Compare commits

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Author SHA1 Message Date
karthikandClaude Opus 4.8 1c448b3eec docs(llms): add Dream API reference pages to llms.txt
The check-llms-txt CI (and the CI Gate that aggregates it) failed because the 8
new Dream API-reference pages weren't listed in docs/llms.txt. Add a Dream
subsection [Platform] between Projects and Webhooks. `check-llms-txt-coverage.py`
now reports in sync.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-08-27 18:48:29 +05:30
karthikandClaude Opus 4.8 806e15e927 fix(api-reference): use nullable array for dream activity sources
`type: null` is not valid OpenAPI 3.0.1, so the spec failed validation and
Mintlify rendered the Dream pages blank. Represent the always-null `sources`
field on the activity feed as a nullable array (parity with the runs feed).

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-08-25 20:47:15 +05:30
karthikandClaude Opus 4.8 6f804a8a20 docs(api-reference): add Dream (memory synthesis) endpoints
Dream shipped to prod but its API endpoints weren't in the API reference. Add
the org/project-scoped Dream endpoints (OpenAPI spec + per-endpoint pages + nav):

- GET/PATCH dream/config/  — get / update Synthesis config + plan entitlements
- GET  dream/stats/        — lifecycle + synthesis counts
- GET  dream/activity/     — supersede/merge feed (keyset-paginated)
- GET  dream/runs/         — synthesis runs feed
- GET  dream/runs/{run_id}/memories/       — memories within a run
- GET  dream/memory/{memory_id}/sources/   — a synthesized memory's sources
- POST dream/preview/      — no-write scope preview

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-08-25 19:58:25 +05:30
HimanshuandGitHub 39bc023305 docs(integrations): add Vercel Marketplace (managed) integration page (#7100) 2026-08-24 22:22:04 +05:30
krishna soniandGitHub b1342a3408 refactor: replace custom validator with Pydantic extra="forbid" config (#7089) 2026-08-24 21:17:57 +05:30
KartikandGitHub b717e38785 refactor(integrations): rename dsh-mem0 to deepseek-plugin, strands-mem0 to mem0-strands (#7098) 2026-08-24 19:21:23 +05:30
54 changed files with 1189 additions and 145 deletions
+4 -4
View File
@@ -21,10 +21,10 @@ Package workflows keep their own push-to-main and manual triggers. Their `pull_r
| 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 |
| 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 +60,9 @@ 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.
+17 -17
View File
@@ -41,10 +41,10 @@ jobs:
mem0_plugin: ${{ steps.filter.outputs.mem0_plugin }}
opencode_plugin: ${{ steps.filter.outputs.opencode_plugin }}
pi_agent_plugin: ${{ steps.filter.outputs.pi_agent_plugin }}
dsh_mem0: ${{ steps.filter.outputs.dsh_mem0 }}
deepseek_plugin: ${{ steps.filter.outputs.deepseek_plugin }}
n8n_nodes_mem0: ${{ steps.filter.outputs.n8n_nodes_mem0 }}
zapier_mem0: ${{ steps.filter.outputs.zapier_mem0 }}
strands_mem0: ${{ steps.filter.outputs.strands_mem0 }}
mem0_strands: ${{ steps.filter.outputs.mem0_strands }}
docs_llms_txt: ${{ steps.filter.outputs.docs_llms_txt }}
github_scripts: ${{ steps.filter.outputs.github_scripts }}
steps:
@@ -90,9 +90,9 @@ jobs:
- 'integrations/pi-agent-plugin/**'
- '.github/workflows/pi-agent-plugin-checks.yml'
- '.github/workflows/ci-gate.yml'
dsh_mem0:
- 'integrations/dsh-mem0/**'
- '.github/workflows/dsh-mem0-checks.yml'
deepseek_plugin:
- 'integrations/deepseek-plugin/**'
- '.github/workflows/deepseek-plugin-checks.yml'
- '.github/workflows/ci-gate.yml'
n8n_nodes_mem0:
- 'integrations/n8n-nodes-mem0/**'
@@ -101,9 +101,9 @@ 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'
@@ -176,11 +176,11 @@ 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 +195,11 @@ 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:
@@ -239,10 +239,10 @@ jobs:
- mem0-plugin
- 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 +7,8 @@ on:
push:
branches: [main]
paths:
- 'integrations/dsh-mem0/**'
- '.github/workflows/dsh-mem0-checks.yml'
- 'integrations/deepseek-plugin/**'
- '.github/workflows/deepseek-plugin-checks.yml'
workflow_call:
jobs:
@@ -27,13 +27,13 @@ jobs:
with:
node-version: 20
cache: 'pnpm'
cache-dependency-path: integrations/dsh-mem0/pnpm-lock.yaml
cache-dependency-path: integrations/deepseek-plugin/pnpm-lock.yaml
- name: Install dependencies
run: cd integrations/dsh-mem0 && pnpm install --frozen-lockfile
run: cd integrations/deepseek-plugin && pnpm install --frozen-lockfile
- name: Type check
run: cd integrations/dsh-mem0 && pnpm exec tsc --noEmit
run: cd integrations/deepseek-plugin && pnpm exec tsc --noEmit
test:
runs-on: ubuntu-latest
@@ -53,13 +53,13 @@ jobs:
with:
node-version: ${{ matrix.node-version }}
cache: 'pnpm'
cache-dependency-path: integrations/dsh-mem0/pnpm-lock.yaml
cache-dependency-path: integrations/deepseek-plugin/pnpm-lock.yaml
- name: Install dependencies
run: cd integrations/dsh-mem0 && pnpm install --frozen-lockfile
run: cd integrations/deepseek-plugin && pnpm install --frozen-lockfile
- name: Run tests
run: cd integrations/dsh-mem0 && pnpm exec vitest run
run: cd integrations/deepseek-plugin && pnpm exec vitest run
build:
runs-on: ubuntu-latest
@@ -76,15 +76,15 @@ jobs:
with:
node-version: 20
cache: 'pnpm'
cache-dependency-path: integrations/dsh-mem0/pnpm-lock.yaml
cache-dependency-path: integrations/deepseek-plugin/pnpm-lock.yaml
- name: Install dependencies
run: cd integrations/dsh-mem0 && pnpm install --frozen-lockfile
run: cd integrations/deepseek-plugin && pnpm install --frozen-lockfile
- name: Build
run: cd integrations/dsh-mem0 && pnpm build
run: cd integrations/deepseek-plugin && pnpm build
- name: Verify dist output exists
run: |
test -f integrations/dsh-mem0/dist/index.js || (echo "Build output missing: dist/index.js" && exit 1)
test -f integrations/dsh-mem0/dist/index.d.ts || (echo "Build output missing: dist/index.d.ts" && exit 1)
test -f integrations/deepseek-plugin/dist/index.js || (echo "Build output missing: dist/index.js" && exit 1)
test -f integrations/deepseek-plugin/dist/index.d.ts || (echo "Build output missing: dist/index.d.ts" && exit 1)
@@ -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: ${{ matrix.python-version }}
- name: Install dev dependencies
working-directory: integrations/strands-mem0/python
working-directory: integrations/mem0-strands/python
run: pip install -e ".[dev]"
- name: Run tests
working-directory: integrations/strands-mem0/python
working-directory: integrations/mem0-strands/python
run: pytest
build:
@@ -73,10 +73,10 @@ jobs:
run: pip install hatch
- name: Build
working-directory: integrations/strands-mem0/python
working-directory: integrations/mem0-strands/python
run: hatch build --clean
- name: Verify dist output
run: |
ls integrations/strands-mem0/python/dist/*.whl || (echo "Wheel file missing" && exit 1)
ls integrations/strands-mem0/python/dist/*.tar.gz || (echo "Source dist missing" && exit 1)
ls integrations/mem0-strands/python/dist/*.whl || (echo "Wheel file missing" && exit 1)
ls integrations/mem0-strands/python/dist/*.tar.gz || (echo "Source dist missing" && exit 1)
+2 -2
View File
@@ -45,9 +45,9 @@ jobs:
openclaw-v*) workflow="openclaw-cd.yml" ;;
opencode-v*) workflow="opencode-plugin-cd.yml" ;;
pi-agent-v*) workflow="pi-agent-plugin-cd.yml" ;;
dsh-mem0-v*) workflow="dsh-mem0-cd.yml" ;;
deepseek-plugin-v*) workflow="deepseek-plugin-cd.yml" ;;
n8n-nodes-mem0-v*) workflow="n8n-nodes-mem0-cd.yml" ;;
strands-mem0-v*) workflow="strands-mem0-cd.yml" ;;
mem0-strands-v*) workflow="mem0-strands-cd.yml" ;;
v*) workflow="cd.yml" ;;
*)
echo "::error::Release tag '$TAG' does not match any known package prefix — nothing will be published. See the tag prefix table in AGENTS.md."
