins ship generated, self-contained `core/` and `skills/` directories. Builds validate portable schemas and skills, parse native JSON, and reject generated-file drift, missing files, stale generated files, and symlinks. TypeScript packages bundle the shared source into their distributable JavaScript and verify their entry points.
+- Replaced the old `integrations/mem0-plugin/` layout with native host directories and one portable `integrations/mem0-agent-plugin/` package. Updated marketplace paths, installation guides, and integration-skill links. OpenCode now lives in `integrations/opencode-plugin/`.
+- Native Python plugins expose one local, read-only `search_memories` MCP tool and six skills: search, remember, forget, status, pause, and resume. The shared search tool accepts optional `run_id` with every scope (`repo`, `dir`, and `mine`) to recall memories from a specific coding-agent session. Omitting it searches across sessions. This local tool is separate from the hosted Mem0 MCP server's tool set.
+
+**Fixes:**
+- Hooks, controls, MCP servers, and detached workers use the same host-specific data directory. Detached workers retain the host identity and telemetry source; `--plugin-data-dir` reaches the shared resolver.
+- Session-end workers flush the conversation already captured by hooks. Repeated and concurrent response hooks no longer duplicate an answer, while identical answers after separate prompts are preserved.
+- Shared prompts and responses are redacted without the previous 6,000-character cutoff. Python extraction splits oversized messages without dropping text to enforce each request's input budget. Flush event selection and claims share one write transaction, delayed handoffs are replaced atomically, and permanent HTTP polling errors fail promptly.
+- Extraction instructions refer to the current coding agent. Python redaction covers JSON-shaped credentials; both telemetry runtimes recursively remove sensitive keys, including keys inside nested lists.
+- New Git repository writes use a hash of the remote identity in `agent_id`. Search and explicit shared-memory deletion include both current and legacy repository IDs within the repository's `app_id`. Existing memories are not rewritten. Legacy IDs retain their original ambiguity for matching owner/repository names on different Git hosts.
+
+**Packaging:**
+- Claude Code, Cursor, Codex, Kimi, Antigravity, and the portable Python bundle are versioned at `0.3.1`. OpenCode, Pi Agent, and DeepSeek Harness are `0.3.0`; OpenClaw is `1.1.0`. Each host's changes and upgrade considerations are listed in its tab.
+- Python and TypeScript CI run their respective runtime suites. Package checks build the installable artifacts, check generated-file consistency, and reject TypeScript output that still imports monorepo source.
+
+[#7203](https://github.com/mem0ai/mem0/pull/7203)
+
+</Update>
+
 <Update label="2026-08-24" description="mem0-plugin v0.2.15">

 **Fixes:**
@@ -2331,8 +2369,124 @@ Initial release of the Mem0 plugin for Claude Code and Cursor, followed by Codex

 </Tab>

+<Tab title="Claude Code">
+
+<Update label="Unreleased" description="Sidekick availability">
+
+Sidekick is now available only in Claude Code, with Sonnet, worktree isolation, and parent memories.
+
+</Update>
+
+<Update label="2026-09-08" description="Claude Code plugin v0.3.1">
+
+**Changed:**
+- Extracted hook orchestration and memory behavior into the shared Python core; Claude transcript parsing remains in its native adapter. The installed package contains the generated runtime rather than importing files outside its plugin directory.
+- Preserves the public `mem0` name, hook declarations, MCP launch configuration, user configuration, and `mem0:sidekick` worktree behavior. The manifest and marketplace version advance from `0.3.0` to `0.3.1` so installations can identify the update.
+
+**Fixes:**
+- Session-end extraction no longer appends a final answer already captured from the transcript while an earlier extraction was running.
+- Existing repository memories remain searchable after the shared-ID change; explicit shared-memory deletion also covers the legacy ID. Background workers and control skills consistently use Claude's data directory.
+- Receives the shared JSON-secret redaction and nested telemetry filtering fixes. The local search tool exposes query, result count, category, scope, and optional `run_id` for session-specific recall across all scopes.
+
+[#7203](https://github.com/mem0ai/mem0/pull/7203)
+
+</Update>
+
+</Tab>
+
+<Tab title="Cursor">
+
+<Update label="Unreleased" description="Sidekick availability">
+
+Removes Sidekick and its start/stop hooks. Memory capture, search, and six skills remain available.
+
+</Update>
+
+<Update label="2026-09-08" description="Cursor plugin v0.3.1">
+
+**Changed:**
+- Moves from the legacy shared editor-plugin directory to a native `integrations/cursor-plugin/` package with generated Python core and skills, Cursor variables, local MCP configuration, and a native Sidekick.
+- Translates Cursor conversation/workspace fields, response and summary fields, tool outcomes, and subagent lifecycle events into the shared runtime. The Sidekick searches memory itself because Cursor's subagent-start response cannot inject parent context.
+
+**Fixes:**
+- Adapter errors are logged and exit successfully so a memory failure does not terminate the host hook. Sidekick telemetry reports zero parent-injected context because this host uses self-search.
+- Repeated response events and Stop/session-end capture do not duplicate the same answer.
+- Receives shared data-directory handling, background-worker identity, redaction, and legacy-memory retrieval fixes.
+
+[#7203](https://github.com/mem0ai/mem0/pull/7203)
+
+</Update>
+
+</Tab>
+
+<Tab title="Codex">
+
+<Update label="Unreleased" description="Sidekick availability">
+
+Renames shared tracking to use subagent terminology. Native subagent memory support remains available.
+
+</Update>
+
+<Update label="2026-09-08" description="Codex plugin v0.3.1">
+
+**Changed:**
+- Moves from the legacy shared editor-plugin directory to a native `integrations/codex-plugin/` package, with generated Python core and six skills, a local search MCP server, and native lifecycle hooks.
+- Resolves MCP repository searches from Codex workspace metadata when supplied. Control skills, hooks, and workers use the same plugin data directory.
+- Native subagent start/stop hooks supply parent-retrieved memory context and record completions for every native subagent. Named custom agents remain project/user configuration; the plugin does not distribute a named Codex Sidekick.
+
+**Fixes:**
+- Receives shared credential redaction, legacy-memory retrieval, background-worker identity, and duplicate-response fixes. Codex tool outcomes use available structured failure indicators; missing outcome information is recorded as unknown.
+
+[#7203](https://github.com/mem0ai/mem0/pull/7203)
+
+</Update>
+
+</Tab>
+
+<Tab title="Agent Plugins v1">
+
+<Update label="Unreleased" description="Sidekick availability">
+
+Sidekick is available only in Claude Code, not in the portable package.
+
+</Update>
+
+<Update label="2026-09-08" description="Portable Mem0 plugin v0.3.1">
+
+**Added:**
+- One portable package at `integrations/mem0-agent-plugin/`, using the Agent Plugins 1.0.0 root `plugin.json`, `mcp.json`, and fixed `skills/` locations.
+- Ships a local, read-only `search_memories` server and the six shared memory skills. Uses `PLUGIN_ROOT` for bundled files and `PLUGIN_DATA` for persistent plugin state; all package files remain inside the installable directory.
+
+**Packaging:**
+- Generated from the shared Python runtime and skill templates. Builds validate the manifest, MCP configuration, skills, and generated-file consistency.
+- Host lifecycle hooks and native Sidekick declarations remain in the native plugin packages; the portable package does not provide automatic lifecycle capture or host-specific subagent isolation. Its bundled remember skill cannot persist a new memory on its own because the portable package has no capture hooks or write tool.
+
+[#7203](https://github.com/mem0ai/mem0/pull/7203)
+
+</Update>
+
+</Tab>
+
 <Tab title="OpenCode">

