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context weaving tool for LLMs","maintainers":[{"name":"alistar.max","email":"liuchunfu.vip@gmail.com"}],"readme":"# ContextWeaver\n\n

\n 🧵 为 AI Agent 精心编织的代码库上下文引擎\n

\n\n

\n Semantic Code Retrieval for AI Agents — Hybrid Search • Graph Expansion • Token-Aware Packing\n

\n\n---\n\n**ContextWeaver** 是一个面向 AI 代码助手的语义检索引擎。它把代码库索引成可检索的语义上下文，并通过混合搜索（向量 + 词法）、上下文扩展和 Token 感知打包，把更完整、更相关的代码片段交给 LLM。\n\n

\n \"ContextWeaver\n

\n\n## ✨ 核心特性\n\n- **混合检索**：向量召回理解语义，FTS 召回匹配函数名、类名等精确术语，并通过 RRF 融合。\n- **AST 语义分片**：主包内置 JavaScript、Python、Go，并默认加载 TypeScript、Kotlin、Java、Rust 核心语言插件；其他语言通过按需插件增强。\n- **上下文扩展**：支持同文件邻居、面包屑补全、导入文件扩展，减少只命中孤立片段的问题。\n- **Token 感知打包**：合并相邻片段，控制上下文预算，避免输出过散或过长。\n- **CLI + MCP 双入口**：既能作为命令行工具独立检索，也能作为 MCP Server 接入 Claude、Codex 等客户端。\n\n## 📦 安装\n\n### 环境要求\n\n- Node.js >= 20 且 < 24（推荐 Node.js 22 LTS，不支持 Node 24）\n- npm >= 10\n\n### 安装主包\n\n```bash\nnpm install -g @alistar.max/contextweaver\n```\n\n主包默认具备 JavaScript、Python、Go 的 AST 分片能力，并会自动加载 TypeScript、Kotlin、Java、Rust 默认核心语言插件。默认核心插件仍保持独立包边界，避免把更多 grammar 直接并入主包内置 runtime。\n\n### 默认核心支持\n\n安装主包后，下列语言默认可用，无需额外安装兼容分组包：\n\n- TypeScript\n- Kotlin\n- Java\n- Rust\n\n### 按需安装语言包\n\n这些包属于按需语言插件，用来补齐默认核心支持以外语言的 AST 分片能力。未安装语言插件时，对应语言仍可索引和搜索，但会回退为纯文本分片。\n\n```bash\n# C / C++ / C#\nnpm install -g @alistar.max/contextweaver-lang-c\nnpm install -g @alistar.max/contextweaver-lang-cpp\nnpm install -g @alistar.max/contextweaver-lang-csharp\n\n# PHP / Ruby / Swift\nnpm install -g @alistar.max/contextweaver-lang-php\nnpm install -g @alistar.max/contextweaver-lang-ruby\nnpm install -g @alistar.max/contextweaver-lang-swift\n```\n\n`@alistar.max/contextweaver-lang-all` 仅作为补充型聚合包保留；README 推荐路径是主包默认核心支持 + 按需单语言插件。\n\n## ⚙️ 初始化配置\n\n```bash\ncontextweaver init\n# 或使用别名\ncw init\n```\n\n初始化后编辑 `~/.contextweaver/.env`。README 面向新用户只展示多 key 写法；即使你现在只有一个 key，也建议使用 `_KEYS` 变量，后续扩容只需要追加逗号分隔的新 key。\n\n```bash\n# Embedding API 配置（必需）\nEMBEDDINGS_API_KEYS=your-api-key-here\nEMBEDDINGS_BASE_URL=https://api.siliconflow.cn/v1/embeddings\nEMBEDDINGS_MODEL=BAAI/bge-m3\nEMBEDDINGS_MAX_CONCURRENCY=10\nEMBEDDINGS_DIMENSIONS=1024\n\n# Reranker 配置（必需）\nRERANK_API_KEYS=your-api-key-here\nRERANK_BASE_URL=https://api.siliconflow.cn/v1/rerank\nRERANK_MODEL=BAAI/bge-reranker-v2-m3\nRERANK_TOP_N=20\n\n# 索引忽略模式（可选，逗号分隔）\n# IGNORE_PATTERNS=.venv,node_modules\n\n# 显式包含模式（可选，逗号分隔；仅用于放行未知扩展名）\n# INCLUDE_PATTERNS=**/*.prompt,**/*.cue\n```\n\n`EMBEDDINGS_API_KEY` 与 `RERANK_API_KEY` 是旧变量名，运行时仍兼容；新配置推荐使用 `_KEYS`，支持逗号分隔多 key 和请求级轮转。