+1 -1
View File
@@ -192,6 +192,6 @@ testing.ipynb
.weave/
# TypeScript incremental build info and local, uncommitted e2e scripts (used by the integrations, e.g. integrations/dsh-mem0)
# TypeScript incremental build info and local, uncommitted e2e scripts (used by the integrations, e.g. integrations/deepseek-plugin)
*.tsbuildinfo
*.local.mjs
@@ -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/"
---
+3 -3
View File
@@ -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.
+5 -5
View File
@@ -2841,9 +2841,9 @@ 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="2026-08-24" description="mem0-strands v0.1.0">
**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))
**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 +2863,9 @@ Existing memories written by the previous versions are not rewritten. If your me
<Tab title="DeepSeek Harness">
<Update label="2026-08-24" description="dsh-mem0 v0.1.0">
<Update label="2026-08-24" description="deepseek-plugin v0.1.0">
**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))
**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 +2874,7 @@ 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>
+16 -1
View File
@@ -325,6 +325,7 @@
"integrations/google-ai-adk",
"integrations/mastra",
"integrations/vercel-ai-sdk",
"integrations/vercel",
"integrations/chatdev",
"integrations/strands"
]
@@ -383,7 +384,7 @@
"integrations/openclaw",
"integrations/hermes",
"integrations/pi-agent",
"integrations/dsh-mem0"
"integrations/deepseek-plugin"
]
}
]
@@ -538,6 +539,20 @@
"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",
@@ -3,7 +3,7 @@ title: DeepSeek Harness
description: "Add persistent Mem0 memory to the DeepSeek Harness (Cordis) agent with two native tools: search and add."
---
Add persistent memory to the [**DeepSeek Harness**](https://github.com/deepseek-ai/deepseek-harness) with `@mem0/dsh-mem0`. The Harness agent forgets everything between sessions. This plugin gives it two Mem0-backed tools so recall and writes persist across runs, sharing the same memory bank you already use from Claude Code, Codex, and other agents.
Add persistent memory to the [**DeepSeek Harness**](https://github.com/deepseek-ai/deepseek-harness) with `@mem0/deepseek-plugin`. The Harness agent forgets everything between sessions. This plugin gives it two Mem0-backed tools so recall and writes persist across runs, sharing the same memory bank you already use from Claude Code, Codex, and other agents.
## Overview
@@ -23,8 +23,8 @@ A Cordis plugin is a module exporting `apply(ctx, config)`. This one declares `i
## Prerequisites
1. A Mem0 Platform account and API key:
- <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-dsh-mem0" rel="nofollow">Sign up at app.mem0.ai</a>
- <a href="https://app.mem0.ai/dashboard/api-keys?utm_source=oss&utm_medium=integration-dsh-mem0" rel="nofollow">Get your API key</a> (starts with `m0-`)
- <a href="https://app.mem0.ai?utm_source=oss&utm_medium=integration-deepseek-plugin" rel="nofollow">Sign up at app.mem0.ai</a>
- <a href="https://app.mem0.ai/dashboard/api-keys?utm_source=oss&utm_medium=integration-deepseek-plugin" rel="nofollow">Get your API key</a> (starts with `m0-`)
2. The DeepSeek Harness installed.
@@ -46,14 +46,14 @@ source ~/.bashrc
1. Build the plugin:
```sh
cd integrations/dsh-mem0
cd integrations/deepseek-plugin
pnpm install
pnpm build
```
2. Point the Harness at it. Copy `cordis.example.yml`, set the absolute path to `dist/index.js` and your `userId`, then load it:
```sh
pnpm dsh web --patch ./integrations/dsh-mem0/cordis.example.yml
pnpm dsh web --patch ./integrations/deepseek-plugin/cordis.example.yml
```
3. Open the web UI and ask the agent to remember something, then recall it in a later turn.
@@ -65,7 +65,7 @@ The `cordis.yml` entry looks like this:
- name: "@deepseek-ai/dsh-tools"
- insert:
- id: mem0
name: "/absolute/path/to/integrations/dsh-mem0/dist/index.js"
name: "/absolute/path/to/integrations/deepseek-plugin/dist/index.js"
config:
# apiKey is read from MEM0_API_KEY when omitted here.
userId: "your-user-id"
+4 -4
View File
@@ -3,7 +3,7 @@ title: Strands Agents
description: "Add persistent long-term memory to AWS Strands agents with Mem0, as a native MemoryStore that plugs into the agent loop."
---
Integrate [**Mem0**](https://github.com/mem0ai/mem0) with [Strands Agents](https://github.com/strands-agents/sdk-python), AWS's open-source SDK for building AI agents. The [`strands-mem0`](https://github.com/mem0ai/mem0/tree/main/integrations/strands-mem0) package ships a native `MemoryStore`, so recall and writes happen automatically inside the agent loop, not as tool calls the model has to remember.
Integrate [**Mem0**](https://github.com/mem0ai/mem0) with [Strands Agents](https://github.com/strands-agents/sdk-python), AWS's open-source SDK for building AI agents. The [`mem0-strands`](https://github.com/mem0ai/mem0/tree/main/integrations/mem0-strands) package ships a native `MemoryStore`, so recall and writes happen automatically inside the agent loop, not as tool calls the model has to remember.
