MCP Catalog

Browse 723 Model Context Protocol servers · AI & Machine Learning · MIT LicenseClear

CategoryAll Data & Databases· 2,860 Development & Coding· 2,793 Search & Web· 2,475 Finance & Crypto· 2,251 Productivity & Docs· 2,207 Commerce & Marketing· 2,197 Cloud & DevOps· 2,043 Knowledge & Memory· 1,825 Security· 1,810 AI & Machine Learning· 1,664 Media & Design· 1,068 Communication & Messaging· 832 Browser & Automation· 668 Other· 280

Plant GenomicsOfficial

io.github.musharna/plant-genomics-mcp

Plant genomics MCP — 32 tools across 11 backends with cross-source synthesis.

Data & DatabasesAI & Machine Learning

LAMA1Pythonv1.8.0pypi

SentorOfficial

io.github.NIKX-Tech/sentor-mcp

Score sentiment toward specific entities in text. Cluster documents and name topics.

AI & Machine LearningData & Databases

LAMA1Pythonv1.0.5pypi

AiglareOfficial

io.github.nugehs/aiglare

Audit AI/LLM features for governance guardrails: confidence, fallback, validation, human-in-loop.

SecurityAI & Machine Learning

LAMA1JavaScriptv0.2.3npm

XapOfficial

io.github.omoshola-o/xap

Agent settlement protocol — discover, negotiate, settle, and verify with XAP.

AI & Machine LearningCommunication & Messaging

LAMC1Pythonv0.4.2npm

Model WellnessOfficial

io.github.pdarche/model-wellness

Wellness spa for AI models: free treatments for rest, reset, context, mood, grounding, affirmation.

AI & Machine LearningKnowledge & Memory

LAMA1Python14 toolsv0.2.0remote

Pythia Oracle MCPOfficial

io.github.pythia-the-oracle/pythia-oracle-mcp

Every smart contract deserves intelligence, not just data. On-chain indicators via Chainlink.

Finance & CryptoAI & Machine Learning

LAMB1Pythonv0.10.0pypi

SkillflowOfficial

io.github.rafsilva85/skillflow

Search, discover, and install 500+ AI agent skills from the SkillFlow marketplace.

AI & Machine LearningCommerce & Marketing

LAMC1JavaScriptv1.0.2npm

RecourseOSOfficial

io.github.recourseOS/recourse

Consequence evaluation for AI agents. Check recoverability before destructive actions.

AI & Machine LearningSecurity

LAMB1TypeScriptv0.1.12npm

TetradOfficial

io.github.SamoraDC/tetrad

Quadruple consensus MCP server for code validation using Codex, Gemini, and Qwen

Development & CodingAI & Machine Learning

LAMC1Rustv0.1.12npm

Oz MCP ServerOfficial

io.github.sena-labs/oz-mcp-server

Bring Warp™ Oz™ agents into any IDE or MCP client — Claude Code, Cursor, Codex.

Development & CodingAI & Machine Learning

LAMA1TypeScript291/mov1.2.1npm

Agent BoosterOfficial

io.github.sseshachala/agent-booster

Cut AI agent token costs 5-15x — routes only relevant code symbols instead of full files.

Development & CodingAI & Machine Learning

LAMA1Pythonv0.6.4pypi

SteelmindOfficial

io.github.stabgan/steelmind

Structured thinking + steel-manning verification for AI agents. Backed by 43+ papers.

AI & Machine Learning

LAMC1TypeScriptv2.0.1npm

Gemini Image StudioOfficial

io.github.udhaykumarbala/gemini-image-studio

AI image generation and editing with Google Gemini. Structured JSON editing.

Media & DesignAI & Machine Learning

LAMC1TypeScriptv1.0.2npm

MindCore Memory MCPOfficial

io.github.woshilaohei/mindcore-memory

AI long-term memory MCP server with importance scoring and confidence calibration

Knowledge & MemoryAI & Machine Learning

LAMA1Pythonv0.1.11pypi

AI Hr Management ToolkitOfficial

io.github.XJTLUmedia/ai-hr-management-toolkit

AI HR toolkit: 24 MCP tools for resume parsing, skill extraction & ATS management.

AI & Machine LearningProductivity & Docs

LAMC1TypeScriptv3.0.5npm

Context First MCPOfficial

io.github.XJTLUmedia/context-first-mcp

37-tool MCP server: context health, memory, reasoning, truthfulness & research pipeline.

AI & Machine LearningKnowledge & Memory

LAMB1TypeScriptv1.2.2npm

PinchworkOfficial

io.github.pinchwork/pinchwork

Agent-to-agent task marketplace with credit escrow and reputation tracking.

AI & Machine LearningCommerce & Marketing

LAMA11Pythonv0.6.2pypi

Mercury Spec OpsOfficial

io.github.n0zer0d4y/mercury-spec-ops

Modular MCP server for dynamic prompt generation and software development analysis tools

Development & CodingAI & Machine Learning

LAMD4TypeScriptv0.1.2npm

RavenOfficial

ai.ravenmcp/raven-mcp

Design intelligence for AI-generated UI — principles, patterns, content, brand, design tokens.

Media & DesignAI & Machine Learning

LAMA2HTMLv1.3.3npm

TakoData Tako MCPOfficial

ai.smithery/TakoData-tako-mcp

Provide real-time data querying and visualization by integrating Tako with your agents. Generate o…

Data & DatabasesAI & Machine Learning

LAMA2TypeScriptv1.16.0remote

AlmuredOfficial

com.almured/marketplace

Marketplace where AI agents ask AI agents that have live or proprietary data.

Commerce & MarketingAI & Machine Learning

LAMB2v1.0.3remote

Agent ModuleOfficial

dev.agent-module/mcp

Deterministic compliance and vertical knowledge bases for autonomous agents. Free 24hr trial.

AI & Machine LearningKnowledge & Memory

LAMC2JavaScript7 toolsv0.9.9remote

MCP Flux ProOfficial

io.github.AceDataCloud/mcp-flux-pro

MCP server for Flux AI image generation

Media & DesignAI & Machine Learning

LAMA2Pythonv2026.7.4.1pypiremote

Math MCPOfficial

io.github.andylbrummer/math-mcp

GPU-accelerated MCP server: symbolic algebra, numerical computing, FFT, optimization, linear algebra

AI & Machine LearningDevelopment & Coding

LAMB2Pythonv0.1.6pypi