Ross ROSS = Recommend OSS · open-source software intelligence for agents

BeaconBay/ck

Local first semantic and hybrid BM25 grep / search tool for use by AI and humans! observed · 2026-08-28

github.com/BeaconBay/ck · homepage · Rust · Apache-2.0 (permissive) observed · 2026-08-28

Health v2 · maintenance only

79/100

  • Activity 97
  • Release rhythm 85
  • Longevity 26
How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.

  • gap_med: 0.0
  • age_days: 368
  • days_rel: 101
  • days_push: 20
  • n_releases_24m: 23

Full methodology

Adoption not part of the score

1705 stars · 70 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

ck is a grep-compatible code search tool written in Rust that combines traditional BM25/regex search with local embedding-based semantic search and hybrid rank fusion. It runs entirely offline, includes an interactive TUI, a VSCode/Cursor extension, and a built-in MCP server for AI agent integration.

Use cases

  • search code by meaning instead of exact keywords
  • find error handling patterns without matching literal strings
  • grep-compatible replacement with semantic fallback
  • give AI coding agents fast local code search via MCP
  • interactively explore a codebase in a terminal UI
  • index a large codebase locally without sending code to the cloud

When to choose

  • you want grep-like search that also understands concepts and synonyms
  • you need fully offline, privacy-preserving code search
  • you want to wire semantic code search into Claude Desktop, Cursor, or other MCP clients
  • you work in the terminal and want a TUI for exploring code

When to avoid

  • you only need exact regex matching and want zero index overhead
  • you need cloud-hosted or team-shared code search
  • your environment cannot run a local embedding model

Facets

cli-tool · maturity active

search-engine cli mcp terminal-ui rag developer-tools artificial-intelligence cli cross-platform rust editor-plugin semantic-search grep bm25 hybrid-search embeddings code-search offline vscode-extension command-line search ai-agents

2 sources

Member repositories

RepositoryRoleHealth v2
BeaconBay/ckmain79

For agents

markdown · JSON · MCP: product_card(name="BeaconBay/ck")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem