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Copilot Memory MCP

Persistent semantic memory for AI agents using local ChromaDB vector search.

Connector by LabForgeDev · GitHub account verified by the MCP Registry

IndexedMITRemote (SSE)★ 4
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About

Persistent semantic memory for AI agents using local ChromaDB vector search. No cloud required.

Reviews

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Permissions

What this server can do and what it asks for, from its tool list and install config. Checked Oct 25, 2026.

Tools
2 read · 2 write · 1 delete
Secrets
None asked for
Install scripts
Not scanned yet
Runs as
Docker image

Tools by what they do 5

Read from the source code; the running server may list different tools.

Read 2 · Look things up without changing anything.

  • list_memories
  • search_memories

Write 2 · Create, change, send or run things.

  • create_memory
  • update_memory

Delete 1 · Delete, drop, revoke or wipe things.

  • delete_memory

Tools (5)

Read from the source code; the running server may differ. Descriptions are the server’s own words; hidden characters are shown as [U+…].

  • create_memory

    Store a new memory. Args: title: Short human-readable label. content: Full memory body — this text is embedded for semantic search. project_name: Optional project scope (omit for global memories). tags: Optional free-form categorical tags. Returns: ``{ id, title, created_at }``

  • delete_memory

    Permanently delete a memory by ID. Args: id: UUID of the memory to delete. Returns: ``{ id, deleted: true }`` Raises: ValueError: If no memory with *id* exists.

  • list_memories

    Browse memories without a semantic query (paginated). Returns lightweight records — title only, no content. Args: project_name: Filter by project (omit = global). tags: AND-match filter by tags (omit = no tag filter). page: 1-indexed page number (default 1). page_size: Results per page (default 20, max 100). Returns: ``{ items: [{id, title, project_name, tags, created_at}], page, page_size, total, total_pages }`` Raises: ValueError: If *page* < 1 or *page_size* > 100.

  • search_memories

    Semantic vector search over stored memories. Args: query: Natural language search query. project_name: Filter to a specific project (omit = global search). tags: AND-match filter by tags (omit = no tag filter). limit: Maximum number of results to return (default 5). Returns: List of ``{ id, title, content, project_name, tags, score, created_at }``.

  • update_memory

    Update an existing memory by ID. Only supplied fields are changed; the embedding is recomputed when title or content changes. Args: id: UUID of the memory to update. title: New title (omit to keep existing). content: New content (omit to keep existing). tags: Replacement tag list (omit to keep existing). Returns: ``{ id, title, updated_at }`` Raises: ValueError: If no memory with *id* exists.

Signals

Stars
4
Forks
0
Open issues
0
Last commit
Mar 15, 2026 (7 months ago)
Last release
Mar 15, 2026 (7 months ago)

From GitHub (fetched Oct 24, 2026).

Details

Registry name
io.github.LabForgeDev/copilot-memory-mcp
Version
1.0.0
Auth
No auth
Packages
oci ghcr.io/labforgedev/copilot-memory-mcp:1.0.0
License
MIT
Repository
github.com/LabForgeDev/copilot-memory-mcp
First seen
Oct 24, 2026
Last checked
Oct 24, 2026
Source
Official MCP Registrygithub-graphql
Cite this page

Copilot Memory MCP. Agent Mart. https://agentmart.dev/connectors/labforgedev-copilot-memory-mcp (last updated 2026-10-24)