## Overview
@@ -17,7 +17,7 @@ Before setting up Mem0 with Strands, ensure you have:
1. Installed the required packages:
```bash
pip install strands-mem0
pip install mem0-strands
```
2. A valid API key:
@@ -31,7 +31,7 @@ Hand a `Mem0MemoryStore` to a `MemoryManager`, and the agent gets automatic reca
import os
from strands import Agent
from strands.memory import MemoryManager
from strands_mem0 import Mem0MemoryStore
from mem0_strands import Mem0MemoryStore
os.environ["MEM0_API_KEY"] = "your-mem0-api-key"
@@ -65,5 +65,5 @@ If you want the model to call memory explicitly instead of (or alongside) the au
## Learn more
- [strands-mem0 on GitHub](https://github.com/mem0ai/mem0/tree/main/integrations/strands-mem0)
- [mem0-strands on GitHub](https://github.com/mem0ai/mem0/tree/main/integrations/mem0-strands)
- [Strands Agents documentation](https://strandsagents.com)
+130
View File
@@ -0,0 +1,130 @@
---
title: Vercel
description: "Add persistent memory to your Vercel apps with the Mem0 Vercel Marketplace integration. Install from the Marketplace, get an API key, and start building."
---
The **Mem0 Vercel integration** provisions managed Mem0 access directly from the [Vercel Marketplace](https://vercel.com/marketplace). Installing it creates a Mem0 account for you and injects a `MEM0_API_KEY` into your Vercel project, so you can add long-term memory to your AI apps and agents in minutes, with no separate signup and billing handled through Vercel.
<Note type="info">
This is the managed Marketplace integration. If you instead want to use Mem0 with the Vercel AI SDK in code, see [Vercel AI SDK](/integrations/vercel-ai-sdk).
</Note>
## Overview
When you install Mem0 from the Vercel Marketplace:
- A Mem0 account and project are created for you (Vercel Native).
- Mem0 environment variables (`MEM0_API_KEY`, `MEM0_ORG_ID`, `MEM0_PROJECT_ID`, `MEM0_BASE_URL`) are added to your connected Vercel project.
- Billing is handled through your Vercel account, with no separate Mem0 subscription.
You call Mem0 from your app with the injected key. There is nothing else to wire up.
## Install
<Steps>
<Step title="Add the integration">
From the [Vercel Marketplace](https://vercel.com/marketplace), find **Mem0** and click **Install**. Choose **Create New Mem0 Account** (Vercel Native).
</Step>
<Step title="Pick a plan">
Select **Hobby** (free) or **Starter** ($20/month). You can change this anytime from the installation settings in your Vercel dashboard.
</Step>
<Step title="Connect a project">
Connect the Mem0 resource to a Vercel project. Mem0 injects its environment variables into that project.
</Step>
<Step title="Redeploy">
Redeploy so the variables are available at runtime, or run `vercel env pull` to use them locally.
</Step>
</Steps>
## Environment variables
The integration sets the following on your connected project:
| Variable | Description |
| --- | --- |
| `MEM0_API_KEY` | Your Mem0 API key, scoped to the org and project created for this installation. This is what you authenticate with. |
| `MEM0_ORG_ID` | The Mem0 organization id for this installation. |
| `MEM0_PROJECT_ID` | The Mem0 project id for this installation. |
| `MEM0_BASE_URL` | The Mem0 API base URL (`https://api.mem0.ai`). |
The API key is scoped to your org and project, so the SDK needs only `MEM0_API_KEY` to get started.
## Quickstart
Install the SDK:
<CodeGroup>
```bash npm
npm install mem0ai
```
```bash pip
pip install mem0ai
```
</CodeGroup>
Add and search memories using the injected key:
<CodeGroup>
```typescript JavaScript
import MemoryClient from "mem0ai";
const memory = new MemoryClient({ apiKey: process.env.MEM0_API_KEY });
// Store a memory
await memory.add(
[{ role: "user", content: "I'm a vegetarian and allergic to nuts." }],
{ userId: "user123" },
);
// Retrieve relevant memories
const results = await memory.search("What are my dietary restrictions?", {
filters: { user_id: "user123" },
});
console.log(results);
```
```python Python
import os
from mem0 import MemoryClient
memory = MemoryClient(api_key=os.environ["MEM0_API_KEY"])
# Store a memory
memory.add(
[{"role": "user", "content": "I'm a vegetarian and allergic to nuts."}],
user_id="user123",
)
# Retrieve relevant memories
results = memory.search("What are my dietary restrictions?", filters={"user_id": "user123"})
print(results)
```
</CodeGroup>
See the [platform quickstart](/platform/quickstart) for the full API.
## Plans and billing
| Plan | Price | Memories | Retrieval calls | Projects | Support |
| --- | --- | --- | --- | --- | --- |
| Hobby | Free | 10,000 | 1,000 / month | 1 | Community |
| Starter | $20 / month | 50,000 | 5,000 / month | 1 | Community |
Billing runs through your Vercel account; Mem0 never charges your card directly. You can upgrade or downgrade anytime from the installation's settings in the Vercel dashboard.
## Managing the integration
- **Change plan:** open the installation in your Vercel dashboard and update the billing plan.
- **Open in Mem0:** use the **Open in Mem0** link to sign in to the Mem0 dashboard for this installation.
- **Uninstall:** removing the integration deactivates the API key and tears down the resource. Any usage for the current period is invoiced before removal.
## Notes
- The integration creates a **new** Mem0 account for the installation. Linking an existing Mem0 account is not supported yet.
- The injected `MEM0_API_KEY` is scoped to the org and project created for this installation, so you do not manage keys by hand.
## Related
- [Platform quickstart](/platform/quickstart)
- [Vercel AI SDK integration](/integrations/vercel-ai-sdk)
+12 -1
View File
@@ -257,12 +257,13 @@ If the user is on a pre-current major (Python < 2, TS < 3, or a Platform call st
- [ChatDev](https://docs.mem0.ai/integrations/chatdev) [Platform]: Use when the user is on ChatDev.
- [Hermes](https://docs.mem0.ai/integrations/hermes) [Both]: Use when the user is on Hermes.
- [Pi Agent](https://docs.mem0.ai/integrations/pi-agent) [Platform]: Use when adding persistent memory to Pi Agent with the Mem0 plugin.
- [DeepSeek Harness](https://docs.mem0.ai/integrations/dsh-mem0) [Platform]: Use when adding persistent memory to the DeepSeek Harness (Cordis) agent via the Mem0 plugin.
- [DeepSeek Harness](https://docs.mem0.ai/integrations/deepseek-plugin) [Platform]: Use when adding persistent memory to the DeepSeek Harness (Cordis) agent via the Mem0 plugin.
- [OpenAI Agents SDK](https://docs.mem0.ai/integrations/openai-agents-sdk) [Platform]: Use when the user is on the OpenAI Agents SDK.
- [Google AI ADK](https://docs.mem0.ai/integrations/google-ai-adk) [Platform]: Use when the user is on Google's Agent Development Kit.
- [Mastra](https://docs.mem0.ai/integrations/mastra) [Platform]: Use when the user is on Mastra (TypeScript).
- [OpenClaw](https://docs.mem0.ai/integrations/openclaw) [Both]: Use when wiring Mem0 into Claude Code or editors via OpenClaw.
- [Vercel AI SDK](https://docs.mem0.ai/integrations/vercel-ai-sdk) [Both]: Use when the user is on the Vercel AI SDK.
- [Vercel](https://docs.mem0.ai/integrations/vercel) [Platform]: Use when deploying on Vercel and installing Mem0 from the Vercel Marketplace.
