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Author SHA1 Message Date
Himanshu-Sangshetti c05e889c73 fix(minimax-mem0): convert to Agent Plugins 1.0 format (plugin.json + mcp.json at root)
The runtime imports validate against the open Agent Plugins 1.0 spec
(agent-plugins.org), not the Feishu submission guide's .minimax-plugin/ layout.
Discovered via the in-app import (GitHub Plugin cannot be imported).
2026-08-31 22:34:00 +05:30
Himanshu-Sangshetti 9b7001e44c docs(minimax-mem0): clarify OAuth-only auth in the package + fix MCP URL trailing slash (review) 2026-08-31 18:41:32 +05:30
Himanshu-Sangshetti fa80bfdb3f docs(minimax-mem0): drop internal submission/review notes from repo files 2026-08-31 18:36:08 +05:30
Himanshu-Sangshetti 57b0846784 chore(minimax-mem0): add Apache LICENSE, UTM key link, AGENTS.md rows (plugin conventions) 2026-08-31 18:34:08 +05:30
Himanshu-Sangshetti c9a0c19ac2 feat(integrations): minimax-mem0 — Mem0 plugin for the MiniMax Marketplace
A declarative MiniMax plugin (MiniMax Code desktop / MiniMax Agent cloud) that
gives an agent persistent long-term memory via Mem0.

- MCP capability points at Mem0's hosted server (https://mcp.mem0.ai/mcp/,
  streamable-http); no secrets in the package.
- Skill (skills/memory/SKILL.md) tells the agent when to recall, save, update,
  and delete memory.
- Manifest, icon (180x180), and structure follow the MiniMax plugin spec;
  validated against the submission checklist and size limits.

Open item for MiniMax review: the MCP endpoint is authenticated (OAuth or
API-key bearer), so confirm whether it ships as a remote MCP (runtime handles
the OAuth handshake) or via the App/Connector path.
2026-08-31 16:37:48 +05:30
KartikandGitHub 19cb89aff4 docs: add 301 redirects for 49 legacy 404 pages (#7161) 2026-08-28 17:44:10 +05:30
fdfb763d6e docs(api-reference): add Dream (memory synthesis) endpoints (#7109)
Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>
2026-08-27 22:12:04 +05:30
18 changed files with 1422 additions and 0 deletions
@@ -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/"
---
+210
View File
@@ -539,6 +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",
@@ -1301,6 +1315,202 @@
{
"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"
}
]
}
+10
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@@ -383,6 +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": {
+2
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@@ -13,6 +13,7 @@ Agent and editor integrations. Each subdirectory is self-contained: its own `pac
| `n8n-nodes-mem0/` | `@mem0/n8n-nodes-mem0` | tsc | ESLint (n8n-nodes-base) | none |
| `zapier-mem0/` | `@mem0/zapier` | tsc | none | offline unit tests + `zapier validate` |
| `mem0-strands/` | `mem0-strands` (PyPI) | hatch | Ruff + mypy | pytest |
| `minimax-mem0/` | MiniMax Marketplace plugin | none (declarative) | none | JSON/manifest validation |
pnpm everywhere except `.opencode-plugin/` (Bun) and `mem0-strands/` (Python: pip / hatch). Never npm, never yarn.
@@ -44,6 +45,7 @@ Run the type check after every TypeScript change: `pnpm run typecheck` or `tsc -
- **`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).
- **`minimax-mem0/`** is a declarative MiniMax Marketplace plugin (no build step): a `.minimax-plugin/plugin.json` manifest plus an MCP capability pointing at the hosted Mem0 MCP server (`https://mcp.mem0.ai/mcp/`) and a memory Skill. It ships to the MiniMax Marketplace as a subdirectory, not through the release router or npm/PyPI.
- **`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
+201
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@@ -0,0 +1,201 @@
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+35
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@@ -0,0 +1,35 @@
# minimax-mem0
The [Mem0](https://mem0.ai) plugin for the MiniMax Marketplace (MiniMax Code desktop and MiniMax Agent cloud).