\n\n如果你希望在项目内持久化 include 规则，可在项目根目录创建 `.contextweaverinclude`，每行一个 glob 规则：\n\n```bash\n**/*.prompt\n**/*.cue\n```\n\n## 🖥️ CLI 使用\n\n### 1) 查看版本\n\n```bash\ncontextweaver --version\ncw --version\n```\n\n### 2) 初始化配置\n\n```bash\ncontextweaver init\n```\n\n该命令会创建 `~/.contextweaver/.env`。如果文件已存在，不会覆盖现有配置。\n\n### 3) 索引代码库\n\n```bash\n# 索引当前目录\ncontextweaver index .\n\n# 强制重建当前目录索引\ncontextweaver index . --force\n\n# 索引指定项目\ncontextweaver index /path/to/your/project --force\n```\n\n首次接入一个项目时，建议先手动执行一次 `--force` 索引。这样可以直接在终端观察 Embedding 进度、429 限流和配置错误。\n\n### 4) 本地搜索\n\n```bash\ncontextweaver search \\\n --repo-path /path/to/your/project \\\n --information-request \"登录鉴权流程在哪里实现\" \\\n --technical-terms \"AuthService,login,token\"\n```\n\n参数说明：\n\n| 参数 | 必需 | 说明 |\n|------|------|------|\n| `--repo-path` | 否 | 目标代码库目录，默认当前目录 |\n| `--information-request` | 是 | 自然语言语义意图，描述你想找什么逻辑 |\n| `--technical-terms` | 否 | 逗号分隔的精确术语，如类名、函数名、常量名 |\n| `--zen` | 否 | 使用 MCP Zen 配置，当前默认开启 |\n\nCLI 搜索适合本地调试、脚本化检索、CI 冒烟，以及在接 MCP 客户端之前确认索引和召回是否正常。\n\n### 5) 启动 MCP Server\n\n```bash\ncontextweaver mcp\n```\n\n通常不需要手动运行该命令；MCP 客户端会通过配置自动启动它。\n\n### 6) 索引一致性检查\n\n```bash\ncontextweaver doctor /path/to/your/project\ncontextweaver doctor /path/to/your/project --repair\n```\n\n`doctor` 用于检查向量索引和 FTS 索引是否一致。`--repair` 会删除 FTS 中没有对应向量记录的孤儿数据。\n\n### 7) 检索反馈摘要\n\n```bash\ncontextweaver feedback /path/to/your/project --days 7 --top 10\n```\n\n用于查看最近检索反馈、零命中率和高复用文件。\n\n### 8) 离线调参\n\n```bash\ncontextweaver tune tests/benchmark/fixtures/sample-auto-tune-dataset.jsonl \\\n --target mrr \\\n --k 1,3,5 \\\n --top 3\n```\n\n该命令面向维护者和评测场景，用于 RRF 参数回放与自动调参。\n\n## 🔌 MCP 集成\n\nContextWeaver 提供一个核心 MCP 工具：`codebase-retrieval`。