MCP server for Cangjie programming language - documentation search and code intelligence
Project description
Cangjie MCP Server
仓颉编程语言的 MCP (Model Context Protocol) 服务器,提供文档搜索和代码智能功能。
功能
- 文档搜索: 基于向量检索的仓颉语言文档搜索
- 代码智能: 基于 LSP 的跳转定义、查找引用、悬停信息等功能
- 可选远程文档服务: 支持连接远程文档/索引服务,减少本地资源占用,适合开箱即用或团队共享
安装
你可以根据偏好的包管理器,选择通过 PyPI (Python) 或 npm (Node.js) 进行安装。
通过 PyPI 安装 (Python)
pip install cangjie-mcp
安装并指定 Rust feature
当平台没有预编译 wheel,或你希望按需启用 GPU/NPU 等加速后端时,可强制从 sdist 构建并传入 maturin 构建参数:
pip install --no-binary cangjie-mcp cangjie-mcp \
--config-settings=build-args="--features local"
可用 feature(传给 cangjie-mcp-cli):
local:本地向量化(CPU;默认构建的二进制已启用)legacy:本地向量化改用ort-tract后端(适配旧 glibc 构建)local-cuda/local-cudnn:启用 CUDA/CUDNN 后端local-metal:启用 Apple Metal 后端local-mkl/local-accelerate:启用 MKL / Accelerate 后端
通过 npm 安装 (Node.js)
npm install -g cangjie-mcp
npm 默认优先使用预编译二进制;当当前平台没有匹配包,或 Linux 的 glibc 低于 2.28 时,会自动回退到本地源码构建。你也可以显式强制源码构建:
CANGJIE_MCP_FORCE_BUILD=1 npm install -g cangjie-mcp
架构
cangjie-mcp 支持两种运行模式:
本地模式(默认)
MCP 服务器在本地加载检索索引(BM25 + 向量索引),直接处理查询。
cangjie-mcp # 或 uvx cangjie-mcp
远程服务模式(可选)
如果你不想在本机下载/加载向量模型与索引(或希望多人/多台机器共享同一套索引),可以把检索能力独立部署为 cangjie-mcp-server,同时对外提供:
- HTTP 查询 API,供本地
cangjie-mcp --server-url连接(LSP 工具仍在本地可用) - Remote MCP 端点,MCP 客户端无需本地运行
cangjie-mcp即可直接连接- Streamable HTTP(默认
/mcp)— MCP 规范推荐的现代传输方式 - SSE(默认
/sse)— 旧版兼容传输
- Streamable HTTP(默认
注意:
cangjie-mcp-server为独立二进制,不随 PyPI / npm 发行,需单独从源码构建。Remote MCP 模式下 LSP 工具(cangjie_lsp)不可用 —— 它依赖本地文件系统和仓颉 SDK,仅在 stdio 模式(cangjie-mcp)中提供。
# 启动服务器(同时暴露 HTTP API、Streamable HTTP MCP、SSE MCP)
cangjie-mcp-server --embedding local --port 8765
# 方式 A:本地 stdio MCP 连接远程索引(保留 LSP)
cangjie-mcp --server-url http://localhost:8765
# 方式 B:客户端直接连接 Remote MCP(无需本地进程)
# Streamable HTTP: http://localhost:8765/mcp
# SSE: http://localhost:8765/sse
快速配置
项目提供两部分能力,可独立安装:MCP 服务器(文档检索 + LSP 工具)和 Skill(仓颉语言速查知识)。推荐搭配使用。
MCP 服务器
公共文档服务器已部署在 https://cj-mcp.learningman.top,直接使用 Streamable HTTP 远程 MCP,无需在本地安装任何包,也无需加载嵌入模型,开箱即用:
npx add-mcp https://cj-mcp.learningman.top/mcp
如需 LSP 代码智能工具(需要本地仓颉 SDK),改用 stdio 模式,通过 uvx 拉起本地进程并连接远程检索服务:
npx add-mcp "uvx cangjie-mcp" \
--env "CANGJIE_SERVER_URL=https://cj-mcp.learningman.top" \
--env "CANGJIE_HOME=/path/to/cangjie-sdk"
完全离线 / 自建索引(不连接远程服务器,本地加载嵌入模型):
npx add-mcp "uvx cangjie-mcp" \
--env "CANGJIE_RERANK_TYPE=local" \
--env "CANGJIE_HOME=/path/to/cangjie-sdk"
add-mcp会自动识别当前环境中的 AI 编程助手(Claude Code、Cursor、Windsurf、VS Code、Zed、Claude Desktop 等)并写入对应配置,详见 neondatabase/add-mcp。使用-g全局安装,-a <agent>指定目标,--all写入所有受支持的客户端。
Skill
本项目提供仓颉语言的 AI 编程助手技能,包含语法速查、关键差异和常见陷阱等知识。项目根目录的 SKILL.md 遵循 skills 规范,可直接通过以下命令安装到你的项目:
npx skills add Zxilly/cangjie-mcp
可用工具
文档搜索
| 工具名称 | 功能 |
|---|---|
