octocode

Ochiq manbalardan

AI agentlar uchun strukturaviy kod tahlili — semantik qidiruv, bilim grafiklari va oʻrnatilgan MCP serveri bitta Rust ikkilik faylida. Claude, Cursor va istalgan MCP mijozga kod bazangizni chuqur tushunish imkonini bering.

Mashina tarjimasi · Asl matnni koʻrsatish

Structural code intelligence for AI agents — semantic search, knowledge graphs, and a built-in MCP server in one Rust binary. Give Claude, Cursor, and any MCP client a deep understanding of your codebase.

MCP serverKategoriya: MCP serverlar · AI va xotira · Git va dasturlash · Qidiruv va bilimlarOpen sourcemaʼlumot tekshirilgan: 15-okt, 2026

Sharh

  • ai
  • ai-agents
  • claude-code
  • cli
  • code-intelligence
  • code-search
  • cursor
  • developer-tools
  • doc-search
  • embeddings

Oʻrnatish

Buyruqlar faqat koʻrsatiladi, marketpleys ularni bajarmaydi. Rasmiy hujjatlar bilan solishtiring.

Moslik

«Nomaʼlum» dalil topilmaganini bildiradi, mahsulot mos emasligini emas.
PlatformaHolatArxitekturaDalilIshonchlilik
Claude (web & desktop)Nomaʼlum———
Claude CodeNomaʼlum———
CursorNomaʼlum———
VS CodeNomaʼlum———
WindsurfNomaʼlum———
ChatGPTNomaʼlum———
WindowsMosarm640.29.0 relizidagi rasmiy yigʻma: octocode-0.29.0-aarch64-pc-windows-msvc.mcpb0.70
Mosx86_640.29.0 relizidagi rasmiy yigʻma: octocode-0.29.0-x86_64-pc-windows-msvc.mcpb0.70
macOSMosarm640.29.0 relizidagi rasmiy yigʻma: octocode-0.29.0-aarch64-apple-darwin.mcpb0.70
Mosx86_640.29.0 relizidagi rasmiy yigʻma: octocode-0.29.0-x86_64-apple-darwin.mcpb0.70
LinuxMosarm640.29.0 relizidagi rasmiy yigʻma: octocode-0.29.0-aarch64-unknown-linux-musl.mcpb0.70
Mosx86_640.29.0 relizidagi rasmiy yigʻma: octocode-0.29.0-x86_64-unknown-linux-musl.mcpb0.70

Relizlar

tekshirilgan: 29-okt, 2026
v0.29.0Oxirgi28-okt, 2026Rasmiy manba ↗

0.29.0 versiyasi fayllari

Marketpleys bu fayllarni saqlamaydi: yuklab olish rasmiy manbadan. Biz ularni skanerlamaganmiz.
FaylPlatformaHajmSHA-256Rasmiy manbadan yuklab olish
octocode-0.29.0-aarch64-apple-darwin.mcpbmacos · arm64 · mcpb36,9 MB4fd9395cb8c9…Rasmiy manba ↗
octocode-0.29.0-aarch64-apple-darwin.tar.gzmacos · arm64 · tarball36,9 MBdd4258f2ef39…Rasmiy manba ↗
octocode-0.29.0-aarch64-pc-windows-msvc.mcpbwindows · arm64 · mcpb20,6 MB732c8a1f569f…Rasmiy manba ↗
octocode-0.29.0-aarch64-pc-windows-msvc.zipwindows · arm64 · zip35,4 MBf4ff1e8e3464…Rasmiy manba ↗
octocode-0.29.0-aarch64-unknown-linux-musl.mcpblinux · arm64 · mcpb39,1 MB29a6afee4b2b…Rasmiy manba ↗
octocode-0.29.0-aarch64-unknown-linux-musl.tar.gzlinux · arm64 · tarball39,1 MB5f352ec38604…Rasmiy manba ↗
octocode-0.29.0-x86_64-apple-darwin.mcpbmacos · x86_64 · mcpb39,6 MB88b742b28f69…Rasmiy manba ↗
octocode-0.29.0-x86_64-apple-darwin.tar.gzmacos · x86_64 · tarball39,6 MBbcb4771aec37…Rasmiy manba ↗
octocode-0.29.0-x86_64-pc-windows-msvc.mcpbwindows · x86_64 · mcpb24,8 MBff4c01a57e52…Rasmiy manba ↗
octocode-0.29.0-x86_64-pc-windows-msvc.zipwindows · x86_64 · zip37,7 MB3f4cbcd63ed2…Rasmiy manba ↗
octocode-0.29.0-x86_64-unknown-linux-musl.mcpblinux · x86_64 · mcpb43,2 MB91a7a2475a94…Rasmiy manba ↗
octocode-0.29.0-x86_64-unknown-linux-musl.tar.gzlinux · x86_64 · tarball43,2 MB92ff20a1c21a…Rasmiy manba ↗
aarch64-apple-darwin.sha256nazorat summalari65 Be16b2d3309fc…Rasmiy manba ↗
aarch64-pc-windows-msvc.sha256nazorat summalari65 B24a20a5954a7…Rasmiy manba ↗
aarch64-unknown-linux-musl.sha256nazorat summalari65 Bb932bf8a32a7…Rasmiy manba ↗
x86_64-apple-darwin.sha256nazorat summalari65 B75bbb4eab113…Rasmiy manba ↗
x86_64-pc-windows-msvc.sha256nazorat summalari65 B1a69e24d89f0…Rasmiy manba ↗
x86_64-unknown-linux-musl.sha256nazorat summalari65 B978d335725ac…Rasmiy manba ↗
server.jsonboshqa2,6 KB7c5093e88904…Rasmiy manba ↗

