Copilot Memory MCP
Persistent semantic memory for AI agents using local ChromaDB vector search.
Connector by LabForgeDev · GitHub account verified by the MCP Registry
Chalk Labs
Need help deploying Copilot Memory MCP?
Chalk Labs sets up agents like this inside real teams: connected to your tools, tested on your data, with a human in the loop where it matters.
Install
Pick your client. Read the repository before you give any tool access to your data.
No install instructions from the source yet. Check the repository for setup steps.
Get the weekly diff
The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.
About
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
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_memoriessearch_memories
Write 2 · Create, change, send or run things.
create_memoryupdate_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_memoryStore 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_memoryPermanently 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_memoriesBrowse 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_memoriesSemantic 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_memoryUpdate 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
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
Done for you
Rather not set it up yourself?
Chalk Labs scopes, builds and runs agents for your team: the task audit, the eval harness, the integrations and the weekly ops report. Fixed scope, priced before we start.
See how we build AI agents →Read the case studies
Chalk Labs is a two-founder AI and growth studio. We build AI agents, CRMs and MVPs for Web3 and AI companies, and have shipped 50+ product and token launches.
- launches shipped
- 50+
- launches shipped
- media placements
- 500+
- media placements
- founders on every account
- 2
- founders on every account
Press we've placed: Forbes · CoinDesk · Decrypt · Cointelegraph · The Block
Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.
Get Copilot Memory MCP running in your business
Tell us what you want to automate. A founder replies within one working day with a plan, not a pitch deck.
Cite this page
Copilot Memory MCP. Agent Mart. https://agentmart.dev/connectors/labforgedev-copilot-memory-mcp (last updated 2026-10-24)