# Copilot Memory MCP

> Use this tool when you need to enable AI agents to store and retrieve knowledge persistently without relying on cloud services. It solves problems of knowledge retention and recall, allowing agents to learn from experiences and adapt to new information. With local ChromaDB vector search, it accepts input data and outputs relevant information, making it ideal for applications requiring autonomous decision-making and knowledge management.

Canonical page: https://skillsregistry.net/skills/io-github-labforgedev-copilot-memory-mcp  
JSON: https://api.skillsregistry.net/v1/skills/io-github-labforgedev-copilot-memory-mcp

## Description

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

## Trust

- **Trust score (0–1):** 0.87
- **Verification tier:** verified
- **Last scanned:** 2026-09-19

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-19

## Source

- **Source listing:** [MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.LabForgeDev%2Fcopilot-memory-mcp)
- **Repository:** <https://github.com/LabForgeDev/copilot-memory-mcp>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "io-github-labforgedev-copilot-memory-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/io-github-labforgedev-copilot-memory-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/io-github-labforgedev-copilot-memory-mcp/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt