F
licenseNot graded
qualityD
maintenanceLocal MCP server that provides semantic search (RAG) over code repositories, enabling AI clients like Claude and Gemini to access project context without manual re-upload.
copilot-memory-mcp
by LabForgeDev
copilot-memory-mcp
GitHub Copilot 在 VS Code 中的持久化语义记忆。
一个本地 MCP 服务器，为 Copilot 提供跨会话的持久化、项目级记忆。记忆存储在内嵌的 ChromaDB 向量数据库中，使用 all-MiniLM-L6-v2 嵌入，支持语义检索（RAG）。一切都在单个 Docker 容器中运行——无需云服务。
为什么存在
Copilot 每次会话都从空白开始。这个 MCP 服务器为其提供了一个持久、可搜索的知识库，使决策、约定和上下文能够在会话之间延续——全部在本地 Docker 中运行。
Related MCP server: AIVectorMemory
快速开始
docker compose up -d服务器启动于 http://localhost:8000/sse。
.vscode/mcp.json 已将 Copilot 指向服务器——无需进一步配置 VS Code。
示例配置见 examples/vscode/mcp.json。将其复制到项目的 .vscode/mcp.json。
MCP 工具
工具 | 描述 |
| 存储新记忆，包含标题、内容、可选的项目范围和标签 |
| 语义向量搜索；可按项目和/或标签过滤 |
| 按 ID 更新现有记忆；更改时重新嵌入 |
| 按 ID 永久删除记忆 |
| 分页浏览记忆（轻量级，不含内容） |
Copilot 指令与代理（示例）
现成示例位于 examples/。将相关文件复制到您项目的根目录或 .github/ 中。
文件 | 使用者 |
OpenAI Codex、Claude Code 及大多数代理运行时 | |
Claude Code（ | |
Cursor（旧格式，项目根目录） | |
Cursor（现代逐规则格式） | |
VS Code 中的 GitHub Copilot | |
VS Code | |
VS Code | |
VS Code |
架构
VS Code / Copilot
│ MCP HTTP/SSE (port 8000)
▼
┌─────────────────────────────────┐
│ Docker Container │
│ │
│ FastMCP Server (port 8000) │
│ └── 5 MCP tools │
│ │
│ sentence-transformers │
│ └── all-MiniLM-L6-v2 │
│ (384-dim embeddings) │
│ │
│ ChromaDB (embedded) │
│ └── collection "memories" │
└──────────┬──────────────────────┘
│ Docker named volume
▼
/data/chroma (persisted DB)项目结构
copilot-memory-mcp/
├── app/
│ ├── main.py # FastMCP server, tool registration
│ ├── memory_store.py # ChromaDB wrapper (CRUD + search)
│ ├── embeddings.py # sentence-transformers loader + encode()
│ └── tools/
│ ├── create_memory.py
│ ├── search_memories.py
│ ├── update_memory.py
│ ├── delete_memory.py
│ └── list_memories.py
├── tests/
│ ├── test_memory_store.py
│ └── test_tools.py
├── Dockerfile
├── docker-compose.yml
└── pyproject.toml开发
安装依赖
pip install -e ".[dev]"运行测试
pytest测试使用临时的内存 ChromaDB 和模拟的嵌入函数——无需 Docker，无需下载模型。
本地运行服务器（无需 Docker）
pip install -e .
PYTHONPATH=. python app/main.py环境变量
变量 | 默认值 | 描述 |
|
| 模型缓存目录 |
|
| ChromaDB 持久化路径 |
|
| HTTP 服务器端口 |
将 .env.example 复制为 .env，如有需要可进行调整。
许可证
MIT——见 LICENSE。
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