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Copilot Memory MCP server

by LabForgeDev·io.github.LabForgeDev/copilot-memory-mcp·v1.0.0·4 stars
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Persistent semantic memory for AI agents using local ChromaDB vector search. No cloud required.

C55/100grade C
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Safety scan
C55/100

full report

Adoption
New

4 stars

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If you have run it, two minutes of your experience saves the next person an afternoon.

Copilot Memory MCP tools

No tool declarations could be read from the package source. They show once the server is installed.

Public scan report

scanner v0.1.10 · 2026-09-27 · same rubric, same numbers if you re-run it

no findings
  • –Code scanpackage could not be scannedn/a
  • –Live reliabilityno gateway calls yet and no remote to proben/a
  • –Tool poisoningtools not inspected (local package is not executed); not countedn/a
  • Auth qualitylocal package, no credentials required12/15
  • Maintenancelast push 196 days ago4/15
  • Maintainer identityregistry namespace matches repository owner6/10
Overall 55/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

How Copilot Memory MCP compares

Against every graded AI and agents MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
55/100
higher than 12% of 4,460 AI and agents servers
GitHub stars
4
more than 77% of 2,711 AI and agents servers

Install Copilot Memory MCP in Claude Code, Cursor or VS Code

claude mcp add copilot-memory-mcp -- docker run -i --rm ghcr.io/labforgedev/copilot-memory-mcp:1.0.0
Add to Cursor

Copilot Memory MCP: common questions

Is Copilot Memory MCP server safe?
With care: it is graded C, so read the findings first (55/100). Read the Copilot Memory MCP safety report
How do I install Copilot Memory MCP?
It runs on your machine. Copy the Claude Code, Cursor, VS Code or Claude Desktop config from the install section.
Does Copilot Memory MCP need an API key?
Not as far as the registry entry and our scan can tell: no credentials are declared or required.
Is Copilot Memory MCP maintained?
The last commit was 234 days ago (2026-03-15). The latest release is v1.0.0.
What can I use instead of Copilot Memory MCP?
Servers from other publishers that do the same job: Memanto MCP server, MCP AutoMem MCP server and Total Agent Memory MCP server.
How does Copilot Memory MCP compare with other AI and agents MCP servers?
safety score 55/100 (higher than 12% of 4,460 AI and agents servers); github stars 4 (more than 77% of 2,711 AI and agents servers). Full comparison.

Alternatives to Copilot Memory MCP

Same job from other publishers: the closest match first, then the best rated.

  • Memanto
    MCP server for Memanto - persistent semantic memory for any MCP-compatible agent
    A
  • MCP AutoMem
    Graph-vector memory for AI assistants using FalkorDB and Qdrant
    C
  • Total Agent Memory
    Persistent local memory for coding agents: temporal knowledge graph, procedural and episodic recall
    A
  • Serena MCP: the IDE for your agent
    A powerful toolkit for coding, providing semantic retrieval and editing capabilities.
    C
  • Basic Memory
    Local-first knowledge management with bi-directional LLM sync via Markdown files.
    B