- [Strands Agents](https://docs.mem0.ai/integrations/strands) [Both]: Use when the user is on AWS Strands and wants a native MemoryStore.
### AI Coding Tools
@@ -382,6 +383,16 @@ All API Reference docs describe Mem0 Platform REST endpoints (requires API key).
- [Remove Project Member](https://docs.mem0.ai/api-reference/project/remove-project-member) [Platform]: Use when removing a member from a project.
- [Delete Project](https://docs.mem0.ai/api-reference/project/delete-project) [Platform]: Use when removing a project.
### Dream
- [Get Dream Configuration](https://docs.mem0.ai/api-reference/dream/get-dream-config) [Platform]: Use when reading a project's Dream (memory synthesis) config and plan entitlements.
- [Update Dream Configuration](https://docs.mem0.ai/api-reference/dream/update-dream-config) [Platform]: Use when enabling/disabling Synthesis or changing its mode for a project.
- [Get Dream Stats](https://docs.mem0.ai/api-reference/dream/get-dream-stats) [Platform]: Use when fetching lifecycle and synthesis counts for the Dream dashboard.
- [Get Dream Activity](https://docs.mem0.ai/api-reference/dream/get-dream-activity) [Platform]: Use when listing recent supersede/merge activity for a project.
- [Get Dream Synthesis Runs](https://docs.mem0.ai/api-reference/dream/get-dream-runs) [Platform]: Use when listing synthesis runs and the memories they generated.
- [Get Memories in a Dream Run](https://docs.mem0.ai/api-reference/dream/get-dream-run-memories) [Platform]: Use when paging the synthesized memories within a single run.
- [Get a Synthesized Memory's Sources](https://docs.mem0.ai/api-reference/dream/get-dream-memory-sources) [Platform]: Use when tracing the source memories a synthesized memory was distilled from.
- [Preview Dream Scope](https://docs.mem0.ai/api-reference/dream/dream-preview) [Platform]: Use when previewing what Synthesis would analyze for a project (no writes).
### Webhooks
- [Create Webhook](https://docs.mem0.ai/api-reference/webhook/create-webhook) [Platform]: Use when registering a webhook endpoint.
- [Get Webhook](https://docs.mem0.ai/api-reference/webhook/get-webhook) [Platform]: Use when fetching webhook config.
+863
View File
@@ -7207,6 +7207,869 @@
}
]
}
},
"/api/v1/orgs/organizations/{org_id}/projects/{project_id}/dream/config/": {
"get": {
"tags": [
"dream"
],
"summary": "Get Dream configuration",
"description": "Retrieve the project's Dream (memory synthesis) configuration together with the plan entitlement snapshot. Dream automatically supersedes/merges memories on the add path; **Synthesis** (reflection) is the opt-in part controlled by `reflection_enabled`.",
"operationId": "get_dream_config",
"parameters": [
{
"name": "org_id",
"in": "path",
"required": true,
"description": "Unique identifier of the organization.",
"schema": {
"type": "string"
}
},
{
"name": "project_id",
"in": "path",
"required": true,
"description": "Unique identifier of the project.",
"schema": {
"type": "string"
}
}
],
"responses": {
"200": {
"description": "Successful response.",
"content": {
"application/json": {
"schema": {
"type": "object",
"properties": {
"config": {
"type": "object",
"properties": {
"reflection_enabled": {
"type": "boolean",
"description": "Whether background synthesis (reflection) is enabled for the project."
},
"reflection_enabled_at": {
"type": "string",
"description": "When synthesis was last enabled. Synthesis only considers memories created on or after this time (forward-only).",
"format": "date-time",
"nullable": true
},
"reflection_mode": {
"type": "string",
"description": "Synthesis execution mode.",
"enum": [
"batch",
"direct"
]
}
}
},
"entitlements": {
"type": "object",
"properties": {
"plan": {
"type": "string",
"description": "Resolved billing tier for the project (e.g. `free`, `pro`, `custom`)."
},
"reflection_interval_days": {
"type": "integer",
"description": "How often synthesis runs for this plan, in days (Pro weekly, Enterprise daily)."
},
"features": {
"type": "object",
"properties": {},
"description": "Per-feature entitlement snapshot, keyed by Dream feature (e.g. `dream_reflection`, `dream_tab`, `dream_preview`).",
"additionalProperties": {
"type": "object",
"properties": {
"entitled": {
"type": "boolean",
"description": "Whether the plan is entitled to the feature."
},
"killed": {
"type": "boolean",
"description": "Whether the feature is globally disabled by a kill switch."
},
"enabled": {
"type": "boolean",
"description": "Effective state: entitled AND not killed AND turned on."
}
}
}
}
}
}
}
}
}
}
}
}
},
"patch": {
"tags": [
"dream"
],
"summary": "Update Dream configuration",
"description": "Enable or disable Synthesis (reflection) for the project, or change the reflection mode. Requires a Pro or Enterprise (CUSTOM) plan and organization-owner permission. Synthesis is forward-only: after enabling, it only synthesizes memories added from that point on.",
"operationId": "update_dream_config",
"parameters": [
{
"name": "org_id",
"in": "path",
"required": true,
"description": "Unique identifier of the organization.",
"schema": {
"type": "string"
}
},
{
"name": "project_id",
"in": "path",
"required": true,
"description": "Unique identifier of the project.",
"schema": {
"type": "string"
}
}
],
"requestBody": {
"required": true,
"content": {
"application/json": {
"schema": {
"type": "object",
"properties": {
"reflection_enabled": {
"type": "boolean",
"description": "Turn background synthesis on or off."
},
"reflection_mode": {
"type": "string",
"description": "Synthesis execution mode.",
"enum": [
"batch",
"direct"
]
}
}
}
}
}
},
"responses": {
"200": {
"description": "Updated configuration.",
"content": {
"application/json": {
"schema": {
"type": "object",
"properties": {
"config": {
"type": "object",
"properties": {
"reflection_enabled": {
"type": "boolean",
"description": "Whether background synthesis (reflection) is enabled for the project."
},
"reflection_enabled_at": {
"type": "string",
"description": "When synthesis was last enabled. Synthesis only considers memories created on or after this time (forward-only).",
"format": "date-time",
"nullable": true
},
"reflection_mode": {
"type": "string",
"description": "Synthesis execution mode.",
"enum": [
"batch",
"direct"
]
}
}
},
"entitlements": {
"type": "object",
"properties": {
"plan": {
"type": "string",
"description": "Resolved billing tier for the project (e.g. `free`, `pro`, `custom`)."
},
"reflection_interval_days": {
"type": "integer",
"description": "How often synthesis runs for this plan, in days (Pro weekly, Enterprise daily)."
},
"features": {
"type": "object",
"properties": {},
"description": "Per-feature entitlement snapshot, keyed by Dream feature (e.g. `dream_reflection`, `dream_tab`, `dream_preview`).",
"additionalProperties": {
"type": "object",
"properties": {
"entitled": {
"type": "boolean",
"description": "Whether the plan is entitled to the feature."
},
"killed": {
"type": "boolean",
"description": "Whether the feature is globally disabled by a kill switch."
},
"enabled": {
"type": "boolean",
"description": "Effective state: entitled AND not killed AND turned on."
