MCP Catalog

Browse 1,664 Model Context Protocol servers · AI & Machine LearningClear

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

Structured Output AgentOfficial

io.github.mikerawsonnz/structured-output-agent

Turn a prompt + a field schema into validated, typed JSON (Instructor over Gemini 2.5 Flash on Verte

AI & Machine LearningDevelopment & Coding

LAMA1Python1 toolv1.0.0remote

Traced Llm ProxyOfficial

io.github.mikerawsonnz/traced-llm-proxy

Proxy Gemini (Vertex AI) completions wrapped in OpenTelemetry trace spans; returns the answer plus t

AI & Machine LearningDevelopment & Coding

LAMA1Python1 toolv1.0.0remote

AgentcastOfficial

io.github.MukundaKatta/agentcast

Structured-output enforcer: extract and validate JSON from messy LLM text.

AI & Machine Learning

LAMA1JavaScriptv0.1.0npm

AgentfitOfficial

io.github.MukundaKatta/agentfit

Token-aware message truncation: fit a chat history into your model's context budget.

Development & CodingAI & Machine Learning

LAMA1JavaScriptv0.1.0npm

AgentvetOfficial

io.github.MukundaKatta/agentvet

Validate tool-call args before execution. Returns LLM-friendly retry hints.

AI & Machine LearningSecurity

LAMA1JavaScriptv0.1.0npm

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

Fodda Knowledge GraphsOfficial

io.github.piers-fawkes/fodda

Expert-curated knowledge graphs for AI agents — retail, beauty, sports, plus institutional data

Knowledge & MemoryAI & Machine Learning

MA1TypeScriptv1.30.0npmdeprecated

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

QinisoOfficial

io.github.qinisolabs/qiniso

Deterministic fact verification for AI agents — checksums & curated data, not guesses.

AI & Machine LearningSecurity

LAMA1TypeScript56 toolsv0.5.1npmremote

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

Undesirables MCP ServerOfficial

io.github.sailorpepe/undesirables-mcp-server

35+ AI tools for TCG card grading, Monte Carlo pricing, 370K+ product search. BYOK.

Commerce & MarketingAI & Machine Learning

MA1Pythonv1.1.3pypi

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

QAE Safety CertificationOfficial

io.github.tb8412/qae-safety-mcp

Deterministic pre-execution safety certification for autonomous AI agents.

SecurityAI & Machine Learning

LAMC1Pythonv0.1.2pypi

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

Clinical Trial DesignOfficial

io.github.wei-ai-lab/clinical-trial-design

Phase 2/3 clinical trial design via gsDesign / gsDesign2: sample size, GS boundaries, multiplicity

AI & Machine LearningData & Databases

LAMB1Rv0.0.12npm

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