Back to directory

unch

A local-first command-line tool for semantic code search that indexes functions, methods, types and their attached documentation with Tree-sitter, then finds them by meaning rather than exact name, using local GGUF embeddings by default and sqlite-vec for storage.

unch

unch parses source files with Tree-sitter to index top-level symbols - functions, methods, types, classes, interfaces - and their attached documentation across Go, Rust, TypeScript, JavaScript and Python, then lets a developer search that index from the terminal by describing what code does rather than knowing its exact name or file path. Embeddings are computed locally with llama.cpp by default, with everything staying on the machine unless the developer opts into OpenRouter-hosted embeddings or publishes a remote index; a shared index can optionally be published through GitHub Actions for teams that want one, without requiring it for normal local use.

It installs an npm package that downloads a matching native release binary for the platform, or can be installed through Homebrew, a shell or PowerShell installer script, or built from source with Go, and integrates with Codex by registering itself as an MCP tool and installing a skill file.

Indexes are built once and searched repeatedly from the CLI without a running server process.

More in RAG

See all 540
  • ai·rete·rag

    ai-rete-rag.com

    A platform that pairs a Rete rule engine with retrieval-augmented generation, so deterministic rules decide an outcome and grounded retrieval explains the decision in plain language.

  • Xtriever

    github.com

    A hybrid retrieval engine for retrieval-augmented generation, written in Rust to run on-device on a phone or a laptop, combining lexical BM25 search, dense embedding search, reciprocal-rank fusion and cross-encoder re-ranking with no server.

  • FileFlux

    github.com

    A .NET library that turns PDF, DOCX, HWP and other documents into optimized chunks for RAG systems, through a five-stage pipeline built on high-performance Rust FFI readers.