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

justrach/codedb

Zig code intelligence server and MCP toolset for AI agents. Fast tree, outline, symbol, search, read, edit, deps, snapshot, and remote GitHub repo queries. observed · 2026-08-28

github.com/justrach/codedb · homepage · Zig · BSD-3-Clause (permissive) observed · 2026-08-28

Health v2 · maintenance only

78/100

  • Activity 99
  • Release rhythm 87
  • Longevity 13
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: 183
  • days_rel: 11
  • days_push: 7
  • n_releases_24m: 65

Full methodology

Adoption not part of the score

1367 stars · 84 forks observed · 2026-08-28

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

codedb is a Zig-based code intelligence server that indexes a codebase once and serves structural queries (symbols, outlines, trigram search, dependency graphs, snapshots) over MCP and HTTP. It acts as a fast context engine for AI coding agents like Claude Code, Cursor, and Codex, deliberately leaving editing to the agent's native tools.

Use cases

  • give my AI coding agent fast codebase search and symbol lookup
  • index a large repo so agents stop shelling out to ripgrep
  • query code structure like outlines, callers, and dependencies over MCP
  • find symbols and definitions across a codebase instantly
  • serve code context to Claude Code, Cursor, or Codex via MCP
  • search a remote GitHub repository's code structure
  • reduce token usage from unstructured grep output in agent workflows

When to choose

  • you run AI coding agents that repeatedly search large codebases and you want sub-millisecond indexed queries
  • you need structural code intelligence (symbols, outlines, dependency graphs) exposed over MCP
  • you want a zero-dependency single binary with file watching and incremental re-indexing

When to avoid

  • you need a full code editing or refactoring tool - codedb explicitly has no edit capability
  • you need production-grade stability - it is alpha software with changing snapshot formats and parser gaps
  • you need a network-accessible server - the HTTP server has no auth and binds to localhost only

Facets

service · maturity experimental

search-engine parser mcp developer-tools developer-tools large-language-models parsers windows cli self-hosted code-intelligence mcp-server code-search symbol-index trigram-search dependency-graph zig context-engine code-navigation indexing ai-agents linux macos

3 sources

Member repositories

RepositoryRoleHealth v2
justrach/codedbmain78

For agents

markdown · JSON · MCP: product_card(name="justrach/codedb")

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