cangjie_search_docs |
语义搜索仓颉文档 |
代码智能
需要设置
CANGJIE_HOME环境变量指向仓颉 SDK 路径,LSP 工具才会注册。
| 工具名称 | 功能 |
|---|---|
cangjie_lsp |
统一 LSP 入口,通过 operation 执行 definition、references、hover、document_symbol、diagnostics、workspace_symbol、incoming/outgoing calls 和 type hierarchy |
命令行参考
cangjie-mcp
安装 Python 包后,cangjie-mcp 命令可直接使用。
cangjie-mcp # 启动 MCP stdio 服务器(无参数时默认行为)
cangjie-mcp query "泛型" # CLI 搜索(自动启动后台 daemon)
cangjie-mcp lsp hover main.cj --symbol main # LSP 操作
cangjie-mcp index # 构建搜索索引
cangjie-mcp config init # 生成默认配置文件
cangjie-mcp 和 cangjie-mcp index 接受完整的索引/嵌入/网络选项(通过 cangjie-mcp --help 查看)。其他子命令的设置统一从配置文件加载,运行 cangjie-mcp config path 查看路径。
本地模型缓存
当使用 --embedding local 或 CANGJIE_RERANK_TYPE=local 时,fastembed 模型缓存写入 <data_dir>/cache/fastembed。以下选项同时适用于 cangjie-mcp 和 cangjie-mcp-server:
| CLI 参数 | 环境变量 | 说明 |
|---|---|---|
--data-dir PATH |
CANGJIE_DATA_DIR |
应用数据根目录,默认 ~/.cangjie-mcp;fastembed 缓存始终为 <data_dir>/cache/fastembed |
全局选项
| CLI 参数 | 环境变量 | 说明 |
|---|---|---|
--log-file PATH |
CANGJIE_LOG_FILE |
日志文件路径 |
--debug |
CANGJIE_DEBUG |
启用调试模式 |
-h, --help |
- | 显示帮助 |
-V, --version |
- | 显示版本 |
环境变量
| 环境变量 | 说明 |
|---|---|
CANGJIE_HOME |
仓颉 SDK 路径,设置后自动启用 LSP 工具 |
cangjie-mcp-server
启动 HTTP 查询服务器和 Remote MCP 服务器,加载本地检索索引(BM25 + 向量索引),通过 HTTP 提供查询服务,同时提供 Streamable HTTP(/mcp)和旧版 SSE(/sse)两种 MCP 传输方式。该服务器为独立二进制,需单独构建。
cangjie-mcp-server [OPTIONS]
支持所有与 cangjie-mcp 相同的索引选项,以及:
| CLI 参数 | 环境变量 | 默认值 | 说明 |
|---|---|---|---|
--host TEXT |
CANGJIE_SERVER_HOST |
127.0.0.1 |
HTTP 服务器监听地址 |
-p, --port INT |
CANGJIE_SERVER_PORT |
8765 |
HTTP 服务器监听端口 |
--mcp-path TEXT |
CANGJIE_MCP_PATH |
/mcp |
Streamable HTTP MCP 端点挂载路径 |
--no-mcp |
CANGJIE_NO_MCP |
- | 禁用 Streamable HTTP MCP 端点 |
--no-sse |
CANGJIE_NO_SSE |
- | 禁用旧版 SSE 传输端点 |
HTTP API
| 方法 | 路径 | 说明 |
|---|---|---|
GET |
/health |
健康检查 |
GET |
/info |
索引元数据 |
POST |
/search |
向量搜索 |
MCP 端点
默认同时提供两种 MCP 传输方式,暴露 cangjie_search_docs 工具:
| 传输方式 | 端点 | 说明 |
|---|---|---|
| Streamable HTTP | /mcp(可通过 --mcp-path 配置) |
现代 MCP 传输,使用 --no-mcp 禁用 |
| SSE(旧版) | GET /sse + POST /sse |
兼容旧客户端,使用 --no-sse 禁用 |
注意:Remote MCP 模式下 LSP 工具不可用,仅提供文档搜索相关工具。
Daemon 管理
CLI 工具命令(query、lsp 等)会自动在后台启动 daemon 进程,复用已初始化的服务实例以加速响应。daemon 空闲超时后自动退出。
cangjie-mcp daemon status # 查看 daemon 状态
cangjie-mcp daemon stop # 停止 daemon
cangjie-mcp daemon logs --tail 50 # 查看日志
cangjie-mcp daemon logs --follow # 实时跟踪日志
调试与日志
--log-file 和 --debug 配合使用,可以帮助排查 MCP 通信问题:
# 记录应用日志到文件
cangjie-mcp --log-file /tmp/cangjie.log
# 调试模式:额外记录 MCP stdio 协议流量
cangjie-mcp --log-file /tmp/cangjie.log --debug
# 通过环境变量配置
CANGJIE_LOG_FILE=/tmp/cangjie.log CANGJIE_DEBUG=1 cangjie-mcp
许可证
MIT License
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