+<Update label="2026-09-08" description="OpenCode plugin v0.3.0">
+
+**Changed:**
+- Moved the source from `integrations/mem0-plugin/.opencode-plugin/` to `integrations/opencode-plugin/`, retaining the `@mem0/opencode-plugin` package name and native OpenCode hooks.
+- Reuses shared conversation preparation, redaction, scoping, and telemetry. Builds a self-contained Bun/ESM `dist/index.js` and publishes its TypeScript entry declaration.
+- Global memory tool scope requires the user to enable it in plugin settings first; empty and wildcard identities are rejected.
+- Retains the seven commands for context loading, search, remember, forget, scope, status, and tour; bundled skills continue loading through OpenCode's native configuration.
+
+**Removed:**
+- Removed auto-Dream consolidation, its gates and state handling, and the Dream and pin skills/commands. Existing configurations and workflows that use these features must be updated.
+
+**Builds:**
+- Updated build and publish paths for the relocated source directory; the existing release tag prefix and publishing workflow filename are unchanged.
+
+[#7203](https://github.com/mem0ai/mem0/pull/7203)
+
+</Update>
+
 <Update label="2026-07-22" description="OpenCode plugin v0.2.2">

 **Fixes:**
@@ -2413,6 +2567,28 @@ Initial release of the Mem0 plugin for Claude Code and Cursor, followed by Codex

 <Tab title="Antigravity">

+<Update label="Unreleased" description="Sidekick availability">
+
+Removes Sidekick. Memory capture, search, and six skills remain available.
+
+</Update>
+
+<Update label="2026-09-08" description="Antigravity plugin v0.3.1">
+
+**Changed:**
+- Ships a native package with generated Python core and six skills, a local search MCP server, a Sidekick declaration, and an adapter for `PreInvocation`, `PostToolUse`, and `Stop`.
+- Normalizes conversation IDs, transcript paths, workspace paths, tool calls, and errors. The adapter captures all completed user/assistant transcript messages incrementally, including later-turn intent, without replaying earlier messages.
+- Sidekick searches Mem0 itself; this plugin does not provide Claude Code's worktree isolation.
+
+**Fixes and host limitations:**
+- Accepts `MEM0_CWD` as an explicit workspace fallback when the host omits `workspacePaths`. Skips capture when neither is available, rather than writing under an unrelated directory.
+- Documents global MCP registration with `agy mcp add` when the host does not register the plugin-scoped server. Recall on the initial invocation depends on the host providing a prompt or readable transcript.
+- Receives the shared data-directory, redaction, legacy-memory retrieval, and duplicate-response fixes.
+
+[#7203](https://github.com/mem0ai/mem0/pull/7203)
+
+</Update>
+
 <Update label="2026-08-24" description="Antigravity plugin v0.1.7">

 **Fixes:**
@@ -2489,6 +2665,30 @@ Existing memories written by the previous versions are not rewritten. If your me

 <Tab title="Kimi">

+<Update label="Unreleased" description="Sidekick availability">
+
+Removes Sidekick and its start/stop hooks. Memory capture, recall, and six skills remain available.
+
+</Update>
+
+<Update label="2026-09-08" description="Kimi Code plugin v0.3.1">
+
+**Changed:**
+- Ships a self-contained native package with six skills, nine lifecycle hooks, a local search MCP server, and a native Sidekick declaration. Added a dedicated installation and troubleshooting guide.
+- Translates Kimi's session, prompt, tool, compaction, shutdown, and subagent events into the shared Python runtime. Sidekicks receive parent memory context through Kimi's native lifecycle.
+
+**Fixes:**
+- Recovers completed assistant output from Kimi's indexed v2 wire transcript when Stop events omit the response text. Repeated Sidekick invocations receive distinct run identifiers. Stops without a host ID are left uncorrelated when multiple matching runs are active, preserving their responses without assigning them to the wrong run.
+- Keeps controls, hooks, MCP, and detached workers on the same Kimi data directory and preserves host identity in background workers.
+- Receives the shared redaction, legacy-memory retrieval, and duplicate-response fixes.
+
+**Host compatibility:**
+- Documents `CHOKIDAR_USEPOLLING=1` for the observed macOS watcher issue. Filesystem isolation remains Kimi's responsibility.
+
+[#7203](https://github.com/mem0ai/mem0/pull/7203)
+
+</Update>
+
 <Update label="2026-08-24" description="kimi-plugin v0.1.0">

 **Initial release** of the Mem0 plugin for Kimi Code, sharing its scripts, skills, and marketplace listing with the Claude Code / Cursor / Codex / Antigravity plugin family ([#6919](https://github.com/mem0ai/mem0/pull/6919))
@@ -2505,6 +2705,24 @@ Existing memories written by the previous versions are not rewritten. If your me

 <Tab title="OpenClaw">

+<Update label="2026-09-08" description="openclaw-mem0 v1.1.0">
+
+**Changed:**
+- Reuses shared conversation preparation, redaction, and telemetry while retaining OpenClaw's native memory backend, tools, CLI, and Platform/OSS modes.
+- Continues to publish a self-contained ESM package under `@mem0/openclaw-mem0`; the plugin manifest and package version now agree.
+
+**Removed:**
+- Removed Dream consolidation: automatic scheduling and locking, `openclaw mem0 dream`, Dream configuration, the memory-dream skill, and Dream-state public artifacts. Triage, recall, and memory/entity artifacts remain available. Update configurations or integrations that use the removed Dream surface.
+
+**Fixes:**
+- `openclaw mem0 status` handles an unconfigured installation without crashing and directs users to setup.
+- Removed OpenClaw's separate 2,000-character extraction cutoff. Selected user and assistant messages retain their full redacted text; recent-message selection, earlier summary selection, and noise filtering still apply.
+- Telemetry removes sensitive properties recursively and uses the shared failure-safe delivery implementation.
+
+[#7203](https://github.com/mem0ai/mem0/pull/7203)
+
+</Update>
+
 <Update label="2026-08-24" description="openclaw-mem0 v1.0.16">

 **Security:**
@@ -2775,6 +2993,24 @@ Existing memories written by the previous versions are not rewritten. If your me

 <Tab title="Pi Agent">

+<Update label="2026-09-08" description="Pi Agent plugin v0.3.0">
+
+**Changed:**
+- Reuses shared conversation preparation, memory formatting, project/session/global scope utilities, and telemetry while preserving Pi's native extension API and `@mem0/pi-agent-plugin` package name.
+- Pi loads the built `dist/entry.js` extension instead of executing source TypeScript from an installed package. Builds also publish the library entry point and declarations.
+
+**Removed:**
+- Removed Dream consolidation and pin commands, skills, configuration, types, and exports. The remaining commands are remember, search, forget, tour, scope, and status. Update integrations that import removed APIs or invoke removed commands.
+
+**Fixes:**
+- Global memory tool scope requires the user to select `/mem0-scope global` or configure a global default first. Empty and wildcard identities are rejected.
+- Memory update and delete accept the `mem0:<uuid>` and `[mem0:<uuid>]` citations displayed in tool results, as well as raw IDs.
+- Shared capture preparation filters conversation roles and redacts content; telemetry removes sensitive keys inside nested structures.
+
+[#7203](https://github.com/mem0ai/mem0/pull/7203)
+
+</Update>
+
 <Update label="2026-08-24" description="Pi Agent plugin v0.1.5">

