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

tirth8205/code-review-graph

Local-first code intelligence graph for MCP and CLI. Builds a persistent map of your codebase so AI coding tools read only what matters, with benchmarked context reductions on reviews and large-repo workflows. observed · 2026-08-28

github.com/tirth8205/code-review-graph · homepage · Python · MIT (permissive) observed · 2026-08-28

Health v2 · maintenance only

81/100

  • Activity 99
  • Release rhythm 98
  • 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: 1.5
  • age_days: 188
  • days_rel: 12
  • days_push: 7
  • n_releases_24m: 29

Full methodology

Adoption not part of the score

30891 stars · 2809 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

A local-first code intelligence tool that builds a persistent knowledge graph of a codebase using Tree-sitter static analysis, exposed via MCP and a CLI. It lets AI coding assistants retrieve only relevant code context, reducing token usage in code review and large-repo workflows.

Use cases

  • reduce token usage when AI tools review my code
  • give Claude Code precise context from a large repo
  • build a persistent code knowledge graph locally
  • index my codebase incrementally for AI assistants
  • serve code context to AI tools over MCP
  • static analysis map of functions and dependencies for LLMs

When to choose

  • you use MCP-compatible AI coding tools (e.g. Claude Code) on large repositories
  • you want local-first, private code indexing without sending code to a cloud service
  • you need token-efficient code review or context retrieval

When to avoid

  • you need deep semantic or runtime analysis rather than structural parsing
  • your project is small enough that full-file context is cheap
  • you need an IDE-native indexing solution instead of MCP/CLI

Facets

cli-tool · maturity active

mcp parser linter search-engine cli developer-tools developer-tools large-language-models version-control apis python cli cross-platform code-review knowledge-graph tree-sitter token-efficiency ai-coding local-first graphrag incremental-indexing ai-agents

3 sources

Member repositories

RepositoryRoleHealth v2
tirth8205/code-review-graphmain81

For agents

markdown · JSON · MCP: product_card(name="tirth8205/code-review-graph")

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