# Copilot Memory

> Use this tool when you need to enhance AI coding assistants with persistent, project-specific knowledge retention across sessions. It solves problems of lost context and duplicated efforts by storing and retrieving relevant information, and accepts inputs through five MCP tools for memory management. The tool outputs retrieved knowledge to augment AI-generated code, ideal for use cases where consistent, project-scoped memory is crucial for efficient coding assistance.

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

## Description

Copilot Memory provides durable, project-scoped semantic memory for AI coding assistants across sessions. It stores memories in an embedded ChromaDB vector database with all-MiniLM-L6-v2 embeddings, enabling retrieval-augmented generation (RAG) from locally stored knowledge. The server runs in a single Docker container and offers five MCP tools for creating, searching, updating, deleting, and listing memories. Includes example configurations for VS Code Copilot, Claude Code, Cursor, and other MCP clients.

## Trust

- **Trust score (0–1):** 0.63
- **Verification tier:** scanned
- **Last scanned:** 2026-09-02

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** database
- **Updated:** 2026-09-02

## Source

- **Source listing:** [PulseMCP](https://www.pulsemcp.com/servers/labforgedev-copilot-memory)
- **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": "labforgedev-copilot-memory"
    }
  }
}
```

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

---
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