 **Security:**
@@ -2841,9 +3077,16 @@ 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 +3106,33 @@ 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="2026-09-08" description="deepseek-plugin v0.3.0">

-**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))
+**Added:**
+- Automatic recall during `system-prompt/assemble`, using the latest human prompt and avoiding repeated context injection within a session.
+- Automatic capture from the durable `session/event` stream after a completed turn. Interrupted or incomplete turns are not sent through this automatic capture path. `autoRecall` and `autoCapture` default to `true` and can be disabled.
+
+**Changed:**
+- Reuses shared lifecycle, redaction, identity, and telemetry utilities while retaining the explicit `search_memory` and `add_memory` tools and their per-call agent/session scope. Cross-user `userId` overrides now require operator opt-in with `allowUserOverride: true`.
+- Publishes a self-contained ESM artifact under `@mem0/deepseek-plugin`; native Harness services and the Mem0 SDK remain external dependencies. Plugin cleanup remains tied to the native Cordis lifecycle.
+
+**Host compatibility:**
+- Supports the declared Harness runtime dependencies and documents the macOS watcher workaround. The plugin does not bundle a named Sidekick or provide child filesystem isolation.
+
+[#7203](https://github.com/mem0ai/mem0/pull/7203)
+
+</Update>
+
+<Update label="2026-08-25" description="deepseek-plugin v0.1.1">
+
+**New Features:**
+- **Usage telemetry:** Anonymous usage events (`deepseek.plugin.mounted`, `deepseek.tool.search_memory`, `deepseek.tool.add_memory`) are batched to PostHog over native fetch and flushed in the background. Events carry only tool names, durations, counts, and coarse failure kinds: never queries, memory text, filters, or API keys. Opt out with `MEM0_TELEMETRY=false` ([#7110](https://github.com/mem0ai/mem0/pull/7110))
+
+</Update>
+
+<Update label="2026-08-24" description="deepseek-plugin v0.1.0">
+
+**Initial release** of [`deepseek-plugin`](https://www.npmjs.com/package/@mem0/deepseek-plugin), a native DeepSeek Harness (Cordis) plugin that registers Mem0 as two agent-callable tools ([#7027](https://github.com/mem0ai/mem0/pull/7027))

 **New Features:**
 - **`search_memory`:** Recalls facts relevant to a query, with an optional `limit` (default 10) and per-call `userId` / `agentId` / `runId` scope overrides.
@@ -2874,7 +3141,7 @@ 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>
@@ -1,5 +1,6 @@
 ---
-title: Configurations
+title: "Embedder Configuration Reference"
+sidebarTitle: "Configurations"
 description: "Reference for embedder configuration options in Mem0, including provider selection and model settings."
 ---

@@ -1,5 +1,6 @@
 ---
-title: AWS Bedrock
+title: "AWS Bedrock as Embedding Provider"
+sidebarTitle: "AWS Bedrock"
 description: "Configure AWS Bedrock as an embedding provider in Mem0 with IAM credentials and boto3 authentication."
 ---

@@ -1,5 +1,6 @@
 ---
-title: Azure OpenAI
+title: "Azure OpenAI as Embedding Provider"
+sidebarTitle: "Azure OpenAI"
 description: "Configure Azure OpenAI as an embedding provider in Mem0 with API key, deployment, and endpoint settings."
 ---

@@ -1,5 +1,6 @@
 ---
-title: Google AI
+title: "Google AI as Embedding Provider"
+sidebarTitle: "Google AI"
 description: "Configure Google AI as an embedding provider in Mem0 using Gemini models and the GOOGLE_API_KEY variable."
 ---

@@ -1,5 +1,6 @@
 ---
-title: LangChain
+title: "LangChain as Embedding Provider"
+sidebarTitle: "LangChain"
 description: "Use LangChain as an embedding provider in Mem0 to access a wide range of models through a unified interface."
 ---

@@ -1,5 +1,6 @@
 ---
-title: "LM Studio"
+title: "LM Studio as Embedding Provider"
+sidebarTitle: "LM Studio"
 description: "Configure LM Studio as an embedding provider in Mem0 for local embedding generation with models like nomic-embed-text."
 ---
 You can use embedding models from LM Studio to run Mem0 locally.
@@ -1,5 +1,6 @@
 ---
-title: "Ollama"
+title: "Ollama as Embedding Provider"
+sidebarTitle: "Ollama"
 description: "Configure Ollama as an embedding provider in Mem0 to generate embeddings locally using open-source models."
 ---
 You can use embedding models from Ollama to run Mem0 locally.
@@ -1,5 +1,6 @@
 ---
-title: OpenAI
+title: "OpenAI as Embedding Provider"
+sidebarTitle: "OpenAI"
 description: "Configure OpenAI as an embedding provider in Mem0 using models like text-embedding-3-large for vector generation."
 ---

@@ -1,5 +1,6 @@
 ---
-title: Together
+title: "Together AI as Embedding Provider"
+sidebarTitle: "Together"
 description: "Configure Together AI as an embedding provider in Mem0 with support for 1024-dimensional embedding models."
 ---

@@ -1,5 +1,6 @@
 ---
-title: Overview
+title: "Embedding Providers Overview"
+sidebarTitle: Overview
 description: "Overview of all supported embedding model providers in Mem0, including OpenAI, Azure, Ollama, and more."
 ---

@@ -15,15 +16,15 @@ See the list of supported embedders below.

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

@@ -1,5 +1,6 @@
 ---
-title: Configurations
+title: "LLM Configuration Reference"
+sidebarTitle: "Configurations"
 description: "Reference for LLM configuration options in Mem0 for Python and TypeScript, including value precedence rules."
 ---

@@ -1,5 +1,6 @@
 ---
-title: AWS Bedrock
+title: "AWS Bedrock as LLM Provider"
+sidebarTitle: "AWS Bedrock"
 description: "Configure AWS Bedrock as an LLM provider in Mem0 with IAM authentication and Claude model support."
 ---

@@ -1,5 +1,6 @@
 ---
-title: Azure OpenAI
+title: "Azure OpenAI as LLM Provider"
+sidebarTitle: "Azure OpenAI"
 description: "Configure Azure OpenAI as an LLM provider in Mem0 with Azure Identity authentication and deployment settings."
 ---

@@ -3,7 +3,7 @@ title: DeepSeek
 description: "Configure DeepSeek as an LLM provider in Mem0 with API key setup and optional custom endpoint configuration."
 ---

-To use DeepSeek LLM models, you have to set the `DEEPSEEK_API_KEY` environment variable. You can also optionally set `DEEPSEEK_API_BASE` if you need to use a different API endpoint (defaults to "https://api.deepseek.com").
+To use DeepSeek LLM models, you have to set the `DEEPSEEK_API_KEY` environment variable. You can also optionally set `DEEPSEEK_API_BASE` if you need to use a different API endpoint (defaults to `https://api.deepseek.com`).

