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MCP Catalog

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

Molecular MCPOfficial
io.github.andylbrummer/molecular-mcp

GPU-accelerated MCP server for molecular dynamics, N-body simulations, and particle systems

AI & Machine LearningDevelopment & Coding
LAMB2Pythonv0.1.6pypi
Neural MCPOfficial
io.github.andylbrummer/neural-mcp

GPU-accelerated MCP server for neural network training, deep learning, and model experimentation

AI & Machine Learning
LAMB2Pythonv0.1.6pypi
Quantum MCPOfficial
io.github.andylbrummer/quantum-mcp

GPU-accelerated MCP server: quantum mechanics, wavefunction evolution, Schrodinger simulations

AI & Machine Learning
LAMB2Pythonv0.1.6pypi
MuapiOfficial
io.github.Anil-matcha/muapi

Generate images, videos, and audio using 100+ AI models via muapi.ai.

AI & Machine LearningMedia & Design
LAMA2JavaScriptv1.0.1npm
Cold EmailOfficial
io.github.Bluecraft-AI/cold-email

Generate hyper-personalized cold email sequences via AI.

Commerce & MarketingAI & Machine Learning
LAMC2Pythonv1.0.1remote
MachfiveOfficial
io.github.Bluecraft-AI/machfive

Generate hyper-personalized cold email sequences via MachFive API.

Commerce & MarketingAI & Machine Learning
LAMC2Pythonv1.0.1remote
VerifiMind PEAS - RefleXion TrinityOfficial
io.github.creator35lwb-web/verifimind-genesis

Multi-Agent AI Validation: X-Z-CS Trinity. 13 tools FREE. Auditable reasoning. v0.5.48

AI & Machine LearningSecurity
LAMA2Pythonv3.25.0remote
KeymemOfficial
io.github.donggyun112/keymem

Associative key-graph memory for LLM agents — recall by association, not vector similarity.

Knowledge & MemoryAI & Machine Learning
LAMA2TypeScriptv0.15.0npm
NebulamindOfficial
io.github.DuhoKim/nebulamind

AI astronomy wiki with open agent peer-review. Vote on evidence, propose edits, earn reputation.

Knowledge & MemoryAI & Machine Learning
LAMA2Pythonv0.1.0npm
agentholdOfficial
io.github.edobusy/agenthold

Shared versioned state for multi-agent AI workflows

Knowledge & MemoryAI & Machine Learning
LAMB2Pythonv0.5.1pypi
Kie MCPOfficial
io.github.elibarnett/kie-mcp

MCP for kie.ai: 45+ image, 70+ video, 20+ audio models with model intelligence

AI & Machine LearningMedia & Design
LAMA2JavaScriptv4.0.1npm
Rosetta MCPOfficial
io.github.ewalid/rosetta-mcp

AI-powered Excel translation preserving formatting, formulas, and data integrity.

Productivity & DocsAI & Machine Learning
LAMC2Pythonv0.1.1npm
WisepanelOfficial
io.github.ikoskela/wisepanel-mcp

Multi-agent deliberation across Claude, Gemini, and Perplexity. Stream and publish.

AI & Machine LearningCommunication & Messaging
LAMB2TypeScriptv1.0.1npm
CubelifeOfficial
io.github.Ivy-Innovation/cubelife

Give AI agents a persistent pixel-art character reflecting their state in real time.

AI & Machine LearningMedia & Design
LAMB2TypeScriptv0.3.2npm
PincushionOfficial
io.github.jcooley8/pincushion

Stakeholders pin feedback on your live app; your AI agent reads the pins via MCP and fixes them.

Development & CodingAI & Machine Learning
LAMA2JavaScriptv1.10.0npm
MCP ChristensenOfficial
io.github.m2ai-mcp-servers/mcp-christensen

Clayton Christensen persona agent for strategic advisory using disruption theory

AI & Machine LearningKnowledge & Memory
LAMC2TypeScriptv0.1.1npm
fish-bridge — Session Knowledge GraphOfficial
io.github.MakeaMouse/fish-bridge-mcp

Compresses AI chat sessions into a typed knowledge graph. Local/offline via Ollama.

Knowledge & MemoryAI & Machine Learning
LAMA2Pythonv0.1.3pypi
Memori MCPOfficial
io.github.MemoriLabs/memori-mcp

Memori MCP server — persistent AI memory with recall and augmentation tools

Knowledge & MemoryAI & Machine Learning
LAMA2JavaScriptv1.0.0npm
ComfyUI BuilderOfficial
io.github.MIt9/comfy-ui-builder

ComfyUI MCP server: knowledge base, workflow builder, real-time execution, models, plugins.

AI & Machine LearningMedia & Design
LAMC2TypeScriptv2.4.1npm
Neo — AI/ML EngineeringOfficial
io.github.NeoAIResearch/neo-mcp

AI/ML engineering MCP server for Neo — submit tasks, track execution, and retrieve outputs.

AI & Machine LearningDevelopment & Coding
LAMA2Pythonv0.5.5pypi
Pqs MCP ServerOfficial
io.github.OnChainAIIntel/pqs-mcp-server

PQS scores any prompt before the model runs. 8 dimensions. 5 frameworks. Pre-flight, not post-hoc.

SecurityAI & Machine Learning
LAMB2JavaScript2 toolsv1.4.0npmremote
Context BridgeOfficial
io.github.prateekg7/context-bridge

Context portability MCP server for compressing, formatting, and resuming AI conversation handoffs.

Knowledge & MemoryAI & Machine Learning
LAMB2TypeScriptv0.1.3npm
Replicate MCP ServerOfficial
io.github.sena-labs/replicate-mcp-server

Replicate MCP server - image, video, audio, speech, LLM, vision, upscale, 3D, training. 36 tools.

AI & Machine LearningMedia & Design
LAMA2TypeScriptv3.2.3npm
Context FabricOfficial
io.github.VIKAS9793/context-fabric

Context sync layer for AI agents. Ensures continuity and eliminates memory drift automatically.

Knowledge & MemoryAI & Machine Learning
LAMA2TypeScriptv1.0.7npm