}
}
}
}
}
}
}
}
}
}
},
"400": {
"description": "Validation error (e.g. a field the plan is not entitled to change)."
},
"403": {
"description": "Not entitled on the current plan (`upgrade_required: true`), or the caller is not an organization owner."
}
}
}
},
"/api/v1/orgs/organizations/{org_id}/projects/{project_id}/dream/stats/": {
"get": {
"tags": [
"dream"
],
"summary": "Get Dream stats",
"description": "Lifecycle + synthesis counts for the project's Dream dashboard, plus reflection freshness. Requires a Pro or Enterprise (CUSTOM) plan.",
"operationId": "get_dream_stats",
"parameters": [
{
"name": "org_id",
"in": "path",
"required": true,
"description": "Unique identifier of the organization.",
"schema": {
"type": "string"
}
},
{
"name": "project_id",
"in": "path",
"required": true,
"description": "Unique identifier of the project.",
"schema": {
"type": "string"
}
}
],
"responses": {
"200": {
"description": "Successful response.",
"content": {
"application/json": {
"schema": {
"type": "object",
"properties": {
"active": {
"type": "integer",
"description": "Active (current) memory count."
},
"merged": {
"type": "integer",
"description": "Count of memories merged into a canonical one."
},
"superseded": {
"type": "integer",
"description": "Count of memories superseded by a newer one."
},
"synthesized": {
"type": "integer",
"description": "Count of higher-order pattern memories created by synthesis."
},
"last_run_at": {
"type": "string",
"description": "When synthesis last completed.",
"format": "date-time",
"nullable": true
},
"processed_through": {
"type": "string",
"description": "Timestamp of the newest source memory synthesis has processed.",
"format": "date-time",
"nullable": true
},
"running": {
"type": "boolean",
"description": "Whether a synthesis run is currently in flight."
},
"next_run_at": {
"type": "string",
"description": "Projected next synthesis run.",
"format": "date-time",
"nullable": true
}
}
}
}
}
},
"403": {
"description": "Not entitled on the current plan (`upgrade_required: true`)."
}
}
}
},
"/api/v1/orgs/organizations/{org_id}/projects/{project_id}/dream/activity/": {
"get": {
"tags": [
"dream"
],
"summary": "Get Dream activity",
"description": "Supersede/merge activity feed (newest first), keyset-paginated. Synthesis output is not included here — see the runs endpoint.",
"operationId": "get_dream_activity",
"parameters": [
{
"name": "org_id",
"in": "path",
"required": true,
"description": "Unique identifier of the organization.",
"schema": {
"type": "string"
}
},
{
"name": "project_id",
"in": "path",
"required": true,
"description": "Unique identifier of the project.",
"schema": {
"type": "string"
}
},
{
"name": "limit",
"in": "query",
"required": false,
"description": "Page size (default 50, max 200).",
"schema": {
"type": "integer",
"default": 50
}
},
{
"name": "cursor",
"in": "query",
"required": false,
"description": "Opaque keyset cursor from a previous page's `next_cursor`.",
"schema": {
"type": "string"
}
}
],
"responses": {
"200": {
"description": "Successful response.",
"content": {
"application/json": {
"schema": {
"type": "object",
"properties": {
"results": {
"type": "array",
"items": {
"type": "object",
"properties": {
"memory_id": {
"type": "string",
"description": "The superseded/merged memory's ID."
},
"text": {
"type": "string",
"description": "The memory's text (truncated)."
},
"transition": {
"type": "string",
"description": "Lifecycle transition.",
"enum": [
"merged",
"superseded"
]
},
"at": {
"type": "string",
"description": "When the transition happened.",
"format": "date-time"
},
"replaced_by": {
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "ID of the newer memory."
},
"text": {
"type": "string",
"description": "Text of the newer memory (truncated).",
"nullable": true
}
},
"nullable": true,
"description": "The newer memory that replaced this one (null for a merge with no single replacement)."
},
"sources": {
"type": "array",
"items": {
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "Source memory ID."
},
"text": {
"type": "string",
"description": "Source memory text (truncated)."
}
}
},
"nullable": true,
"description": "Always null on this feed; synthesis provenance is shown on the runs feed."
}
}
}
},
"next_cursor": {
"type": "string",
"description": "Cursor for the next page, or null when there are no more.",
"nullable": true
}
}
}
}
}
}
}
}
},
"/api/v1/orgs/organizations/{org_id}/projects/{project_id}/dream/runs/": {
"get": {
"tags": [
"dream"
],
"summary": "Get Dream synthesis runs",
"description": "Synthesis activity grouped per run (newest first), keyset-paginated. Each run inlines its first page of synthesized memories with their sources; larger runs page the rest via the run-memories endpoint.",
"operationId": "get_dream_runs",
"parameters": [
{
"name": "org_id",
"in": "path",
"required": true,
"description": "Unique identifier of the organization.",
"schema": {
"type": "string"
}
},
{
"name": "project_id",
"in": "path",
"required": true,
"description": "Unique identifier of the project.",
"schema": {
"type": "string"
}
},
{
"name": "limit",
"in": "query",
"required": false,
"description": "Number of runs per page (default 20, max 100).",
"schema": {
"type": "integer",
"default": 20
}
},
{
"name": "cursor",
"in": "query",
"required": false,
"description": "Opaque keyset cursor from a previous page's `next_cursor`.",
"schema": {
"type": "string"
}
}
],
"responses": {
"200": {
"description": "Successful response.",
"content": {
"application/json": {
"schema": {
"type": "object",
"properties": {
"results": {
"type": "array",
"items": {
"type": "object",
"properties": {
"run_id": {
"type": "string",
"description": "Identifier of the synthesis run."
},
"at": {
"type": "string",
"description": "When the run produced memories.",
"format": "date-time"
},
"count": {
"type": "integer",
"description": "Total synthesized memories in this run."
},
"synthesized": {
"type": "array",
"items": {
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "Synthesized memory ID."
},
"text": {
"type": "string",
"description": "Synthesized (pattern) memory text."
},
"sources": {
"type": "array",
"items": {
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "Source memory ID."
},
"text": {
"type": "string",
"description": "Source memory text (truncated)."
}
}
},
"description": "Source memories this pattern was distilled from."
}
}
},
"description": "First page of synthesized memories (each with its sources)."
},
"has_more": {
"type": "boolean",
"description": "Whether the run has more memories than are inlined here."
},
"mem_cursor": {
"type": "string",
"description": "Cursor to page this run's remaining memories via the run-memories endpoint.",
"nullable": true
},
"sources": {
"type": "array",
"items": {
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "Source memory ID."
},
"text": {
"type": "string",
"description": "Source memory text (truncated)."
}
}
},
"description": "De-duplicated source memories across the inlined page."