 ## Usage

@@ -1,5 +1,6 @@
 ---
-title: Google AI
+title: "Google AI as LLM Provider"
+sidebarTitle: "Google AI"
 description: "Configure Google Gemini as an LLM provider in Mem0 using the google.genai SDK and GOOGLE_API_KEY variable."
 ---

@@ -1,5 +1,6 @@
 ---
-title: LangChain
+title: "LangChain as LLM Provider"
+sidebarTitle: "LangChain"
 description: "Use LangChain as an LLM provider in Mem0 to integrate with various chat models through a unified interface."
 ---

@@ -1,5 +1,6 @@
 ---
-title: LM Studio
+title: "LM Studio as LLM Provider"
+sidebarTitle: "LM Studio"
 description: "Configure LM Studio as an LLM provider in Mem0 for running local language models via an OpenAI-compatible API."
 ---

@@ -76,7 +77,7 @@ m.add(messages, user_id="alice123", metadata={"category": "movies"})
  To use LM Studio, you need to:
  1. Download and install [LM Studio](https://lmstudio.ai/)
  2. Start a local server from the "Server" tab
-  3. Set the appropriate `lmstudio_base_url` in your configuration (default is usually http://localhost:1234/v1)
+  3. Set the appropriate `lmstudio_base_url` in your configuration (default is usually `http://localhost:1234/v1`)
 </Note>

 ## Config
@@ -3,7 +3,7 @@ title: MiniMax
 description: "Configure MiniMax as an LLM provider in Mem0 with API key setup and optional custom endpoint configuration."
 ---

-To use MiniMax LLM models, you have to set the `MINIMAX_API_KEY` environment variable. You can also optionally set `MINIMAX_API_BASE` if you need to use a different API endpoint (defaults to "https://api.minimax.io/v1").
+To use MiniMax LLM models, you have to set the `MINIMAX_API_KEY` environment variable. You can also optionally set `MINIMAX_API_BASE` if you need to use a different API endpoint (defaults to `https://api.minimax.io/v1`).

 ## Usage

@@ -1,5 +1,6 @@
 ---
-title: Ollama
+title: "Ollama as LLM Provider"
+sidebarTitle: "Ollama"
 description: "Configure Ollama as an LLM provider in Mem0 for running local language models with tool-calling support."
 ---

@@ -1,5 +1,6 @@
 ---
-title: OpenAI
+title: "OpenAI as LLM Provider"
+sidebarTitle: "OpenAI"
 description: "Configure OpenAI as an LLM provider in Mem0 with support for GPT models and Openrouter compatibility."
 ---

@@ -1,5 +1,6 @@
 ---
-title: Together
+title: "Together AI as LLM Provider"
+sidebarTitle: "Together"
 description: "Configure Together AI as an LLM provider in Mem0 with API key setup and optional custom endpoint configuration."
 ---

@@ -1,5 +1,6 @@
 ---
-title: xAI
+title: "xAI Grok as LLM Provider"
+sidebarTitle: "xAI"
 description: "Configure xAI Grok models as an LLM provider in Mem0 with API key setup and usage examples."
 ---

@@ -1,5 +1,6 @@
 ---
-title: Overview
+title: "LLM Providers Overview"
+sidebarTitle: Overview
 description: "Overview of all supported LLM providers in Mem0, including OpenAI, Anthropic, Groq, Ollama, and more."
 ---

@@ -22,14 +23,14 @@ See the list of supported LLMs below.
 <CardGroup cols={4}>
  <Card title="OpenAI" icon="/images/provider-icons/openai.svg" href="/components/llms/models/openai" />
  <Card title="Ollama" icon="/images/provider-icons/ollama.svg" href="/components/llms/models/ollama" />
-  <Card title="Azure OpenAI" icon="/images/provider-icons/azure-color.svg" href="/components/llms/models/azure_openai" />
+  <Card title="Azure OpenAI" icon="/images/provider-icons/azure-color.svg" href="/components/llms/models/azure-openai" />
  <Card title="Anthropic" icon="/images/provider-icons/anthropic.svg" href="/components/llms/models/anthropic" />
  <Card title="Together" icon="/images/provider-icons/together-color.svg" href="/components/llms/models/together" />
  <Card title="Groq" icon="/images/provider-icons/groq.svg" href="/components/llms/models/groq" />
  <Card title="Litellm" icon="shuffle" href="/components/llms/models/litellm" />
-  <Card title="Mistral AI" icon="/images/provider-icons/mistral-color.svg" href="/components/llms/models/mistral_AI" />
-  <Card title="Google AI" icon="/images/provider-icons/google-color.svg" href="/components/llms/models/google_AI" />
-  <Card title="AWS bedrock" icon="/images/provider-icons/bedrock-color.svg" href="/components/llms/models/aws_bedrock" />
+  <Card title="Mistral AI" icon="/images/provider-icons/mistral-color.svg" href="/components/llms/models/mistral-ai" />
+  <Card title="Google AI" icon="/images/provider-icons/google-color.svg" href="/components/llms/models/google-ai" />
+  <Card title="AWS bedrock" icon="/images/provider-icons/bedrock-color.svg" href="/components/llms/models/aws-bedrock" />
  <Card title="DeepSeek" icon="/images/provider-icons/deepseek-color.svg" href="/components/llms/models/deepseek" />
  <Card title="MiniMax" icon="/images/provider-icons/minimax-color.svg" href="/components/llms/models/minimax" />
  <Card title="xAI" icon="/images/provider-icons/xai.svg" href="/components/llms/models/xAI" />
@@ -1,5 +1,6 @@
 ---
-title: Overview
+title: "Reranker Providers Overview"
+sidebarTitle: "Overview"
 description: 'Pick the right reranker path to boost Mem0 search relevance.'
 ---

@@ -13,10 +14,10 @@ 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 +55,13 @@ All five rerankers are available in both the Python and the [TypeScript](/open-s
    title="Zero Entropy Guide"
    description="Adopt the managed neural reranker for production workloads."
    icon="sparkles"
-    href="/components/rerankers/models/zero_entropy"
+    href="/components/rerankers/models/zero-entropy"
  />
  <Card
    title="Sentence Transformers"
    description="Keep reranking on-device with cross-encoder models."
    icon="microchip"
-    href="/components/rerankers/models/sentence_transformer"
+    href="/components/rerankers/models/sentence-transformer"
  />
 </CardGroup>

@@ -1,5 +1,6 @@
 ---
-title: Configurations
+title: "Vector Store Configuration Reference"
+sidebarTitle: "Configurations"
 description: "Reference for vector database configuration options in Mem0, including provider selection and connection settings."
 ---

@@ -1,5 +1,6 @@
 ---
-title: LangChain
+title: "LangChain as Vector Store Provider"
+sidebarTitle: "LangChain"
 description: "Use LangChain as a unified vector store provider in Mem0 to access multiple vector databases through one interface."
 ---

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

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

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

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

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

 ```typescript TypeScript
 await memory.search("movie recommendations", {
-  userId: "alice",
-  filters: { category: { in: ["movies", "books"] }, rating: { gte: 4 } },
+  filters: {
+    user_id: "alice",
+    category: { in: ["movies", "books"] },
+    rating: { gte: 4 },
+  },
 });
 ```
 </CodeGroup>
@@ -102,7 +102,7 @@ Here are the parameters available for configuring Upstash Vector:
 | `url`               | URL for the Upstash Vector index   | `None`        |
 | `token`             | Token for the Upstash Vector index | `None`        |
 | `client`            | An `upstash_vector.Index` instance | `None`        |
-| `collection_name`   | The default namespace used         | `""`          |
+| `collection_name`   | The default namespace used         | `"mem0"`      |
 | `enable_embeddings` | Whether to use Upstash embeddings  | `False`       |