It gives a MiniMax agent persistent long-term memory: it remembers the user's preferences, decisions, and project context across sessions and recalls them on demand.
## What's in the package
This is a declarative MiniMax plugin (no build step). It follows the MiniMax plugin spec:
Built to the [Agent Plugins 1.0](https://agent-plugins.org/specification) standard, which the MiniMax runtime imports and validates against.
```
minimax-mem0/
plugin.json # manifest (Agent Plugins 1.0, at plugin root)
mcp.json # remote MCP: https://mcp.mem0.ai/mcp/ (auto-discovered at root)
icon.png # square Mem0 icon
skills/
memory/
SKILL.md # when to recall / save / update memory
```
Two capabilities:
- **MCP** (`mcp.json`) points at Mem0's hosted MCP server (`https://mcp.mem0.ai/mcp/`), which exposes the memory tools (`add_memory`, `search_memories`, `update_memory`, `delete_memory`, and more). No secrets are stored in the package.
- **Skill** (`skills/memory/SKILL.md`) tells the agent when to search, save, update, and delete memory so recall happens automatically.
## Authentication
Mem0's MCP server requires authentication. Per the MiniMax plugin spec, no credentials are placed in this package; the MiniMax client authorizes the user's Mem0 account through the MCP OAuth flow on first use. Users get a Mem0 account from the [Mem0 dashboard](https://app.mem0.ai/dashboard/api-keys?utm_source=oss&utm_medium=integration-minimax).
## Links
- Mem0: https://mem0.ai
- Mem0 MCP docs: https://docs.mem0.ai/platform/mem0-mcp
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{
"$schema": "https://agent-plugins.org/schemas/1.0.0/mcp.schema.json",
"mcpServers": {
"mem0": {
"type": "streamable-http",
"url": "https://mcp.mem0.ai/mcp/"
}
}
}
+11
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@@ -0,0 +1,11 @@
{
"$schema": "https://agent-plugins.org/schemas/1.0.0/plugin.schema.json",
"name": "mem0",
"version": "0.1.0",
"description": "Persistent long-term memory for your agent: remember preferences, decisions, and project context across sessions, and recall them on demand.",
"author": { "name": "Mem0", "email": "support@mem0.ai", "url": "https://mem0.ai" },
"homepage": "https://mem0.ai",
"repository": "https://github.com/mem0ai/mem0",
"license": "Apache-2.0",
"keywords": ["memory", "long-term-memory", "personalization", "mcp"]
}
@@ -0,0 +1,41 @@
---
name: memory
description: Use Mem0 to persist and recall long-term memory across sessions - the user's preferences, decisions, project context, and durable facts.
---
You have access to Mem0 long-term memory through the `mem0` MCP server. Use it so the
user does not have to repeat themselves across sessions.
## When to recall (search memory)
At the start of a task, and whenever the user references something they expect you to
already know ("my project", "like last time", "the usual"), search memory before asking.
- Call the memory search tool with a short natural-language query describing what you
need (e.g. "preferred language and package manager", "deployment process").
- Use the returned memories as context. Do not announce that you searched; just apply
what you found.
- If nothing relevant comes back, proceed and ask the user only for what is missing.
## When to save (add memory)
Save durable facts as they come up, without being asked:
- Stated preferences ("I use pnpm", "always use TypeScript", "no comments in code").
- Decisions and conventions ("we deploy on Fridays", "the API base is X").
- Stable facts about the user, their team, or their project (stack, roles, goals).
Do not save transient or trivial details (a one-off value, a temporary path, secrets,
or anything the user would not want remembered). Save one clear fact per memory, phrased
so it makes sense on its own later.
## When to update or delete
If a new statement contradicts something you recalled, update that memory rather than
adding a duplicate. If the user says to forget something, delete it.
## Boundaries
- Never store secrets, credentials, API keys, or sensitive personal data.
- Memory is scoped to the connected Mem0 account; keep one user's memories to that user.
- Prefer recalling silently over interrupting the user to confirm what you already know.