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Git.Top

User RatingsBe the first to rate and review this MCP server! Enrichment pendingWe haven’t run our AI enrichment pass on this listing yet, so the overview, use cases, and FAQ below may be sparse or missing. We work through the catalog over time β€” check back soon.
View RepositoryVisit Website

Evidence-backed open-source project search, recommendations, alternatives, and comparisons.

Quick Install

Automated & IDE Setup

Copy the AI prompt to install this server into Claude Code, Cursor, or another agent β€” or use 1-click editor setup below.

Add to CursorAdd to VS Code
Manual Client & Custom JSON ConfigExpand JSON β–Ύ

Client Config & Setup

Choose your client or environment
Target File:~/Library/Application Support/Claude/claude_desktop_config.json
claude_desktop_config.json
{
  "mcpServers": {
    "git-top": {
      "command": "npx",
      "args": [
        "-y",
        "git-top"
      ]
    }
  }
}

πŸ’‘ Paste the JSON block into your client's configuration file under mcpServers, then restart the application.

Install Directory Badge Claim listing AlternativesπŸ’» More in Developer Tools

Documentation Overview

Git.Top

The Knowledge Graph of Open Source.

GitHub provides code. Git.Top provides knowledge.

Git.Top turns unstructured GitHub repository data into structured project knowledge that humans and AI agents can search, compare, recommend, score, and call through REST APIs or MCP tools.

The Cloudflare Worker is the only product surface. It serves the human HTML pages, REST APIs, MCP endpoint, GitHub sync, and D1-backed knowledge data.

Production: git.top

Repository: github.com/haocn-ops/git-top

Connect An Agent

Use the focused MCP profile for the shortest first connection:

sh
codex mcp add git-top --url https://git.top/mcp/core
claude mcp add --transport http --scope user git-top https://git.top/mcp/core

Then ask your agent:

text
Use Git.Top to recommend three open-source browser-agent projects for Docker, then cite the data source and one caveat for each.

Full setup, client status, and REST alternatives: git.top/connect.

Dated compatibility evidence and the distinction between configuration verification and real-client support: git.top/compatibility.

Registry-ready copy, profiles, privacy boundaries, campaign links, and submission status: git.top/distribution.json. An installable REST-first Agent Skill is available at skills/git-top-project-selection.

What Git.Top Does

  • Discover open-source AI projects by category, deployment target, and use case.
  • Compare projects with decision summaries, ranking signals, and tradeoffs.
  • Find alternatives with similarity signals and comparison-ready shortlists.
  • Explore project relationships across alternatives, related projects, dependencies, deployments, and use cases.
  • Explain Git.Top Score, Agent Score, quality signals, risk flags, and evidence.
  • Serve agent-native REST, OpenAPI, llms.txt, llms-full.txt, and MCP surfaces.

Product Surfaces

  • /discover - browse AI agents, MCP servers, RAG, browser automation, and AI IDE projects.
  • /recommend - turn use cases and constraints into explainable project shortlists.
  • /compare - compare project shortlists.
  • /alternatives and /alternatives/:project - find replacement candidates.
  • /graph/:project - inspect project knowledge graphs.
  • /score/:project - explain project score dimensions.
  • /atlas - explore ecosystem maps.
  • /api/* - consume structured knowledge.
  • /mcp - connect agents through MCP.
  • /mcp/core - connect a focused five-tool MCP profile for first-time use.

Architecture

text
GitHub API
  -> Git.Top ETL
  -> Cloudflare D1
  -> Worker pages, REST APIs, MCP tools, sync jobs, and quality gates

The project intentionally does not ship a separate Next.js app. Keeping Worker-rendered pages, APIs, sync, D1 access, OpenAPI, and MCP in one runtime avoids split product behavior.

Documentation

  • Coding agent guide
  • AI agent adoption and distribution plan 2026-07-31
  • Agent client compatibility
  • Agent distribution package
  • Agent-native assessment and optimization plan
  • Competitive analysis and 90-day optimization plan 2026-09-02
  • Agent function test and improvement plan 2026-07-30
  • Production freshness optimization plan 2026-07-14
  • Site assessment and improvement plan 2026-07-12
  • Automated operations and agent friendliness plan 2026-07-12
  • Agent task evaluation
  • Agent-native optimization implementation report
  • Agent-native optimization PR summary
  • Git.Top 2.0 product upgrade plan
  • Next stage plan
  • Agent friendliness optimization plan
  • Deployment decision
  • REST API guide
  • MCP guide
  • MCP tool behavior examples
  • MCP conformance matrix
  • SDK-oriented examples
  • Adoption analytics runbook
  • GRP examples
  • Agent quickstart
  • MailAgents agent workflow article
  • Site assessment 2026-06-21
  • Production runbook
  • Operations and data governance plan
  • Public trust benchmark: /benchmark and /api/benchmark
  • Data coverage report
  • Seed live check report
  • Eval quality report
  • Local eval report
  • Ranking experiments
  • Quality hardening plan
  • Post-V1 improvement plan
  • Contributing
  • Security
  • License

Development

For maintenance agents, start with AGENTS.md. It summarizes the runtime, high-risk areas, generated data, and validation tiers.