 <Note>
@@ -1,5 +1,6 @@
 ---
-title: Overview
+title: "Vector Store Providers Overview"
+sidebarTitle: "Overview"
 description: "Overview of all supported vector databases in Mem0, including Qdrant, Chroma, PGVector, Pinecone, Oracle, and more."
 ---

@@ -28,12 +29,12 @@ 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>
@@ -38,7 +38,7 @@ Navigate to the `docs/` directory (where `docs.json` is located) and start the d
 mintlify dev
 ```

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

 ---

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

 5. Start the development server:
   ```bash
@@ -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

@@ -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:
@@ -59,7 +59,7 @@ GEMINI_API_KEY=your-gemini-api-key-here
 ```

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

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

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

 ## Complete Implementation

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

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

 ---

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

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

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

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

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

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

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

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

 ### Configuration

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

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

@@ -1,5 +1,6 @@
 ---
-title: Overview
+title: "Cookbooks and Tutorials"
+sidebarTitle: "Overview"
 description: "Browse cookbook examples and tutorials for building AI applications with Mem0, from companion chatbots to AI agents."
 ---

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

 ### LoCoMo

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

 | Category | Score |
 |---|---|
@@ -1,5 +1,6 @@
 ---
-title: Delete Memory
+title: "Delete Memory Operation"
+sidebarTitle: "Delete Memory"
 description: Remove memories from Mem0 either individually, in bulk, or via filters.
 icon: "trash"
 iconType: "solid"
@@ -1,5 +1,6 @@
 ---
-title: Update Memory
+title: "Update Memory Operation"
+sidebarTitle: "Update Memory"
 description: Modify an existing memory by updating its content or metadata.
 icon: "pen-to-square"
 iconType: "solid"
@@ -41,6 +41,7 @@
                    "pages": [
                      "platform/quickstart",
                      "platform/overview",
+                      "platform/copilot",
                      "platform/agent-signup",
                      "vibecoding",
                      "platform/cli",
@@ -152,7 +153,7 @@
                      "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 +174,14 @@
                            "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 +211,7 @@
                              "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 +219,16 @@
                              "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 +245,15 @@
                            "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 +272,10 @@
                            "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 +326,7 @@
                      "integrations/google-ai-adk",
                      "integrations/mastra",
                      "integrations/vercel-ai-sdk",
+                      "integrations/vercel",
                      "integrations/chatdev",
                      "integrations/strands"
                    ]
@@ -372,6 +374,7 @@
                      "integrations/claude-ai",
                      "integrations/cursor",
                      "integrations/codex",
+                      "integrations/kimi",
                      "integrations/opencode",
                      "integrations/antigravity"
                    ]
@@ -383,7 +386,7 @@
                      "integrations/openclaw",
                      "integrations/hermes",
                      "integrations/pi-agent",
-                      "integrations/dsh-mem0"
+                      "integrations/deepseek-plugin"
                    ]
                  }
                ]
@@ -538,6 +541,20 @@
                      "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 +644,7 @@
    },
    {
      "source": "/components/rerankers/models/llm",
-      "destination": "/components/rerankers/models/llm_reranker"
+      "destination": "/components/rerankers/models/llm-reranker"
    },
    {
      "source": "/migration/breaking-changes",
@@ -803,7 +820,7 @@
    },
    {
      "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 +836,7 @@
    },
    {
      "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 +1084,7 @@
    },
    {
      "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 +1096,16 @@
    },
    {
      "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 +1309,262 @@
    {
      "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"
    }
  ]
 }
@@ -0,0 +1,88 @@
+<svg viewBox="0 0 600 420" role="img" aria-labelledby="venn-title venn-desc" xmlns="http://www.w3.org/2000/svg">
+  <title id="venn-title">Mem0 Memory Scoping</title>
+  <desc id="venn-desc">Venn diagram showing how a single add call produces shared project memory and personal memory, with search returning the union of both.</desc>
+
+  <rect width="600" height="420" fill="#f5f5f5"/>
+
+  <text x="300" y="36" fill="#2d3142" font-size="20" font-weight="400"
+        font-family="Georgia, serif" text-anchor="middle">Memory Scoping</text>
+  <text x="300" y="56" fill="#7a8399" font-size="9"
+        font-family="monospace" text-anchor="middle" letter-spacing="0.08em">ONE ADD CALL · TWO MEMORY BUCKETS</text>
+
+  <circle cx="228" cy="212" r="132" fill="rgba(45,49,66,0.05)" stroke="#4f5d75" stroke-width="1"/>
+  <circle cx="372" cy="212" r="132" fill="rgba(79,93,117,0.05)" stroke="#7a8399" stroke-width="1"/>
+
+  <defs>
+    <clipPath id="clip-left">
+      <circle cx="228" cy="212" r="132"/>
+    </clipPath>
+  </defs>
+  <circle cx="372" cy="212" r="132" fill="rgba(235,108,54,0.10)" clip-path="url(#clip-left)"/>
+
+  <text x="124" y="84" fill="#2d3142" font-size="13" font-weight="600"
+        font-family="sans-serif" text-anchor="middle">Shared Project</text>
+  <text x="124" y="100" fill="#4f5d75" font-size="9"
+        font-family="monospace" text-anchor="middle">agent_id = repo slug</text>
+
+  <text x="476" y="84" fill="#2d3142" font-size="13" font-weight="600"
+        font-family="sans-serif" text-anchor="middle">Personal</text>
+  <text x="476" y="100" fill="#4f5d75" font-size="9"
+        font-family="monospace" text-anchor="middle">user_id = you</text>
+
+  <text x="168" y="176" fill="#2d3142" font-size="11" font-weight="500"
+        font-family="sans-serif" text-anchor="middle">Conventions</text>
+  <text x="168" y="196" fill="#2d3142" font-size="11" font-weight="500"
+        font-family="sans-serif" text-anchor="middle">Commands</text>
+  <text x="168" y="216" fill="#2d3142" font-size="11" font-weight="500"
+        font-family="sans-serif" text-anchor="middle">Decisions</text>
+  <text x="168" y="236" fill="#2d3142" font-size="11" font-weight="500"
+        font-family="sans-serif" text-anchor="middle">Fixes</text>
+
+  <text x="168" y="264" fill="#7a8399" font-size="9"
+        font-family="monospace" text-anchor="middle">no user_id</text>
