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

DeusData/codebase-memory-mcp

High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 162 languages, sub-ms queries, 99% fewer tokens. Single static binary, zero dependencies. observed · 2026-10-18

github.com/DeusData/codebase-memory-mcp · homepage · C · MIT (permissive) observed · 2026-10-18

Health v2 · maintenance only

83/100

  • Activity 100
  • Release rhythm 99
  • Longevity 17
How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-10-21. Adoption (stars, forks) is never an input.

  • gap_med: 0.0
  • age_days: 238
  • days_rel: 4
  • days_push: 3
  • n_releases_24m: 47

Full methodology

Adoption not part of the score

46783 stars · 3860 forks observed · 2026-10-18

What it is AI-extracted, prompt v1, taxonomy v1, 2026-09-28, confidence 0.97

codebase-memory-mcp is a high‑performance Model Context Protocol (MCP) server that indexes source code into a persistent knowledge graph. It ships as a single native executable and provides sub‑millisecond structural queries for AI coding agents.

Use cases

  • index a large code repository for fast structural queries by an AI coding assistant
  • retrieve function definitions, class hierarchies, or call chains without scanning files one‑by‑one
  • serve a knowledge graph of code to an LLM‑based coding agent to reduce token usage
  • visualize the codebase graph locally for exploration and debugging
  • support multi‑language code analysis in CI pipelines or developer tools

When to choose

  • you need ultra‑fast, local code indexing across many languages
  • your AI agent must query code structure with minimal token overhead
  • you prefer a zero‑dependency, single‑binary solution that runs on Linux, macOS, or Windows
  • you want a persistent knowledge graph that can be queried repeatedly without re‑parsing

When to avoid

  • you require a full LLM or chatbot integrated into the tool
  • you need runtime language support (e.g., Python interpreter) within the server
  • your environment restricts native binaries or requires containerized services only

Facets

service · maturity active

parser search-engine cli artificial-intelligence developer-tools graph-processing windows cli code-intelligence mcp tree-sitter persistent-knowledge-graph native-binary zero-dependencies graph-visualization linux macos

2 sources

Member repositories

RepositoryRoleHealth v2
DeusData/codebase-memory-mcpmain83

For agents

markdown · JSON · MCP: product_card(name="DeusData/codebase-memory-mcp")

Data as of 2026-10-19T08:05:51.212177+00:00 · Report a problem