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

johnhuang316/code-index-mcp

A Model Context Protocol (MCP) server that helps large language models index, search, and analyze code repositories with minimal setup observed · 2026-09-03

github.com/johnhuang316/code-index-mcp · Python · MIT (permissive) observed · 2026-09-03

Health v2 · maintenance only

83/100

  • Activity 94
  • Release rhythm 95
  • Longevity 38
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: 3.0
  • age_days: 534
  • days_rel: 37
  • days_push: 37
  • n_releases_24m: 49

Full methodology

Adoption not part of the score

1005 stars · 121 forks observed · 2026-09-03

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

A Model Context Protocol (MCP) server that indexes, searches, and analyzes code repositories so LLM-based assistants can navigate codebases effectively. It is written in Python and runs locally via uvx with minimal setup.

Use cases

  • index a codebase so an AI assistant can search it
  • find all TypeScript files in a project via an LLM
  • search for authentication functions in a repo
  • analyze a specific source file with Claude
  • assist with code review and refactoring using AI
  • generate documentation from an existing codebase
  • debug and understand an unfamiliar repository with an AI assistant

When to choose

  • you use Claude Desktop, Codex CLI, or another MCP-compatible client and want it to understand your codebase
  • you need fast file search and code analysis tools exposed to an LLM with minimal setup
  • you want a lightweight, MIT-licensed local indexing server for AI coding workflows

When to avoid

  • you need a full hosted code search platform like Sourcegraph for teams
  • your project is not on a locally accessible filesystem
  • you do not use any MCP-compatible AI client

Facets

service · maturity active

search-engine mcp developer-tools parser developer-tools large-language-models python cross-platform cli code-indexing mcp-server code-analysis llm-tools code-navigation ai-agents

2 sources

Member repositories

RepositoryRoleHealth v2
johnhuang316/code-index-mcpmain83

For agents

markdown · JSON · MCP: product_card(name="johnhuang316/code-index-mcp")

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