+  <text x="168" y="276" fill="#7a8399" font-size="9"
+        font-family="monospace" text-anchor="middle">visible to team</text>
+
+  <text x="432" y="192" fill="#2d3142" font-size="11" font-weight="500"
+        font-family="sans-serif" text-anchor="middle">Preferences</text>
+  <text x="432" y="212" fill="#2d3142" font-size="11" font-weight="500"
+        font-family="sans-serif" text-anchor="middle">Habits</text>
+  <text x="432" y="232" fill="#2d3142" font-size="11" font-weight="500"
+        font-family="sans-serif" text-anchor="middle">Style</text>
+
+  <text x="432" y="260" fill="#7a8399" font-size="9"
+        font-family="monospace" text-anchor="middle">no agent_id</text>
+  <text x="432" y="272" fill="#7a8399" font-size="9"
+        font-family="monospace" text-anchor="middle">private to you</text>
+
+  <text x="300" y="196" fill="#eb6c36" font-size="12" font-weight="600"
+        font-family="sans-serif" text-anchor="middle">Search</text>
+  <text x="300" y="212" fill="#eb6c36" font-size="12" font-weight="600"
+        font-family="sans-serif" text-anchor="middle">Result</text>
+  <text x="300" y="232" fill="#7a8399" font-size="9"
+        font-family="monospace" text-anchor="middle">OR [agent_id+app_id,</text>
+  <text x="300" y="244" fill="#7a8399" font-size="9"
+        font-family="monospace" text-anchor="middle">user_id+app_id]</text>
+
+  <line x1="40" y1="360" x2="560" y2="360" stroke="rgba(45,49,66,0.12)" stroke-width="0.8"/>
+
+  <text x="80" y="380" fill="#4f5d75" font-size="9" font-weight="600"
+        font-family="monospace" text-anchor="middle" letter-spacing="0.06em">agent_id</text>
+  <text x="80" y="396" fill="#7a8399" font-size="8"
+        font-family="monospace" text-anchor="middle">repo slug</text>
+
+  <text x="220" y="380" fill="#4f5d75" font-size="9" font-weight="600"
+        font-family="monospace" text-anchor="middle" letter-spacing="0.06em">app_id</text>
+  <text x="220" y="396" fill="#7a8399" font-size="8"
+        font-family="monospace" text-anchor="middle">repo</text>
+
+  <text x="380" y="380" fill="#4f5d75" font-size="9" font-weight="600"
+        font-family="monospace" text-anchor="middle" letter-spacing="0.06em">user_id</text>
+  <text x="380" y="396" fill="#7a8399" font-size="8"
+        font-family="monospace" text-anchor="middle">you</text>
+
+  <text x="520" y="380" fill="#4f5d75" font-size="9" font-weight="600"
+        font-family="monospace" text-anchor="middle" letter-spacing="0.06em">run_id</text>
+  <text x="520" y="396" fill="#7a8399" font-size="8"
+        font-family="monospace" text-anchor="middle">session</text>
+</svg>
@@ -0,0 +1,133 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 860 784" width="860" role="img" aria-labelledby="seq-title seq-desc">
+  <title id="seq-title">Mem0 Plugin Architecture</title>
+  <desc id="seq-desc">Sequence diagram showing the full Claude Code plugin: lifecycle hooks, first-prompt memory recall, capture events, background extraction via detached worker, and on-demand skills and search tool.</desc>
+
+  <defs>
+    <marker id="arrow" markerWidth="8" markerHeight="6" refX="7" refY="3" orient="auto">
+      <polygon points="0 0, 8 3, 0 6" fill="#4f5d75"/>
+    </marker>
+    <marker id="arrow-accent" markerWidth="8" markerHeight="6" refX="7" refY="3" orient="auto">
+      <polygon points="0 0, 8 3, 0 6" fill="#eb6c36"/>
+    </marker>
+    <marker id="arrow-link" markerWidth="8" markerHeight="6" refX="7" refY="3" orient="auto">
+      <polygon points="0 0, 8 3, 0 6" fill="#2e5aa8"/>
+    </marker>
+    <marker id="arrow-open" markerWidth="8" markerHeight="6" refX="7" refY="3" orient="auto">
+      <polyline points="0 0, 8 3, 0 6" fill="none" stroke="#4f5d75" stroke-width="1.2"/>
+    </marker>
+    <style>
+      text { font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', sans-serif; }
+    </style>
+  </defs>
+
+  <rect width="100%" height="100%" fill="#f5f5f5"/>
+
+  <!-- LIFELINES -->
+  <line x1="108" y1="76" x2="108" y2="720" stroke="rgba(45,49,66,0.12)" stroke-width="1" stroke-dasharray="3,3"/>
+  <line x1="320" y1="76" x2="320" y2="720" stroke="rgba(45,49,66,0.12)" stroke-width="1" stroke-dasharray="3,3"/>
+  <line x1="540" y1="76" x2="540" y2="720" stroke="rgba(45,49,66,0.12)" stroke-width="1" stroke-dasharray="3,3"/>
+  <line x1="740" y1="76" x2="740" y2="720" stroke="rgba(45,49,66,0.12)" stroke-width="1" stroke-dasharray="3,3"/>
+
+  <!-- PHASE 1: SESSION INIT -->
+  <text x="32" y="100" fill="#7a8399" font-size="9" font-style="italic">Session init</text>
+
+  <rect x="164" y="104" width="84" height="12" rx="2" fill="#f5f5f5"/>
+  <text x="206" y="114" fill="#7a8399" font-size="8" font-family="monospace" text-anchor="middle" letter-spacing="0.06em">SESSION-START</text>
+  <line x1="112" y1="128" x2="316" y2="128" stroke="#4f5d75" stroke-width="1" marker-end="url(#arrow)"/>
+
+  <!-- PHASE 2: CAPTURE & RECALL -->
+  <text x="32" y="160" fill="#7a8399" font-size="9" font-style="italic">Capture and recall</text>
+
+  <rect x="162" y="168" width="88" height="12" rx="2" fill="#f5f5f5"/>
+  <text x="206" y="178" fill="#7a8399" font-size="8" font-family="monospace" text-anchor="middle" letter-spacing="0.06em">USER-PROMPT</text>
+  <line x1="112" y1="192" x2="316" y2="192" stroke="#4f5d75" stroke-width="1" marker-end="url(#arrow)"/>
+
+  <!-- OPT fragment -->
+  <rect x="260" y="212" width="520" height="148" rx="4" fill="rgba(235,108,54,0.08)" stroke="#eb6c36" stroke-width="1" stroke-opacity="0.4"/>
+  <rect x="260" y="212" width="36" height="16" rx="2" fill="#f5f5f5" stroke="#eb6c36" stroke-width="1" stroke-opacity="0.4"/>
+  <text x="278" y="224" fill="#eb6c36" font-size="8" font-family="monospace" text-anchor="middle" letter-spacing="0.12em">OPT</text>
+  <text x="308" y="236" fill="#7a8399" font-size="8" font-family="monospace" letter-spacing="0.04em">[first prompt]</text>
+
+  <rect x="472" y="248" width="108" height="12" rx="2" fill="#f5f5f5"/>
+  <text x="526" y="258" fill="#2e5aa8" font-size="8" font-family="monospace" text-anchor="middle" letter-spacing="0.06em">SEARCH MEMORIES</text>
+  <line x1="324" y1="272" x2="736" y2="272" stroke="#2e5aa8" stroke-width="1" marker-end="url(#arrow-link)"/>
+
+  <rect x="480" y="280" width="80" height="12" rx="2" fill="#f5f5f5"/>
+  <text x="520" y="290" fill="#7a8399" font-size="8" font-family="monospace" text-anchor="middle" letter-spacing="0.06em">≤5 MEMORIES</text>
+  <line x1="736" y1="304" x2="324" y2="304" stroke="#4f5d75" stroke-width="1" stroke-dasharray="5,4" marker-end="url(#arrow)"/>
+
+  <rect x="148" y="316" width="120" height="12" rx="2" fill="#f5f5f5"/>
+  <text x="208" y="326" fill="#eb6c36" font-size="8" font-family="monospace" text-anchor="middle" letter-spacing="0.06em">CONTEXT INJECTED</text>
+  <line x1="316" y1="348" x2="112" y2="348" stroke="#eb6c36" stroke-width="1" stroke-dasharray="5,4" marker-end="url(#arrow-accent)"/>
+
+  <rect x="176" y="380" width="60" height="12" rx="2" fill="#f5f5f5"/>
+  <text x="206" y="390" fill="#7a8399" font-size="8" font-family="monospace" text-anchor="middle" letter-spacing="0.06em">POST-TOOL</text>
+  <line x1="112" y1="404" x2="316" y2="404" stroke="#4f5d75" stroke-width="1" marker-end="url(#arrow)"/>
+
+  <rect x="156" y="416" width="100" height="12" rx="2" fill="#f5f5f5"/>
+  <text x="206" y="426" fill="#7a8399" font-size="8" font-family="monospace" text-anchor="middle" letter-spacing="0.06em">SIDEKICK-START</text>
+  <line x1="112" y1="440" x2="316" y2="440" stroke="#4f5d75" stroke-width="1" marker-end="url(#arrow)"/>