\n\n### Claude / OpenCode 配置\n\n```json\n{\n \"mcpServers\": {\n \"contextweaver\": {\n \"command\": \"contextweaver\",\n \"args\": [\"mcp\"]\n }\n }\n}\n```\n\n### Codex CLI 配置\n\n把下面内容加入 `~/.codex/config.toml`：\n\n```toml\n[mcp_servers.contextweaver]\ntype = \"stdio\"\ncommand = \"contextweaver\"\nargs = [\"mcp\"]\nstartup_timeout_sec = 20\ntool_timeout_sec = 30\n```\n\n### MCP 工具参数\n\n| 参数 | 类型 | 必需 | 描述 |\n|------|------|------|------|\n| `repo_path` | string | ✅ | 代码库根目录的绝对路径 |\n| `information_request` | string | ✅ | 自然语言形式的语义意图描述 |\n| `technical_terms` | string[] | ❌ | 精确技术术语，如类名、函数名、常量名 |\n| `source_code_only` | boolean | ❌ | 排除文档/配置类语言 |\n| `include_languages` | string[] | ❌ | 只包含指定语言 |\n| `exclude_languages` | string[] | ❌ | 排除指定语言 |\n\nMCP 模式下，`codebase-retrieval` 每次调用都会先执行自动索引检查：首次使用自动完整索引，后续自动增量索引。\n\n## ✅ 测试流程\n\n### 安装后冒烟\n\n```bash\n# 1) 确认 CLI 可执行\ncontextweaver --version\n\n# 2) 初始化并配置 API\ncontextweaver init\n\n# 3) 在目标仓库执行索引\ncd /path/to/your/project\ncontextweaver index . --force\n\n# 4) 执行一次检索\ncontextweaver search \\\n --information-request \"插件默认加载顺序在哪里定义\" \\\n --technical-terms \"DEFAULT_PLUGIN_CANDIDATES,PluginLoader\" \\\n | tee /tmp/contextweaver-smoke.txt\n\n# 5) 校验结果是否命中预期术语\nrg \"PluginLoader|DEFAULT_PLUGIN_CANDIDATES\" /tmp/contextweaver-smoke.txt\n```\n\n### 开发者测试\n\n```bash\n# 构建\npnpm build\n\n# 当前主测试流程\npnpm test\n\n# Benchmark / 自动调参回归\npnpm run test:benchmark\n\n# 单元 + Benchmark 汇总\npnpm run test:unit:all\n\n# MCP E2E 冒烟\npnpm run test:e2e:mcp\n```\n\n如果在后台执行测试，建议给命令加超时，避免原生依赖安装、网络或 E2E 流程卡住：\n\n```bash\ntimeout 60s pnpm test\n```\n\nmacOS 默认没有 GNU `timeout` 时，可使用 `gtimeout`，或直接在任务运行器中配置 60s 超时。\n\n## 🌍 多语言支持\n\nContextWeaver 当前采用“主包内置 + 默认核心插件 + 按需插件”三层能力模型：\n\n- 主包内置 AST：JavaScript、Python、Go\n- 默认核心插件 AST：TypeScript、Kotlin、Java、Rust\n- 按需语言插件 AST：C#、C++、Ruby、C、PHP、Swift\n- 未安装按需语言插件：自动回退为纯文本分片，仍可索引、检索和返回上下文\n\n| 语言 | 默认支持层级 | 插件包 | Import 解析 | 扩展名 |\n|------|--------------|------------|-------------|--------|\n| JavaScript | 主包内置 | 内置 | ✅ | `.js`, `.jsx`, `.mjs` |\n| Python | 主包内置 | 内置 | ✅ | `.py` |\n| Go | 主包内置 | 内置 | ✅ | `.go` |\n| TypeScript | 默认核心插件 | `@alistar.max/contextweaver-lang-typescript` | ✅ | `.ts`, `.tsx` |\n| Kotlin | 默认核心插件 | `@alistar.max/contextweaver-lang-kotlin` | ✅ | `.kt` |\n| Java | 默认核心插件 | `@alistar.max/contextweaver-lang-java` | ✅ | `.java` |\n| Rust | 默认核心插件 | `@alistar.max/contextweaver-lang-rust` | ✅ | `.rs` |\n| C# | 按需插件 | `@alistar.max/contextweaver-lang-csharp` | ✅ | `.cs`, `.csx` |\n| C++ | 按需插件 | `@alistar.max/contextweaver-lang-cpp` | ✅ | `.cpp`, `.cc`, `.cxx`, `.hpp` |\n| Ruby | 按需插件 | `@alistar.max/contextweaver-lang-ruby` | ✅ | `.rb` |\n| C | 按需插件 | `@alistar.max/contextweaver-lang-c` | ✅ | `.c`, `.h` |\n| PHP | 按需插件 | `@alistar.max/contextweaver-lang-php` | ✅ | `.php` |\n| Swift | 按需插件 | `@alistar.max/contextweaver-lang-swift` | ✅ | `.swift` |\n| Dart | 纯文本回退 | 当前无语言包 | ✅ | `.dart` |\n\nC# Import 解析支持 `using`、`using static`、`global using`、别名导入，并兼容 `global::` 与 `@` 标识符写法。\n\n## ⚙️ 配置参考\n\n| 变量名 | 必需 | 默认值 | 描述 |\n|--------|------|--------|------|\n| `EMBEDDINGS_API_KEYS` | ✅ | - | Embedding API Key，逗号分隔，支持多 key 轮转 |\n| `EMBEDDINGS_BASE_URL` | ✅ | - | Embedding API 地址 |\n| `EMBEDDINGS_MODEL` | ✅ | - | Embedding 模型名称 |\n| `EMBEDDINGS_MAX_CONCURRENCY` | ❌ | 10 | Embedding 并发数 |\n| `EMBEDDINGS_DIMENSIONS` | ❌ | 1024 | 向量维度 |\n| `RERANK_API_KEYS` | ✅ | - | Reranker API Key，逗号分隔，支持多 key 轮转 |\n| `RERANK_BASE_URL` | ✅ | - | Reranker API 地址 |\n| `RERANK_MODEL` | ✅ | - | Reranker 模型名称 |\n| `RERANK_TOP_N` | ❌ | 20 | Rerank 返回数量 |\n| `INCLUDE_PATTERNS` | ❌ | - | 额外包含模式，用于显式纳入未知扩展名 |\n| `IGNORE_PATTERNS` | ❌ | - | 额外忽略模式 |\n\n兼容说明：`EMBEDDINGS_API_KEY` 和 `RERANK_API_KEY` 是旧变量名，运行时仍兼容；新文档不再提供单 key 示例，推荐使用 `_KEYS`。\n\n## 🧱 技术文档\n\nREADME 只保留安装、配置、CLI、MCP 和测试入口。更细的工程内容请看独立文档：\n\n- 开发者指南：`docs/developer/developer-guide.md`\n- CLI 原生搜索规格：`docs/specs/2026-05-31-cli-native-search-spec.md`\n- 检索准确率计划：`docs/plans/2026-02-11-retrieval-accuracy-p0-p1.md`\n- 多 key 轮转设计：`docs/plans/2026-02-10-multi-key-round-robin.md`\n- 插件包迁移记录：`docs/logs/plugin-packages-migration-2026-02-10.md`\n- 发布流程：`docs/release/local-manual-release.md`\n\n基础架构概览：\n\n```text\n索引: Crawler -> Processor -> SemanticSplitter -> Indexer -> VectorStore / SQLite\n搜索: Query -> Vector + FTS Recall -> RRF Fusion -> Rerank -> GraphExpander -> ContextPacker\n```\n\n## 🐛 日志与调试\n\n日志文件位于 `~/.contextweaver/logs/app.YYYY-MM-DD.log`。\n\n```bash\nLOG_LEVEL=debug contextweaver search --information-request \"...\"\n```\n\n## 📄 开源协议\n\n本项目采用 MIT 许可证。\n\n## 🙏 致谢\n\n- [Tree-sitter](https://tree-sitter.github.io/tree-sitter/) - 高性能语法解析\n- [LanceDB](https://lancedb.com/) - 嵌入式向量数据库\n- [MCP](https://modelcontextprotocol.io/) - Model Context Protocol\n- [SiliconFlow](https://siliconflow.cn/) - 推荐的 Embedding/Reranker API 服务\n\n---\n\n

\n Made with ❤️ for AI-assisted coding\n

\n","readmeFilename":"README.md"}