}
}
}
},
"next_cursor": {
"type": "string",
"description": "Cursor for the next page, or null when there are no more.",
"nullable": true
}
}
}
}
}
}
}
}
},
"/api/v1/orgs/organizations/{org_id}/projects/{project_id}/dream/runs/{run_id}/memories/": {
"get": {
"tags": [
"dream"
],
"summary": "Get memories in a Dream run",
"description": "Keyset page of the synthesized memories within a single run (for runs whose `has_more` is true).",
"operationId": "get_dream_run_memories",
"parameters": [
{
"name": "org_id",
"in": "path",
"required": true,
"description": "Unique identifier of the organization.",
"schema": {
"type": "string"
}
},
{
"name": "project_id",
"in": "path",
"required": true,
"description": "Unique identifier of the project.",
"schema": {
"type": "string"
}
},
{
"name": "run_id",
"in": "path",
"required": true,
"description": "Identifier of the synthesis run.",
"schema": {
"type": "string"
}
},
{
"name": "limit",
"in": "query",
"required": false,
"description": "Page size (default 50, max 200).",
"schema": {
"type": "integer",
"default": 50
}
},
{
"name": "cursor",
"in": "query",
"required": false,
"description": "Opaque keyset cursor (use the run's `mem_cursor` or a previous `next_cursor`).",
"schema": {
"type": "string"
}
}
],
"responses": {
"200": {
"description": "Successful response.",
"content": {
"application/json": {
"schema": {
"type": "object",
"properties": {
"results": {
"type": "array",
"items": {
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "Synthesized memory ID."
},
"text": {
"type": "string",
"description": "Synthesized (pattern) memory text."
},
"sources": {
"type": "array",
"items": {
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "Source memory ID."
},
"text": {
"type": "string",
"description": "Source memory text (truncated)."
}
}
},
"description": "Source memories this pattern was distilled from."
}
}
}
},
"next_cursor": {
"type": "string",
"description": "Cursor for the next page, or null when there are no more.",
"nullable": true
}
}
}
}
}
}
}
}
},
"/api/v1/orgs/organizations/{org_id}/projects/{project_id}/dream/memory/{memory_id}/sources/": {
"get": {
"tags": [
"dream"
],
"summary": "Get a synthesized memory's sources",
"description": "The source memories a synthesized (pattern) memory was distilled from, for the memory drawer's provenance panel.",
"operationId": "get_dream_memory_sources",
"parameters": [
{
"name": "org_id",
"in": "path",
"required": true,
"description": "Unique identifier of the organization.",
"schema": {
"type": "string"
}
},
{
"name": "project_id",
"in": "path",
"required": true,
"description": "Unique identifier of the project.",
"schema": {
"type": "string"
}
},
{
"name": "memory_id",
"in": "path",
"required": true,
"description": "ID of the (synthesized) memory.",
"schema": {
"type": "string"
}
}
],
"responses": {
"200": {
"description": "Successful response.",
"content": {
"application/json": {
"schema": {
"type": "object",
"properties": {
"memory_id": {
"type": "string",
"description": "The memory's ID."
},
"synthesized": {
"type": "boolean",
"description": "Whether this memory was produced by synthesis."
},
"sources": {
"type": "array",
"items": {
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "Source memory ID."
},
"text": {
"type": "string",
"description": "Source memory text."
},
"lifecycle_state": {
"type": "string",
"description": "Source memory lifecycle state.",
"enum": [
"active",
"merged",
"superseded"
]
}
}
}
}
}
}
}
}
},
"404": {
"description": "Memory not found in this project."
}
}
}
},
"/api/v1/orgs/organizations/{org_id}/projects/{project_id}/dream/preview/": {
"post": {
"tags": [
"dream"
],
"summary": "Preview Dream scope",
"description": "A no-write preview of the scope Dream synthesis would analyze for the project (a capped sample plus the count of users with enough memories to benefit). Never runs the LLM and never mutates anything.",
"operationId": "dream_preview",
"parameters": [
{
"name": "org_id",
"in": "path",
"required": true,
"description": "Unique identifier of the organization.",
"schema": {
"type": "string"
}
},
{
"name": "project_id",
"in": "path",
"required": true,
"description": "Unique identifier of the project.",
"schema": {
"type": "string"
}
}
],
"responses": {
"200": {
"description": "Successful response.",
"content": {
"application/json": {
"schema": {
"type": "object",
"properties": {
"active_total": {
"type": "integer",
"description": "Total active memories in the project."
},
"scanned": {
"type": "integer",
"description": "How many recent memories the preview aggregated over (capped)."
},
"cap": {
"type": "integer",
"description": "The scan cap applied."
},
"eligible_users": {
"type": "integer",
"description": "Users with enough memories to benefit from synthesis."
},
"note": {
"type": "string",
"description": "Human-readable note about the preview scope."
}
}
}
}
}
},
"403": {
"description": "Preview not available on the current plan (`upgrade_required: true`)."
}
}
}
}
},
"components": {
+5 -5
View File
@@ -9,12 +9,12 @@ Agent and editor integrations. Each subdirectory is self-contained: its own `pac
| `mem0-plugin/` | Claude Code / Cursor / Codex plugin | none | none | pytest |
| `mem0-plugin/.opencode-plugin/` | `@mem0/opencode-plugin` | Bun | none | tsc type-check |
| `pi-agent-plugin/` | `@mem0/pi-agent-plugin` | tsup | none | vitest |
| `dsh-mem0/` | `@mem0/dsh-mem0` | tsup (ESM) | none | vitest |
| `deepseek-plugin/` | `@mem0/deepseek-plugin` | tsup (ESM) | none | vitest |
| `n8n-nodes-mem0/` | `@mem0/n8n-nodes-mem0` | tsc | ESLint (n8n-nodes-base) | none |
| `zapier-mem0/` | `@mem0/zapier` | tsc | none | offline unit tests + `zapier validate` |
| `strands-mem0/` | `strands-mem0` (PyPI) | hatch | Ruff + mypy | pytest |
| `mem0-strands/` | `mem0-strands` (PyPI) | hatch | Ruff + mypy | pytest |
pnpm everywhere except `.opencode-plugin/` (Bun) and `strands-mem0/` (Python: pip / hatch). Never npm, never yarn.
pnpm everywhere except `.opencode-plugin/` (Bun) and `mem0-strands/` (Python: pip / hatch). Never npm, never yarn.
## Commands
@@ -41,10 +41,10 @@ Run the type check after every TypeScript change: `pnpm run typecheck` or `tsc -
- **`vercel-ai-sdk/`** wraps the Vercel AI SDK through a `createMem0` provider. Integrations for AI-SDK repos go through this wrapper, not raw `MemoryClient`.
- **`mem0-plugin/`** connects Claude Code, Cursor, and Codex to the MCP server at `mcp.mem0.ai` and installs lifecycle hooks for automatic memory capture. Exposes 9 MCP tools: `add_memory`, `search_memories`, `get_memories`, `get_memory`, `update_memory`, `delete_memory`, `delete_all_memories`, `delete_entities`, `list_entities`.
- **`openclaw/`**, **`pi-agent-plugin/`**, **`dsh-mem0/`** are editor and agent plugins with the same shape. `dsh-mem0/` registers Mem0 search/add tools as a native DeepSeek Harness (Cordis) plugin.
- **`openclaw/`**, **`pi-agent-plugin/`**, **`deepseek-plugin/`** are editor and agent plugins with the same shape. `deepseek-plugin/` registers Mem0 search/add tools as a native DeepSeek Harness (Cordis) plugin.
- **`n8n-nodes-mem0/`** is an n8n community node: add, search, get, update, delete.