+
+  <rect x="184" y="452" width="48" height="12" rx="2" fill="#f5f5f5"/>
+  <text x="208" y="462" fill="#7a8399" font-size="8" font-family="monospace" text-anchor="middle" letter-spacing="0.06em">STOP</text>
+  <line x1="112" y1="476" x2="316" y2="476" stroke="#4f5d75" stroke-width="1" marker-end="url(#arrow)"/>
+
+  <text x="332" y="466" fill="#7a8399" font-size="8" font-style="italic">repeats each exchange</text>
+
+  <!-- PHASE 3: BACKGROUND EXTRACTION -->
+  <text x="32" y="508" fill="#7a8399" font-size="9" font-style="italic">Background extraction</text>
+
+  <rect x="380" y="516" width="96" height="12" rx="2" fill="#f5f5f5"/>
+  <text x="428" y="526" fill="#7a8399" font-size="8" font-family="monospace" text-anchor="middle" letter-spacing="0.06em">HAND_OFF_FLUSH</text>
+  <line x1="324" y1="540" x2="536" y2="540" stroke="#4f5d75" stroke-width="1" stroke-dasharray="5,4" marker-end="url(#arrow-open)"/>
+  <text x="332" y="556" fill="#7a8399" font-size="8" font-style="italic">periodic, idle (5 min), or session-end</text>
+
+  <rect x="620" y="568" width="28" height="12" rx="2" fill="#f5f5f5"/>
+  <text x="634" y="578" fill="#2e5aa8" font-size="8" font-family="monospace" text-anchor="middle" letter-spacing="0.06em">ADD</text>
+  <line x1="544" y1="592" x2="736" y2="592" stroke="#2e5aa8" stroke-width="1" marker-end="url(#arrow-link)"/>
+  <rect x="564" y="596" width="160" height="12" rx="2" fill="#f5f5f5"/>
+  <text x="644" y="606" fill="#7a8399" font-size="8" font-family="monospace" text-anchor="middle">agent_id + user_id + app_id + run_id</text>
+
+  <rect x="616" y="616" width="48" height="12" rx="2" fill="#f5f5f5"/>
+  <text x="640" y="626" fill="#7a8399" font-size="8" font-family="monospace" text-anchor="middle" letter-spacing="0.06em">STORED</text>
+  <line x1="736" y1="640" x2="544" y2="640" stroke="#4f5d75" stroke-width="1" stroke-dasharray="5,4" marker-end="url(#arrow)"/>
+
+  <!-- PHASE 4: ON-DEMAND -->
+  <text x="32" y="672" fill="#7a8399" font-size="9" font-style="italic">On-demand (skills + tool)</text>
+
+  <rect x="136" y="680" width="144" height="12" rx="2" fill="#f5f5f5"/>
+  <text x="208" y="690" fill="#7a8399" font-size="8" font-family="monospace" text-anchor="middle" letter-spacing="0.04em">/MEM0:SEARCH, FORGET</text>
+  <line x1="112" y1="704" x2="316" y2="704" stroke="#4f5d75" stroke-width="1" marker-end="url(#arrow)"/>
+  <rect x="468" y="680" width="108" height="12" rx="2" fill="#f5f5f5"/>
+  <text x="522" y="690" fill="#2e5aa8" font-size="8" font-family="monospace" text-anchor="middle" letter-spacing="0.04em">SEARCH / DELETE</text>
+  <line x1="324" y1="704" x2="736" y2="704" stroke="#2e5aa8" stroke-width="1" marker-end="url(#arrow-link)"/>
+
+  <!-- ACTIVATION BARS -->
+  <rect x="316" y="124" width="8" height="232" fill="rgba(45,49,66,0.06)" stroke="#4f5d75" stroke-width="0.8"/>
+  <rect x="316" y="400" width="8" height="84" fill="rgba(45,49,66,0.06)" stroke="#4f5d75" stroke-width="0.8"/>
+  <rect x="316" y="536" width="8" height="12" fill="rgba(45,49,66,0.06)" stroke="#4f5d75" stroke-width="0.8"/>
+  <rect x="316" y="700" width="8" height="12" fill="rgba(45,49,66,0.06)" stroke="#4f5d75" stroke-width="0.8"/>
+  <rect x="736" y="268" width="8" height="40" fill="rgba(45,49,66,0.06)" stroke="#4f5d75" stroke-width="0.8"/>
+  <rect x="536" y="536" width="8" height="108" fill="rgba(45,49,66,0.06)" stroke="#4f5d75" stroke-width="0.8"/>
+  <rect x="736" y="588" width="8" height="56" fill="rgba(45,49,66,0.06)" stroke="#4f5d75" stroke-width="0.8"/>
+  <rect x="736" y="700" width="8" height="12" fill="rgba(45,49,66,0.06)" stroke="#4f5d75" stroke-width="0.8"/>
+
+  <!-- ACTOR BOXES -->
+  <rect x="48" y="36" width="120" height="40" rx="6" fill="#ececec" stroke="#2d3142" stroke-width="1"/>
+  <text x="108" y="60" fill="#2d3142" font-size="12" font-weight="600" text-anchor="middle">Claude Code</text>
+
+  <rect x="268" y="36" width="104" height="40" rx="6" fill="rgba(235,108,54,0.08)" stroke="#eb6c36" stroke-width="1"/>
+  <rect x="276" y="42" width="44" height="12" rx="2" fill="transparent" stroke="#eb6c36" stroke-width="0.8" stroke-opacity="0.5"/>
+  <text x="298" y="51" fill="#eb6c36" font-size="7" font-family="monospace" text-anchor="middle" letter-spacing="0.08em">PLUGIN</text>
+  <text x="320" y="64" fill="#2d3142" font-size="12" font-weight="600" text-anchor="middle">Mem0</text>
+
+  <rect x="476" y="36" width="128" height="40" rx="6" fill="rgba(45,49,66,0.05)" stroke="#4f5d75" stroke-width="1"/>
+  <rect x="484" y="42" width="52" height="12" rx="2" fill="transparent" stroke="#4f5d75" stroke-width="0.8" stroke-opacity="0.5"/>
+  <text x="510" y="51" fill="#7a8399" font-size="7" font-family="monospace" text-anchor="middle" letter-spacing="0.08em">DETACHED</text>
+  <text x="540" y="64" fill="#2d3142" font-size="12" font-weight="600" text-anchor="middle">flush_worker</text>
+
+  <rect x="680" y="36" width="120" height="40" rx="6" fill="rgba(45,49,66,0.03)" stroke="rgba(45,49,66,0.3)" stroke-width="1"/>
+  <rect x="688" y="42" width="28" height="12" rx="2" fill="transparent" stroke="rgba(45,49,66,0.3)" stroke-width="0.8"/>
+  <text x="702" y="51" fill="#7a8399" font-size="7" font-family="monospace" text-anchor="middle" letter-spacing="0.08em">API</text>
+  <text x="740" y="64" fill="#2d3142" font-size="12" font-weight="600" text-anchor="middle">Mem0 Platform</text>
+</svg>
@@ -1,5 +1,6 @@
 ---
-title: Overview
+title: "Integrations Overview"
+sidebarTitle: "Overview"
 description: "Overview of Mem0 integrations with popular AI frameworks and tools for persistent memory and context management."
 ---

@@ -15,6 +16,8 @@ Mem0 seamlessly integrates with popular AI frameworks and tools to enhance your
  **Universal Integration**: Use <Link href="/platform/mem0-mcp">Mem0 MCP</Link> for a standardized protocol that works with ANY AI client.
 </Callout>

+Sidekick is available only in the [Claude Code plugin](/integrations/claude-code#sidekick-agent). Other plugins, including the portable package, provide memory without Sidekick.
+
 Here are the available integrations for Mem0:

 ## Integrations
@@ -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

@@ -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`)
@@ -1,16 +1,22 @@
 ---
 title: Antigravity
-description: "Add persistent memory to Google Antigravity with the Mem0 plugin: MCP server, lifecycle hooks, and slash commands."
+description: "Add persistent memory to Google Antigravity with the Mem0 plugin: a search tool, lifecycle hooks, and memory skills."
 ---

-Add persistent memory to [**Google Antigravity**](https://antigravity.google) (`agy` CLI and Desktop IDE) with the Mem0 plugin. Your agent forgets everything between sessions. Mem0 fixes that by storing decisions, preferences, and learnings so they carry over automatically.
+Add persistent memory to [**Google Antigravity**](https://antigravity.google) (`agy` CLI and Desktop IDE) with the Mem0 plugin. The plugin captures completed work, and Antigravity can search those memories in later sessions.
+
+<Info>Current plugin version: `0.3.1`.</Info>
+
+Sidekick is available only in the [Claude Code plugin](/integrations/claude-code#sidekick-agent).

 ## 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:
+2. Python 3.10 or newer available as `python3`
+
+3. Add the key to your shell profile so it persists across sessions:

 <CodeGroup>
 ```bash zsh
@@ -26,22 +32,32 @@ echo 'export MEM0_API_KEY="m0-your-api-key"' >> ~/.bashrc && source ~/.bashrc

