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

Labmate MCPOfficial

io.github.JonasRackl/labmate-mcp

81 chemistry tools — literature, calculations, retrosynthesis

AI & Machine LearningDevelopment & Coding

LAMC2Pythonv7.3.1pypi

Meta Prompt MCPOfficial

io.github.kapillamba4/meta-prompt-mcp

MCP server providing official Google and Anthropic prompting guides for meta-prompt generation.

AI & Machine LearningKnowledge & Memory

LAMB2Pythonv1.0.11pypi

ATEX AI GatewayOfficial

io.github.lm203688/atex-ai-gateway

One API key for 6 AI models. Pay-per-use. MCP protocol support with web search.

AI & Machine LearningSearch & Web

MA2Pythonv4.3.0remote

Ollama HandoffOfficial

io.github.Michael-WhiteCapData/ollama-handoff

Offload cheap work from your AI agent to a local Ollama model, at zero cloud cost.

AI & Machine Learning

LAMA2Pythonv0.1.2pypi

BantouOfficial

io.github.michielinksee/bantou

AI bookkeeping agent for Japanese accountants — auto-classifies freee/Yayoi/MF/TKC transactions.

Finance & CryptoAI & Machine Learning

LAMA2TypeScript319/mov0.2.2npm

GlassypicOfficial

io.github.onepunchtechnology/glassypic

AI image processing: upscale, resize, crop, compress, convert file format, and generate SEO metadata

Media & DesignAI & Machine Learning

LAMA2TypeScriptv2.0.1npmremote

Bolor Brain MCPOfficial

io.github.photoxpedia/bolor-brain-mcp

Cognitive architecture MCP server with memory, learning, and contextual understanding

AI & Machine LearningKnowledge & Memory

LAMB2Pythonv1.1.0npm

Kernal MCPOfficial

io.github.pintomatic/kernal-mcp

Graph-native memory for AI agents: a knowledge graph built from conversation, via MCP.

Knowledge & MemoryAI & Machine Learning

LAMA2TypeScript231/mov0.2.1npm

PlumbOfficial

io.github.plumbkit/plumb

LSP-backed IDE intelligence plus concurrency-safe, transactional edits for AI coding agents.

Development & CodingAI & Machine Learning

LAMA2Gov0.10.0

HolomimeOfficial

io.github.productstein/holomime

Behavioral therapy for AI agents — self-diagnosis, alignment, and training via MCP

AI & Machine Learning

LAMC2TypeScriptv1.9.2npm

Unity MCP ServerOfficial

io.github.rachitkumarrastogi/unity-mcp-server

MCP server for Unity: 110+ tools, AI/ML discovery, bundled skills. No Editor.

Development & CodingAI & Machine Learning

MA2TypeScriptv1.6.0npm

Claude Prompt OptimizerOfficial

io.github.rishiatlan/claude-prompt-optimizer

Scores, compiles & optimizes prompts for any LLM. Zero AI calls inside. Freemium.

AI & Machine LearningDevelopment & Coding

MA2TypeScriptv2.2.2npm

Air BlackboxOfficial

io.github.shotwellj/air-blackbox

EU AI Act compliance scanner for Python AI agents — scan, analyze, and remediate

SecurityAI & Machine Learning

LAMB2Pythonv0.1.2pypi

OpenAkashicOfficial

io.github.szara7678/openakashic

Shared long-term memory vault for AI agents with 20 MCP tools.

Knowledge & MemoryAI & Machine Learning

LAMA2Pythonv1.0.0remote

MINDOfficial

io.github.theastraway/mind

Personal knowledge graph AI memory. 15 tools, 89 actions. Emotional intelligence, CRM, social.

Knowledge & MemoryAI & Machine Learning

LAMB2TypeScriptv0.5.4npm

Veriswarm MCPOfficial

io.github.veriswarm/veriswarm-mcp

VeriSwarm MCP Server — Trust infrastructure for AI agents via Model Context Protocol

SecurityAI & Machine Learning

LAMA2Pythonv0.4.0pypi

AgentForgeOfficial

org.sciscale/agentforge-mcp

Turn rough requests into rigorously structured prompts, for any coding agent.

Development & CodingAI & Machine Learning

LAMB2JavaScriptv0.1.4npm

SaC — Software as ContentOfficial

ai.dynsoft/sac

Give your AI agent the ability to respond with live, interactive apps that evolve.

Development & CodingAI & Machine Learning

LAMB3Pythonv0.1.2pypi

MCP Seedream ProOfficial

io.github.AceDataCloud/mcp-seedream-pro

MCP server for ByteDance Seedream AI image generation

Media & DesignAI & Machine Learning

LAMA3Pythonv2026.7.4.1pypiremote

MCP ServerOfficial

io.github.Agentled/mcp-server

Intelligent AI workflow orchestration with long-term memory, 100+ integrations, and unified credits.

AI & Machine LearningCloud & DevOps

LAMA3TypeScriptv0.18.1npm

Adaptive RecallOfficial

io.github.AIAppsAPI/adaptive-recall

Adaptive memory system with cognitive scoring, knowledge graph, and self-improving ML.

Knowledge & MemoryAI & Machine Learning

LAMB3v1.0.1npm

MCP WebgateOfficial

io.github.annibale-x/mcp-webgate

Web search that doesn't wreck your AI's memory.

Search & WebAI & Machine Learning

LAMC3Pythonv0.1.31pypi

Vlk MemActOfficial

io.github.aranajhonny/vlk-core

Stateful memory for AI agents. Temporal awareness, error loop detection, and preventive constraints.

AI & Machine LearningKnowledge & Memory

MA3Rustv0.3.0mcpb

MAXential Thinking MCPOfficial

io.github.BAM-DevCrew/MAXential-Thinking-MCP

11 focused tools for structured thinking, branching, revision, and navigation.

AI & Machine LearningProductivity & Docs

LAMB3TypeScriptv2.0.1npm