Context7
Up-to-date docs for AI agents
作者提供的说明(英文原文)
AI-powered code indexer with semantic search and knowledge graphs
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
链接指向作者自己的文件;我们不托管也不重新打包它。打开文件后,Claude Desktop 会进行安装。
在终端中运行这条命令
claude mcp add octocode -- npx -y @muvon/octocode mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"octocode": {
"command": "npx",
"args": [
"-y",
"@muvon/octocode",
"mcp"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"octocode": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@muvon/octocode",
"mcp"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月6日
注册名称已通过 GitHub 账户 muvon 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(0.29.1)于3天前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js, MCPB。
同一分类中有:Context7, Codebase Memory, Exa
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
Up-to-date docs for AI agents
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Connect AI agents to Exa for web search, content fetching, and multi-step research.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
Code search and dependency graphs for AI assistants.
Quick start · MCP integration · OctoFS · Documentation · Contributing · Website
Octocode is a Rust CLI and MCP server for exploring codebases. It combines semantic search, structural search, and a live graph of symbols and dependencies. Connect it to Claude Code, Codex, Cursor, Windsurf, or another MCP client, or search directly from your terminal.
Use the installer on Linux or macOS, or in a Unix-compatible shell on Windows:
curl -fsSL https://raw.githubusercontent.com/Muvon/octocode/master/install.sh | sh
Alternatively, on macOS:
brew install muvon/tap/octocode
Other installation methods
Download a binary from GitHub Releases, or install the published crate:
cargo install octocode
Building from source requires Rust 1.95 or later and protoc. See the installation guide for platform requirements, build features, and manual installation.
Verify the installation:
octocode --version
Run these commands in your project's Git repository:
cd /path/to/your/project
octocode index octocode search "authentication middleware"
The default configuration uses local FastEmbed models for embeddings and reranking. No API key is required; model files download on first use. For a directory without Git, use octocode index --no-git.
# Combine related queries
octocode search "auth" "middleware" "session"
octocode search "database connection pool" --language rust
octocode search "deployment configuration" --mode docs
Choose your client in MCP integration. Structural search, signatures, and the live dependency graph read the current source directly and work without an index. Semantic search uses the index created above.
Install Octocode where your client can find it on PATH, and replace /path/to/your/project with your project's absolute directory path.
claude mcp add --transport stdio octocode -- octocode mcp --path /path/to/your/project
claude mcp list
See the Claude Code MCP documentation for configuration scopes and connection details.
codex mcp add octocode -- octocode mcp --path /path/to/your/project
codex mcp list
See the Codex MCP documentation for CLI and configuration-file options.
Add an Octocode entry to your client's MCP configuration:
{
"mcpServers": { "octocode": { "command": "octocode", "args": ["mcp", "--path", "/path/to/your/project"] } } }
Restart the client after saving. The MCP client setup guide covers configuration locations and other clients.
Octomind is a companion AI agent runtime. Its developer:general agent includes Octocode and OctoFS capabilities. After installing Octomind, start it in your project:
cd /path/to/your/project
octomind run developer:general
The first run may install required tools and ask for model credentials. See the Octomind quick start for installation and model access.
| Tool | Use it for | Requires an index |
|---|---|---|
semantic_search | Find code, documentation, and indexed history by meaning | Yes |
structural_search | Find definitions, usages, and AST patterns in current source | No |
view_signatures | Read function signatures, declarations, and imports | No |
graphrag | Explore live file and symbol relationships and dependency paths | No |
lsp_* | Definitions, references, hover information, symbols, and completion | No; requires a language server |
To enable LSP tools, install a language server and add --with-lsp to the server command, for example:
octocode mcp --path /path/to/your/project --with-lsp rust-analyzer
By default, the MCP server uses the existing semantic index without updating it. Rerun octocode index after changes, or run octocode watch separately in the project directory. In-process indexing is available through index.mcp_index = true.
See the MCP integration guide for tool parameters, HTTP transport, and serving multiple repositories, and the LSP guide for language server setup.
OctoFS adds file reading and atomic editing tools to your assistant. Run both MCP servers against the same project directory.
Octocode's structural_search returns source lines as N:hh|content, with the same line IDs used by OctoFS view. An agent can use these IDs directly in OctoFS batch_edit, without reading the same lines again to obtain edit targets. Exact-name lookups include complete definitions up to 32 lines; larger results identify omitted ranges for a targeted read.
Each ID hashes the original line, including indentation. OctoFS checks IDs before applying edits and reports stale targets when the content no longer matches. Group known edits to a file into one atomic batch, then use the fresh IDs returned by the edit for follow-up changes. The N:hh| prefix is metadata, not part of the source code.
After installing OctoFS, add it alongside the Octocode server configured above. Choose your client:
Claude Code:
claude mcp add --transport stdio octofs -- octofs mcp --path /path/to/your/project
Codex CLI:
codex mcp add octofs -- octofs mcp --path /path/to/your/project
Use the same absolute project path for both servers. OctoFS is optional; Octocode's search and navigation tools work independently.
Current source → Language parsers → Live file and symbol graph → MCP tools
Indexed code → Embeddings + BM25 → Hybrid search + reranking → CLI / MCP
The live graph uses Tree-sitter to extract symbols and relationships from current source, without embeddings or an LLM. It remains available through MCP when [graphrag].enabled = false.
Enabling indexed GraphRAG adds persisted file-level enrichment, including semantic file discovery and optional LLM descriptions and architectural relationships. The octocode graphrag CLI uses this persisted layer:
octocode config --graphrag-enabled true
octocode index octocode graphrag overview
See the architecture guide for module boundaries and storage details.
| Language | Extensions |
|---|---|
| Rust | .rs |
| Python | .py |
| TypeScript / JavaScript | .ts, .tsx, .js, .jsx |
| Go | .go |
| PHP | .php |
| C / C++ | .c, .cpp, .cc, .cxx, .c++, .h, .hpp, .hxx, .cppm, .ixx, .mxx, .ccm, .cxxm |
| Ruby | .rb |
| Elixir | .ex, .exs |
| Java | .java |
| Swift | .swift |
| Svelte | .svelte |
| Lua | .lua |
| CSS | .css, .scss, .sass |
| JSON | .json |
| Bash | .sh, .bash |
| Markdown | .md, .markdown |
The repository includes ground truth, scoring scripts, and reproduction instructions. The published local matrix used 127 code-search queries, corpus commit b1771ba, Octocode 0.17.1, and fastembed:jinaai/jina-embeddings-v2-base-code, with reranking disabled for the variants below.
| Configuration | Hit@5 | Hit@10 | MRR | NDCG@10 | Recall@10 |
|---|---|---|---|---|---|
| Dense vector only | 0.598 | 0.717 | 0.485 | 0.528 | 0.671 |
| Hybrid, vector/keyword weights 0.7/0.3 | 0.598 | 0.717 | 0.485 | 0.528 | 0.671 |
| Hybrid, vector/keyword weights 0.3/0.7 | 0.732 | 0.835 | 0.572 | 0.620 | 0.807 |
These are historical results from June 21, 2026; they do not measure the current release or its default configuration. See the full variant matrix for settings and reranker comparisons.
.gitignore and .noindex. Configure exclusions for files you do not want indexed.The configuration guide explains model selection and indexing options. The embedded default template contains the current defaults.
Bug reports, documentation improvements, and code contributions are welcome. Read the contributing guide for development setup and the engineering standards before changing code.
Use [GitHub Issues](https
只显示了开头部分;其余内容请在仓库中阅读