 **Option A: degit** (recommended):

+<Warning>
+  When upgrading an existing installation, move `~/.gemini/config/plugins/mem0` aside first. Installing over that directory can leave obsolete files from older plugin versions.
+</Warning>
+
 ```bash
 # Install the plugin (MCP server, hooks, scripts)
-npx degit mem0ai/mem0/integrations/mem0-plugin ~/.gemini/config/plugins/mem0
+npx degit mem0ai/mem0/integrations/antigravity-plugin ~/.gemini/config/plugins/mem0
 ```

-This installs the MCP server, lifecycle hooks, and shared scripts.
+This installs the generated Antigravity bundle with the Mem0 server, lifecycle hooks, and six memory skills.

 ## What's Included

 | Component | Included |
 |-----------|:--------:|
-| MCP Server (9 memory tools) | Yes |
+| Local MCP Server (`search_memories`) | Yes |
 | Lifecycle Hooks | Yes |
-| 16 Slash Commands | Yes |
+| 6 Memory Skills | Yes |

-## Available MCP Tools
+## Memory tools and skills
+
+The full plugin exposes a focused `search_memories` tool and captures completed work through lifecycle hooks. Six skills provide search, status, remember, forget, pause, and resume workflows.
+
+If you need the full set of direct CRUD tools, connect the [hosted Mem0 MCP server](/platform/mem0-mcp) separately instead of installing both configurations under the same server name.
+
+## Hosted MCP tools

 | Tool | Description |
 |------|-------------|
@@ -57,23 +73,52 @@ This installs the MCP server, lifecycle hooks, and shared scripts.

 ## Lifecycle Hooks

-The plugin uses the same shell scripts as Claude Code, Cursor, and Codex: hooks bridge environment variables using `${extensionPath}` (Antigravity's plugin-root token).
+The plugin translates Antigravity events into the shared Mem0 capture lifecycle.

 | Hook | Event | What it does |
 |------|-------|-------------|
-| **Session start** | `SessionStart` | Loads prior memories and displays status banner |
-| **User prompt** | `UserPromptSubmit` | Searches relevant memories before each message |
-| **Pre-tool** | `PreToolUse` | Blocks MEMORY.md writes, enforces `user_id`/`app_id` on mem0 tools |
-| **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) |
+| **Invocation** | `PreInvocation` | Initializes the first invocation and recovers pending capture |
+| **Post-tool** | `PostToolUse` | Records useful tool results and failures |
+| **Stop** | `Stop` | Reads completed transcript messages and starts a background flush |

-What you type is stored as yours. What the agent produces (session summaries and compaction summaries) is stored as the assistant's, so its suggestions never become your stated preferences.
+Recall is explicit through `search_memories` and the search skill. The current Antigravity adapter does not inject query-specific memory during `PreInvocation` because that event does not include the user's prompt.
+
+What you type is stored as yours. Captured agent summaries are stored as the assistant's, so its suggestions never become your stated preferences.
+
+## Antigravity 1.1.25 workarounds
+
+Antigravity 1.1.25 can validate a plugin's `mcp_config.json` without loading the server. Check whether Mem0 is registered:
+
+```bash
+agy mcp list
+```
+
+If `mem0` is absent, register the plugin's bundled server with Antigravity's supported global MCP command, then start a new session:
+
+```bash
+agy mcp add mem0 python3 ~/.gemini/config/plugins/mem0/core/mcp_server.py
+```
+
+The same release can send hooks with an empty `workspacePaths` array. For the `agy` CLI, pass the current repository explicitly:
+
+```bash
+MEM0_CWD="$PWD" agy
+```
+
+The adapter uses `MEM0_CWD` only when Antigravity omits the workspace. If neither value is available, it skips recall and capture instead of writing memories under an incorrect repository scope.
+
+## Search and capture
+
+The local `search_memories` tool accepts `query`, `top_k`, `category`, `scope` (`repo`, `dir`, or `mine`), and optional `run_id` with every scope. Use a known session ID to recall memories saved in that session; omit it to search across sessions. See [search scopes](/integrations/claude-code#search-scope) for the shared Python search contract, including legacy repository memory compatibility.
+
+Captured prompts and responses retain their full redacted text without a per-message character cutoff. Large extraction inputs are split across requests without dropping message text; recall output and tool-result previews have separate limits.

 ## Troubleshooting

 - **No tools appearing**: Restart your Antigravity session after installation
- **"Connection failed"**: Verify your key is set: `echo $MEM0_API_KEY`
- **MCP 401 Unauthorized**: If `${MEM0_API_KEY}` interpolation doesn't work in your `agy` version, replace with your literal key in `mcp_config.json`
+- **No `mem0` entry in `agy mcp list`**: Use the Antigravity 1.1.25 global MCP registration command above
+- **Hooks do not capture in the CLI**: Launch `agy` with `MEM0_CWD="$PWD"`
+- **"Connection failed"**: Verify your key is set without printing it: `test -n "$MEM0_API_KEY" && echo configured`

 <CardGroup cols={2}>
  <Card title="Mem0 MCP Setup" icon="puzzle-piece" href="/platform/mem0-mcp">
--- a/Show More
+++ b/Show More