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CM

DeusData/codebase-memory-mcp

High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 languages, sub-ms queries, 99% fewer tokens. Single static binary, zero dependencies.

36k Stars2.8k Forks378 Open Issues36k WatchersCMIT
MCP ServerLLM ToolDeveloper ToolData ToolInfrastructure
Review Readiness

This repository page is useful for visitors, but Git-Stars keeps it out of search indexing until more original evidence and comparison context are available.

45

review score

Needs README summaryNeeds original analysisNeeds sources
Decision Snapshot

Problem solved

DeusData/codebase-memory-mcp needs a stronger problem statement before this page should be treated as a full review.

Deployment reality

Setup instructions are not clear enough yet. Non-coders should ask Codex or Claude to read the README, list prerequisites, create an install checklist, and identify hosted alternatives before deploying.

Commercial use

The recorded license is MIT. This is a useful commercial-use signal, but teams should still verify license text, dependencies, model/API terms, and trademark constraints.

Capability ceiling

DeusData/codebase-memory-mcp still needs a clearer capability analysis. Use the metadata as a discovery signal, not as a production recommendation.

Source and compliance noteLast synced: Jul 29, 2026

Git-Stars is independent and not affiliated with GitHub or this project. Analysis may be AI-assisted and based on public repository metadata plus short README-derived summaries. We do not mirror full README files, docs, issues, or social comments.

Original GitHub sourceMethodologyEditorial Policy
Editorial Evaluation

DeusData/codebase-memory-mcp is tracked as a C project in the MCP Server, LLM Tool, Developer Tool, Data Tool, Infrastructure area. This evaluation combines public GitHub metadata, category signals, short source summaries, and Git-Stars editorial rules rather than copying project documentation.

Momentum check: the repository has 36k total stars, with +0 today, +0 this week, and +18k this month. These growth windows help distinguish durable adoption from short-lived visibility spikes.

Maintenance check: current activity is Moderate; the latest push was 77 days ago, and the open issue queue is 378, about 1.04% of total stars. Treat this as an adoption signal, not a substitute for engineering due diligence.

Adoption check: 2.8k forks and 36k watchers suggest how often the project is reused or followed. License signal: MIT. Always verify license compatibility before commercial or internal use.

Practical fit: this project is most relevant when you need developer workflow automation and command-line tooling. Be cautious when you need a legal review, security audit, or production SLA.

Source check: Git-Stars currently has 1 explicit source reference(s) for this report and a recent growth signal of 18k. Follow the original GitHub repository for final install, security, and release information.

Evidence Checklist

Analysis

Limited

Needs stronger original analysis before indexing.

Sources

Limited

Needs clearer source references.

License

Ready

MIT is recorded for review.

Maintenance

Ready

Recent activity is visible in repository metadata.

Alternatives

Ready

Enough nearby projects exist for comparison.

Best For
  • developer workflow automation and command-line tooling
  • C teams evaluating ecosystem-native tooling
  • teams that prefer mature projects with broad adoption signals
Avoid When
  • you need a legal review, security audit, or production SLA
Adoption Signals

Momentum

36k Stars

Reuse

2.8k Forks

Attention

36k Watchers

Maintenance

moderate

License

MIT

Open issues

378

Overview

High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 languages, sub-ms queries, 99% fewer tokens. Single static binary, zero dependencies.

Tool Positioning

MCP Server

Model Context Protocol servers, clients, and integrations

LLM Tool

Libraries and tools for LLM apps, RAG, prompts, and evals

Developer Tool

Tools that improve coding, testing, build, and local workflow

Data Tool

Databases, data pipelines, ETL, analytics, and vector search

Infrastructure

Cloud, deployment, networking, containers, and platform tooling

Quick Start

Start from the original GitHub README and release notes before installing. Git-Stars summarizes setup signals but does not mirror full project documentation.

View on GitHub Project Homepage
Project Activity

70

Health Score

Moderate

Commit Activity

Feb 24, 2026

Created

Jul 28, 2026

Last push

Source Trail

GitHub repository metadata

metadata

Star History

Star history will appear after daily syncs accumulate data.

Community Health
2.8k

Forks

378

Open

36k

Watchers

Owner
CM

DeusData

GitHub profile
Topics & Language
Caiderastclaude-codecode-analysiscode-intelligencecodexcursorcypherdeveloper-toolsgemini-cligraph-visualizationkilocodeknowledge-graphmcpmcp-servermodel-context-protocolopencodesqlitetree-sitterwindsurf
Ecosystem & Usage
GitHub Repository Project Website
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freeCodeCamp.org's open-source codebase and curriculum. Learn math, programming, and computer science for free.

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Your own personal AI assistant. Any OS. Any Platform. The lobster way. 🦞

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nilbuild/developer-roadmap

Interactive roadmaps, guides and other educational content to help developers grow in their careers.

365k
License
MIT
CreatedFeb 24, 2026
Last pushJul 28, 2026
Last syncedJul 29, 2026
Repository Standards

✓

License

✓

Forked

~ Moderate

Maintained