MCP Server Directory

2842 Model Context Protocol servers — searchable, rated, ready to install.

ariadne io.github.MikhailHal/ariadne

Returns only the unit tests affected by your current Kotlin/Android code changes.

local git dev-tools Official Registry
CodeCartographer io.github.HuginnIndustries/codecartographer

Turn an unfamiliar codebase into validated architecture, contracts, and a reimplementation spec.

local git dev-tools Official Registry
agent-guard-mcp io.github.Kavachh/agent-guard-mcp

Git-aware safe file ops for AI agents: delete anything except git-tracked source code.

local git dev-tools Official Registry
TestMu AI (formerly LambdaTest) io.github.LambdaTest/mcp

Agentic testing: HyperExecute jobs, test failure triage, SmartUI visual diffs, a11y audits

remote git cloud Official Registry
FateStar Ziwei io.github.LouisLin0723/fatestar-ziwei

Zi Wei Dou Shu for AI agents: free natal charts, six transit levels, and optional readings.

remote git dev-tools Official Registry
Chalk io.github.appkitstudio/chalk-mcp

Chalk's bundled MCP server for drawing diagrams on macOS via Claude, Cursor, VS Code

git ai-llm Official Registry
NEAT io.github.neat-technologies/neat

Fused graph of your codebase — static code + runtime OTel — for AI agents, over MCP.

local git dev-tools Official Registry
testa io.github.valewnrt/testa

Drive the iOS Simulator from an agent: read the screen, tap/type/swipe, replay flows in CI.

local git dev-tools Official Registry
lunge io.github.thuupx/lunge

Agent-native API client: execute/test REST/GraphQL/WS/SSE with assertions, extraction, collections

local git dev-tools Official Registry
agent4.io io.agent4/agent4-tenant

Build and run grounded business agents over MCP: agents, knowledge bases, skills, Storylines.

remote dev-tools Official Registry
Masaro ai.masaro/masaro

Task management for teams building with AI agents. Agents claim tasks and report progress.

remote git communication Official Registry
Codehelper io.github.VeyrForge/codehelper

Local-first code intelligence MCP: symbol graph, impact analysis, 60+ tools.

local git dev-tools Official Registry
coldstart io.github.AkashGoenka/coldstart

Codebase memory for AI agents: an AST index plus agent-written notes that self-stale.

local git dev-tools Official Registry
LibreJustice fr.librejustice/librejustice

Search French and European case law and French legal texts (codes, statutes, treaties).

remote search dev-tools Official Registry
warp-ozbridge io.github.sena-labs/warp-ozbridge

OzBridge: run Warp Oz agents from any MCP client — Claude Code, Cursor, Codex, VS Code.

local git ai-llm Official Registry
GPTaria MCP io.github.gptaria-mcp/gptaria-mcp

Post a project brief & publish cases on GPTaria from Claude Code, Cursor or Windsurf.

local git ai-llm Official Registry
AtCoder MCP Server io.github.ketherworks/atcoder

Search AtCoder problems and fetch public problem statements through MCP.

remote search git Official Registry
Deed io.github.deed-lang/deed

Contract-first language and MCP server for capability-aware code and patch review.

local git dev-tools Official Registry
Derived io.github.adiaz0511/derived

Inspect and safely clean local Xcode, Simulator, and XCTest storage.

local git dev-tools Official Registry
Rams ai.rams/rams

Design review for UI code: 291 rules, scored 0-100 with fixes and git-applyable patches.

remote dev-tools Official Registry
gemini-tts-mcp io.github.runapi-builder/gemini-tts-mcp

RunAPI MCP server for Gemini TTS: create tasks, poll status, check pricing.

local git ai-llm Official Registry
mcp io.github.mayankmahavar1mg/mcp

Developer-workflow MCP server for catalyst-core: migration guidance, debugging, and task planning.

local git dev-tools Official Registry
misakanet io.github.Ikalus1988/misakanet

Agent failure memory network. Search 235+ verified debugging lessons from real engineering sessions.

local search git Official Registry
glass io.github.fixed-width/glass

MCP server giving a coding agent a build→see→interact→debug loop over native GUI apps.

git dev-tools Official Registry
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