- **`zapier-mem0/`** is a Zapier Platform CLI app: add, search, get, delete. It deploys to Zapier, not npm, so it is **not** in the release router. Deploy it with `gh workflow run zapier-mem0-cd.yml --ref main` (needs the `ZAPIER_DEPLOY_KEY` secret).
- **`strands-mem0/`** is a native Strands `MemoryStore` (Python, published to PyPI as `strands-mem0`). It plugs into the Strands `MemoryManager` for automatic recall and server-side extraction, over the hosted Mem0 platform or self-hosted Mem0 OSS. The package lives under `strands-mem0/python/`.
- **`mem0-strands/`** is a native Strands `MemoryStore` (Python, published to PyPI as `mem0-strands`). It plugs into the Strands `MemoryManager` for automatic recall and server-side extraction, over the hosted Mem0 platform or self-hosted Mem0 OSS. The package lives under `mem0-strands/python/`.
## Adding an integration
@@ -1,4 +1,4 @@
# dsh-mem0
# deepseek-plugin
[Mem0](https://mem0.ai) long-term memory as a native [DeepSeek Harness](https://github.com/deepseek-ai/deepseek-harness) (Cordis) plugin.
@@ -18,7 +18,7 @@ A Cordis plugin is a module exporting `apply(ctx, config)`. This one declares `i
```
[ mem0ai SDK ] <-- managed memory, owned by Mem0
|
[ dsh-mem0: apply(ctx) -> ctx.tools.register(...) ] <-- this package
[ deepseek-plugin: apply(ctx) -> ctx.tools.register(...) ] <-- this package
|
[ DeepSeek Harness ] <-- the agent, loaded via cordis.yml
```
@@ -27,7 +27,7 @@ A Cordis plugin is a module exporting `apply(ctx, config)`. This one declares `i
1. Build the plugin:
```sh
cd integrations/dsh-mem0
cd integrations/deepseek-plugin
pnpm install
pnpm build
```
@@ -37,7 +37,7 @@ A Cordis plugin is a module exporting `apply(ctx, config)`. This one declares `i
```
3. Point Harness at it. Copy `cordis.example.yml`, set the absolute path to `dist/index.js` and your `userId`, then:
```sh
pnpm dsh web --patch ./integrations/dsh-mem0/cordis.example.yml
pnpm dsh web --patch ./integrations/deepseek-plugin/cordis.example.yml
```
4. Open http://127.0.0.1:3080 and ask the agent to remember something, then recall it in a later turn.
@@ -1,7 +1,7 @@
# Example DeepSeek Harness config that loads dsh-mem0 alongside the built-in
# Example DeepSeek Harness config that loads deepseek-plugin alongside the built-in
# tools plugin. Load with:
#
# pnpm dsh web --patch ./integrations/dsh-mem0/cordis.example.yml
# pnpm dsh web --patch ./integrations/deepseek-plugin/cordis.example.yml
#
# The tools plugin (and its system-prompt dependency) must be present, because
# the memory tools contribute schemas the system prompt renders.
@@ -12,7 +12,7 @@
- id: mem0
# Absolute path to the built plugin (run `pnpm build` first), or point
# at src/index.ts when running through tsx during development.
name: "/absolute/path/to/mem0/integrations/dsh-mem0/dist/index.js"
name: "/absolute/path/to/mem0/integrations/deepseek-plugin/dist/index.js"
config:
# apiKey is read from the MEM0_API_KEY env var when omitted here.
userId: "your-user-id"
@@ -1,5 +1,5 @@
{
"name": "@mem0/dsh-mem0",
"name": "@mem0/deepseek-plugin",
"version": "0.1.0",
"description": "Mem0 long-term memory as a native DeepSeek Harness (Cordis) plugin.",
"type": "module",
@@ -7,7 +7,7 @@
"repository": {
"type": "git",
"url": "https://github.com/mem0ai/mem0",
"directory": "integrations/dsh-mem0"
"directory": "integrations/deepseek-plugin"
},
"keywords": [
"deepseek-harness",
@@ -1,5 +1,5 @@
/**
* dsh-mem0: Mem0 long-term memory as a native DeepSeek Harness (Cordis) plugin.
* deepseek-plugin: Mem0 long-term memory as a native DeepSeek Harness (Cordis) plugin.
*
* Registers two agent-callable tools backed by the Mem0 SDK:
* - `search_memory` recalls facts relevant to a query
@@ -69,11 +69,11 @@ const scopeParams = {
export function apply(ctx: Context, config: Config): void {
const apiKey = config.apiKey ?? process.env.MEM0_API_KEY;
if (!apiKey) {
throw new Error("dsh-mem0: set config.apiKey or the MEM0_API_KEY env var");
throw new Error("deepseek-plugin: set config.apiKey or the MEM0_API_KEY env var");
}
const userId = config.userId;
if (!userId) {
throw new Error("dsh-mem0: config.userId is required");
throw new Error("deepseek-plugin: config.userId is required");
}
const client = new MemoryClient({
@@ -1,4 +1,4 @@
strands-mem0
mem0-strands
Copyright 2026 Mem0
This product includes software developed at Mem0 (https://mem0.ai).
@@ -1,5 +1,5 @@
<div align="center">
<h1>strands-mem0</h1>
<h1>mem0-strands</h1>
<h3>Persistent long-term memory for Strands Agents, backed by Mem0</h3>
<p>
A community <a href="https://strandsagents.com/">Strands Agents</a> integration that plugs
@@ -9,7 +9,7 @@
---
`strands-mem0` gives [Strands](https://github.com/strands-agents/sdk-python) agents durable memory
`mem0-strands` gives [Strands](https://github.com/strands-agents/sdk-python) agents durable memory
that survives across sessions, backed by [Mem0](https://mem0.ai). Where the
`mem0_memory` tool is called explicitly by the model, `Mem0MemoryStore` plugs into the **agent loop**
directly: the manager recalls context and injects it automatically, and writes new memories, either
@@ -22,7 +22,7 @@ verbatim or by extracting facts from the conversation.
## Install
```bash
pip install strands-mem0
pip install mem0-strands
```
## Usage
@@ -30,7 +30,7 @@ pip install strands-mem0
```python
from strands import Agent
from strands.memory import MemoryManager
from strands_mem0 import Mem0MemoryStore
from mem0_strands import Mem0MemoryStore
# Recall + write, distilling facts from the conversation via Mem0's server-side extraction.
store = Mem0MemoryStore(user_id="alex", writable=True, extraction=True)
@@ -1,4 +1,4 @@
# strands-mem0 (Python)
# mem0-strands (Python)
Persistent long-term memory for [Strands Agents](https://github.com/strands-agents/sdk-python),
backed by [Mem0](https://mem0.ai).
@@ -6,7 +6,7 @@ backed by [Mem0](https://mem0.ai).