Relizlar tarixi

Sifat profili

algoritm quality-v1.0 · baholangan 15-okt, 2026
Sifat bahosi96
Xavf bahosi0
Ishonchlilik 1.00
Sifat bahosi va xavf bahosi — turli koʻrsatkichlar. Yuqori sifat xavfsizlikni kafolatlamaydi.

Baho tarkibi

Qoʻllab-quvvatlash · 2020
last activity 1 days ago
Hujjatlar · 1515
README 18949 chars, description present
Foydalanishga tayyorlik · 1515
install instructions: yes; releases: yes
Metamaʼlumotlar · 1010
4/4 of description, homepage, license, topics
Relizlar · 1010
10 release(s), latest 4 days ago
Kategoriya aniqligi · 1010
classifier confidence 0.97
Ommaboplik · 107
510 stars (log-dampened, 10k = max)
Litsenziya aniqligi · 55
SPDX Apache-2.0
Hamjamiyat · 55
issues enabled, 59 forks

Litsenziya

Apache-2.0
Litsenziya maʼlumrepozitoriy xostingi maʼlumotlariga koʻra

Bu katalog siyosati holati, yuridik xulosa emas.

Manbalar

github.com/Muvon/octocodeAsosiy★ 510 yulduzfaollik: 14-okt, 2026Asosiy repozitoriy · Ishonchlilik 1.00

Sharhlar

Sharh yozish uchun kiring

Hali sharhlar yoʻq.

Muqobillar

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Yuqori unumdorlikka ega kod intellekti MCP serveri. Kod bazalarini doimiy bilimlar grafigiga indekslaydi — oʻrtacha repozitoriy millisekundlarda qayta ishlanadi. 158 ta til, submillisekundlik soʻrovlar, 99% kam token. Yagona statik binar fayl, bogʻliqliklarsiz.MIT · MCP serverlar
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README

Muvon/octocode dan · litsenziya Apache-2.0 · yuklangan 29-okt, 2026

Octocode

Code search and dependency graphs for AI assistants.

[CI] [Coverage] [Crates.io] [Release] [Rust] [License]

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.

  • Find code by intent with hybrid vector and keyword search, plus configurable reranking.
  • Locate definitions and usages with structural search over the current source.
  • Trace relationships between files and symbols: imports, calls, inheritance, and implementations.
  • Read signatures without loading entire files; add a language server for definitions, references, and hover information.
  • Run locally with the default embedding and reranking models, or configure remote providers.

Quick start

1. Install

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

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

2. Index and search

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"

# Filter code results by language
octocode search "database connection pool" --language rust

# Search documentation
octocode search "deployment configuration" --mode docs

3. Connect your AI assistant

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.

MCP integration

Install Octocode where your client can find it on PATH, and replace /path/to/your/project with your project's absolute directory path.

Claude Code

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 CLI

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.

Claude Desktop, Cursor, and Windsurf

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

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.

Available tools

ToolUse it forRequires an index
semantic_searchFind code, documentation, and indexed history by meaningYes
structural_searchFind definitions, usages, and AST patterns in current sourceNo
view_signaturesRead function signatures, declarations, and importsNo
graphragExplore live file and symbol relationships and dependency pathsNo
lsp_*Definitions, references, hover information, symbols, and completionNo; 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.

Use Octocode with OctoFS

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.

How it works

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.

Supported languages

LanguageExtensions
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

Retrieval benchmark

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.

ConfigurationHit@5Hit@10MRRNDCG@10Recall@10
Dense vector only0.5980.7170.4850.5280.671
Hybrid, vector/keyword weights 0.7/0.30.5980.7170.4850.5280.671
Hybrid, vector/keyword weights 0.3/0.70.7320.8350.5720.6200.807

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.

Privacy and configuration

  • Local models by default. Embedding and reranking run locally after model downloads. Remote embedding, reranking, and LLM providers are optional; when enabled, they receive the queries and source content needed for those features.
  • Local storage. Indexes live outside your repository in Octocode's per-project data directory.
  • File exclusions. Indexing respects .gitignore and .noindex. Configure exclusions for files you do not want indexed.
  • Client access. The default MCP transport is stdio. The model used by your AI client may receive source content returned by tools, even when Octocode uses local models.
  • Provider credentials. API keys can be supplied through environment variables. See the API key guide before enabling remote providers.

The configuration guide explains model selection and indexing options. The embedded default template contains the current defaults.

Documentation

Contributing

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 for bugs and feature requests, Discussions for questions, or contact opensource@muvon.io.

License

Apache License 2.0. Maintained by Muvon.

Repozitoriyni ochish ↗