Ferramentas de desenvolvimento
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Semantic code search for AI — ripgrep speed with tree-sitter AST parsing.
★ 722 estrelasApache-2.0
Ver o guia →cocoindex-code é um projeto de ferramentas de desenvolvimento de código aberto de cocoindex-io (cocoindex-io/cocoindex-code no GitHub). Tem 2.772 estrelas no GitHub e 229 forks, é publicado sob a licença Apache-2.0 e foi atualizado pela última vez no GitHub em 6 de outubro de 2026.
Lightweight AST-based semantic code search CLI (ccc) that makes coding agents faster and cheaper
Decide whether you want direct CLI search, or your coding agent to use semantic search automatically via the Skill/MCP integration.
Install cocoindex-code[full] with pipx or uv tool for local embeddings, or the slim build if you will use a cloud embedding API.
Optionally add the agent integration (npx skills add, or claude mcp add cocoindex-code -- ccc mcp), then let it initialize the project.
Run ccc index if needed, then ccc search "authentication logic" — or just ask your agent to find how something works.
Indexes code by syntax tree (tree-sitter), so search matches code structure and meaning, not just text.
The README emphasizes a 1-minute setup: install and go; ccc index auto-initializes new projects with defaults.
npx skills add cocoindex-io/cocoindex-code teaches Claude Code and other skill-compatible agents to initialize, index and search on their own.
ccc mcp runs a stdio MCP server exposing a search tool with refresh_index, language and path filters.
ccc grep finds code by structural example pattern against the syntax tree — no index or embeddings required.
init, index, search, grep, status, doctor, reset and a background daemon that keeps the index fresh.
Clone CocoIndex Code if you want the source; most users install the CLI in step 2.
git clone https://github.com/cocoindex-io/cocoindex-code.git
cd cocoindex-codeInstall the batteries-included build as the README recommends.
pipx install 'cocoindex-code[full]'
# or: uv tool install --upgrade 'cocoindex-code[full]'Initialize (optional), build the index, and run a semantic search.
ccc init
ccc index
ccc search "authentication logic"cocoindex-io maintains it, built on their CocoIndex engine.
Yes, Apache-2.0 licensed. The [full] install uses local embeddings with no API key; the slim install needs a cloud embedding provider key.
Not with the [full] install — local embeddings (default model Snowflake/snowflake-arctic-embed-xs) work out of the box. The slim install requires a cloud provider.
Text search finds exact strings. ccc adds AST-aware semantic retrieval with ranked chunks, file paths and line numbers, plus an MCP/Skill interface agents can call directly.
pipx install 'cocoindex-code[full]', run ccc index in your repo, then ccc search — or add the Skill so your agent does it for you.
Semantic code search for AI — ripgrep speed with tree-sitter AST parsing.
Fast, accurate semantic code search for agents — about 99% fewer tokens than grep plus read.
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Grátis e aberto: pegue o código-fonte, dê uma estrela no repositório e comece a criar.