See the [repository README](../README.md) for full usage. Quick start:
```bash
pip install strands-mem0
pip install mem0-strands
```
As a `MemoryStore` that plugs into the agent loop (Strands >= 1.45):
@@ -14,7 +14,7 @@ As a `MemoryStore` that plugs into the agent loop (Strands >= 1.45):
```python
from strands import Agent
from strands.memory import MemoryManager
from strands_mem0 import Mem0MemoryStore
from mem0_strands import Mem0MemoryStore
store = Mem0MemoryStore(user_id="alex", writable=True, extraction=True)
agent = Agent(memory_manager=MemoryManager(stores=[store]))
@@ -32,6 +32,6 @@ hatch run prepare # format + lint + typecheck + test
## Release
Publish a GitHub release tagged `strands-mem0-v*` (e.g. `strands-mem0-v0.1.0`). The
release router (`.github/workflows/release.yml`) dispatches `strands-mem0-cd.yml`,
Publish a GitHub release tagged `mem0-strands-v*` (e.g. `mem0-strands-v0.1.0`). The
release router (`.github/workflows/release.yml`) dispatches `mem0-strands-cd.yml`,
which builds the wheel and publishes it to PyPI via trusted publishing (OIDC).
@@ -3,7 +3,7 @@ requires = ["hatchling"]
build-backend = "hatchling.build"
[project]
name = "strands-mem0"
name = "mem0-strands"
version = "0.1.0"
description = "Persistent long-term memory for Strands agents, backed by Mem0."
readme = "README.md"
@@ -33,7 +33,7 @@ dependencies = [
[project.urls]
Homepage = "https://mem0.ai"
Documentation = "https://github.com/mem0ai/mem0/tree/main/integrations/strands-mem0#readme"
Documentation = "https://github.com/mem0ai/mem0/tree/main/integrations/mem0-strands#readme"
Repository = "https://github.com/mem0ai/mem0"
Issues = "https://github.com/mem0ai/mem0/issues"
@@ -47,7 +47,7 @@ dev = [
]
[tool.hatch.build.targets.wheel]
packages = ["src/strands_mem0"]
packages = ["src/mem0_strands"]
[tool.hatch.envs.default]
dependencies = [
@@ -12,8 +12,8 @@ share one Mem0 backend and namespace.
from importlib.metadata import PackageNotFoundError, version
from strands_mem0.client import Mem0ServiceClient
from strands_mem0.store import Mem0MemoryStore
from mem0_strands.client import Mem0ServiceClient
from mem0_strands.store import Mem0MemoryStore
__all__ = [
"Mem0MemoryStore",
@@ -21,6 +21,6 @@ __all__ = [
]
try:
__version__ = version("strands-mem0")
__version__ = version("mem0-strands")
except PackageNotFoundError: # pragma: no cover - only when running from a source tree
__version__ = "0.0.0+unknown"
@@ -1,4 +1,4 @@
"""A thin wrapper around the Mem0 SDK used by :class:`~strands_mem0.store.Mem0MemoryStore`.
"""A thin wrapper around the Mem0 SDK used by :class:`~mem0_strands.store.Mem0MemoryStore`.
Both Mem0 backends -- the hosted platform (:class:`mem0.MemoryClient`) and
self-hosted OSS (:class:`mem0.Memory`) -- expose the same call shape to the store:
@@ -95,7 +95,7 @@ class Mem0ServiceClient:
from mem0 import Memory
except ImportError as err: # pragma: no cover - exercised via install docs
raise ImportError(
"The mem0ai package is required. Install it with: pip install 'strands-mem0'"
"The mem0ai package is required. Install it with: pip install 'mem0-strands'"
) from err
self.mem0 = Memory.from_config(config)
self.is_platform = False
@@ -104,7 +104,7 @@ class Mem0ServiceClient:
try:
from mem0 import MemoryClient
except ImportError as err: # pragma: no cover - exercised via install docs
raise ImportError("The mem0ai package is required. Install it with: pip install 'strands-mem0'") from err
raise ImportError("The mem0ai package is required. Install it with: pip install 'mem0-strands'") from err
api_key = api_key or os.environ.get("MEM0_API_KEY")
# MemoryClient(host=None) would override the SDK default with None, so only
# pass host when the caller actually set one.
@@ -21,7 +21,7 @@ Example:
```python
from strands import Agent
from strands.memory import MemoryManager
from strands_mem0 import Mem0MemoryStore
from mem0_strands import Mem0MemoryStore
# Recall + write, with Mem0 extracting facts from the conversation server-side.
store = Mem0MemoryStore(user_id="alex", writable=True, extraction=True)
@@ -41,7 +41,7 @@ from typing import Any
from strands.memory import AddMessagesContext, MemoryEntry, MemoryStore, SearchOptions
from strands.types.content import Message
from strands_mem0.client import Mem0ServiceClient
from mem0_strands.client import Mem0ServiceClient
DEFAULT_MAX_SEARCH_RESULTS = 5
# Entity fields that scope a memory in Mem0. At least one must be set.
@@ -92,7 +92,7 @@ class Mem0MemoryStore(MemoryStore):
api_key: Mem0 platform API key (defaults to ``$MEM0_API_KEY``).
host: Mem0 platform base URL.
config: Mem0 OSS config dict for a self-hosted backend.
client: A pre-built :class:`~strands_mem0.client.Mem0ServiceClient`
client: A pre-built :class:`~mem0_strands.client.Mem0ServiceClient`
(for testing, or to wrap your own raw Mem0 client via
``Mem0ServiceClient(client=...)``); when omitted, one is
constructed lazily on first use from ``api_key`` / ``config``.
@@ -8,7 +8,7 @@ what the earlier permissive fakes did not do.
import pytest
from strands_mem0.client import Mem0ServiceClient, _extract_results, _is_platform_client
from mem0_strands.client import Mem0ServiceClient, _extract_results, _is_platform_client
class FakeMemoryClient:
@@ -10,7 +10,7 @@ import pytest
from strands.memory import MemoryEntry, MemoryStore
from strands.memory.types import _has_method, _has_write_sink
from strands_mem0 import Mem0MemoryStore
from mem0_strands import Mem0MemoryStore
@pytest.fixture
@@ -241,7 +241,7 @@ def test_client_constructed_lazily(monkeypatch):
calls["n"] += 1
self.api_key = api_key
monkeypatch.setattr("strands_mem0.store.Mem0ServiceClient", FakeClient)
monkeypatch.setattr("mem0_strands.store.Mem0ServiceClient", FakeClient)
store = Mem0MemoryStore(user_id="alex", api_key="m0-x")
assert calls["n"] == 0 # not built yet
+3 -18
View File
@@ -1,24 +1,9 @@
from typing import Any, Dict
from pydantic import BaseModel, ConfigDict, Field, model_validator
from pydantic import BaseModel, ConfigDict, Field
# TODO: Upgrade to latest pydantic version
class RedisDBConfig(BaseModel):
model_config = ConfigDict(extra="forbid", arbitrary_types_allowed=True)
redis_url: str = Field(..., description="Redis URL")
collection_name: str = Field("mem0", description="Collection name")
embedding_model_dims: int = Field(1536, description="Embedding model dimensions")
@model_validator(mode="before")
@classmethod
def validate_extra_fields(cls, values: Dict[str, Any]) -> Dict[str, Any]:
allowed_fields = set(cls.model_fields.keys())
input_fields = set(values.keys())
extra_fields = input_fields - allowed_fields
if extra_fields:
raise ValueError(
f"Extra fields not allowed: {', '.join(extra_fields)}. Please input only the following fields: {', '.join(allowed_fields)}"
)
return values
model_config = ConfigDict(arbitrary_types_allowed=True)