Fast checks:

sh
pnpm docs:validate
pnpm check

Agent surface checks:

sh
pnpm api:validate
pnpm mcp:validate
pnpm eval:explanations
pnpm check

Data and local D1 checks:

sh
pnpm db:execute
pnpm db:seed
pnpm db:integration

Release checks:

sh
pnpm validate
pnpm release:check

Common development commands:

sh
pnpm install
pnpm db:execute
pnpm db:seed
pnpm seed:validate
pnpm seed:coverage
pnpm seed:candidates
pnpm seed:live-check -- --limit 20
pnpm seed:live-check -- --offset 20 --limit 20
node scripts/run-governance-task.mjs daily-production-health
pnpm knowledge:validate
pnpm db:seed-sql
pnpm db:validate
pnpm db:integration
pnpm core:validate
pnpm api:validate
pnpm mcp:validate
pnpm eval:quality
pnpm eval:explanations
pnpm eval:local
pnpm eval:ranking
pnpm eval:agent-tasks
pnpm smoke:prod
pnpm release:check
pnpm check
pnpm validate
pnpm quality:check
pnpm dev

/api/health reports D1 availability and the current project count. Run pnpm db:execute and pnpm db:seed before local API checks when the D1 state is empty. pnpm db:execute prepares the local D1 schema and backfills optional columns that may be missing from older local databases. seed.sql is generated from hand-authored seed knowledge and generated eval fixtures; run pnpm db:seed-sql after changing those fixtures. pnpm db:integration seeds local D1, starts a temporary local Worker, and validates the D1-backed HTTP API path.

pnpm eval:quality is the CI-safe recommendation and classification regression gate. pnpm eval:explanations checks that agent-facing responses include source metadata, classification evidence, quality signal confidence, recommendation reasons/tradeoffs, health count semantics, and GRP reasoning. pnpm eval:agent-tasks gates complete trust, fallback, pagination, evidence, comparison, change-feed, feedback, multilingual, typo, and alias workflows and writes docs/AGENT_TASK_EVAL.md. pnpm eval:local runs broader generated category and deployment probes across the fixture-backed project set and writes docs/EVAL_LOCAL.md; use it before tuning ranking heuristics, but keep it out of the default validation path. pnpm eval:ranking compares offline ranking strategies in docs/RANKING_EXPERIMENTS.md. Runtime search keeps exact-intent ranking by default; broad scoped discovery can opt into ranking=browse.

pnpm seed:candidates discovers seed expansion candidates from live GitHub organization metadata and writes docs/SEED_CANDIDATES.md. Treat it as a review queue, not an automatic append step; candidates still need live-check and category review before entering data/seed-repositories.json.

pnpm smoke:prod validates the deployed Worker at https://git.top and requires D1-backed responses. Use pnpm smoke:prod -- --base-url http://localhost:8787 for a local or preview Worker, or add --allow-seed only when intentionally checking seed fallback behavior.

pnpm quality:check validates the production /api/quality endpoint at https://git.top by default, requires D1-backed metadata, and uses a default minimum score of 90. Use --base-url, --target, --min-score, or --allow-seed for preview and fallback checks.

Operations and data governance are exposed through /operations, /api/governance/summary, and /api/governance/runs. The Cloudflare Worker cron runs hourly maintenance plus daily, weekly, biweekly, and monthly governance checks, then records results in governance_runs.

pnpm release:check runs the public V1 release gate: local validation, local D1 integration, production quality, and production smoke. Use pnpm release:check -- --skip-prod-smoke only when validating a build before the production deployment exists; it skips production-only checks. Use pnpm release:check -- --base-url <origin> to run the same gate against a Worker preview or local origin.

Read the full README β†’View source on GitHub β†’

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Reviews

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Frequently Asked Questions about Git.Top

Add the following block to your claude_desktop_config.json under mcpServers: "mcpServers": { "git-top": { "command": "npx", "args": ["-y", "Git.Top"] } }

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Technical Specs & Signals

CategoryπŸ’»Developer Tools
More technical detailsExpand β–Ύ
TransportSTDIO
RuntimeNode.js
Last updatedSep 7, 2026
Views0
Unique ViewsTotal visits recorded for this listing page on AllMCPs.
Installs0
Installs & Copy ActionsTotal times users copied install commands or configuration snippets for this server.
27Quality signal: Emerging Β· 27/100How this signal is calculated β–Ύ
Server availabilityNot measured

Not scored for repo-hosted servers β€” we can't reach the running server, only its GitHub page. Hosted MCP endpoints are health-checked live.

Verified ownership8/20
Documentation & tools11/30
Adoption & activity1/15
Community engagement0/10

A guidance signal from public completeness & health data β€” not a user rating. New listings start lower and rise as they add docs, get verified, and grow adoption. Signals we can't observe for a listing are skipped, not counted against it.

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