Copilot Memory MCP
Gives Copilot persistent memory across VS Code sessions using ChromaDB and local vector embeddings. Runs entirely in Docker with no cloud dependencies. You get five MCP tools: create_memory, search_memories, update_memory, delete_memory, and list_memories. Memories are embedded with all-MiniLM-L6-v2 for semantic search and can be scoped by project or tagged. Ships with ready-to-use agent instructions for Copilot, Cursor, and Claude, plus custom prompt examples for recall and save workflows. Useful when you want your AI pair programmer to remember architectural decisions, coding conventions, or project context without re-explaining them every session.
- GitHub stars
- 1
- tools
- 5
- transport
- SSE
- last updated
- Mar 15, 2026
Tools
5 toolsPublic tool metadata for what this MCP can expose to an agent.
create_memoryStore a new memory with title, content, optional project scope and tags
Store a new memory with title, content, optional project scope and tags
No parameter schema in public metadata yet.
search_memoriesSemantic vector search; filter by project and/or tags
Semantic vector search; filter by project and/or tags
No parameter schema in public metadata yet.
update_memoryUpdate an existing memory by ID; re-embeds on change
Update an existing memory by ID; re-embeds on change
No parameter schema in public metadata yet.
delete_memoryPermanently delete a memory by ID
Permanently delete a memory by ID
No parameter schema in public metadata yet.
list_memoriesBrowse memories with pagination (lightweight, no content)
Browse memories with pagination (lightweight, no content)
No parameter schema in public metadata yet.
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copilot-memory-mcp
Persistent semantic memory for GitHub Copilot in VS Code.
A local MCP server that gives Copilot durable, project-scoped memory across sessions. Memories are stored in an embedded ChromaDB vector database with all-MiniLM-L6-v2 embeddings, enabling semantic retrieval (RAG). Everything runs in a single Docker container — no cloud services required.
Why this exists
Copilot starts every session with a blank slate. This MCP server gives it a persistent, searchable knowledge base so decisions, conventions, and context carry over between sessions — all running locally in Docker.
Quick start
docker compose up -d
The server starts on http://localhost:8000/sse.
The .vscode/mcp.json already points Copilot at the server — no further VS Code configuration needed.
A sample config is provided in examples/vscode/mcp.json. Copy it to your project's .vscode/mcp.json.
MCP tools
Details
- Repository
- github.com/labforgedev/copilot-memory-mcp
- Categories
- AI & LLM Tools, Search & Web Crawling
- Package
ghcr.io/labforgedev/copilot-memory-mcp:1.0.0- Transport
- SSE
- Registry
- MCP registry, active
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