Agent♥︎Age

MCP Catalog

Browse 410 Model Context Protocol servers · AI & Machine Learning · PythonClear

Agent Guardrail MCP ServerOfficial
io.github.JarvisOnM4/agent-guardrail

Action-level governance for AI agents -- control what they DO, not what they SAY

SecurityAI & Machine Learning
LAMC0Pythonv0.1.2pypi
Report Needs MCP ServerOfficial
io.github.JarvisOnM4/report-needs

MCP server for AI agents to report infrastructure needs they encounter during task execution

Cloud & DevOpsAI & Machine Learning
LAMB0Pythonv0.1.1pypi
LetheOfficial
io.github.JesusGarcia9009/lethe

Context GC for LLM agents: offload large tool outputs and recall them to save tokens.

AI & Machine Learning
LAMA0Pythonv0.6.2pypi
Cli Bridge MCPOfficial
io.github.JoaoBerne/cli-bridge-mcp

Other AI CLIs (Gemini, GPT, Claude, opencode, Ollama) as a council — ban-safe, no API keys.

Development & CodingAI & Machine Learning
LAMA2Pythonv0.1.4pypi
Fusion MCPOfficial
io.github.Jolymmiles/fusion-mcp

Local Fusion MCP: panel->judge->synthesis on the Claude CLI subscription, no OpenRouter.

AI & Machine Learning
MA0Pythonv0.1.0pypi
Labmate MCPOfficial
io.github.JonasRackl/labmate-mcp

81 chemistry tools — literature, calculations, retrosynthesis

AI & Machine LearningDevelopment & Coding
LAMC2Pythonv7.3.1pypi
Argus RetrievalOfficial
io.github.Khamel83/argus

Multi-provider search broker for AI agents: 14 providers, 12-step extraction, retrieval workflows.

Search & WebAI & Machine Learning
LAMA3Pythonv1.6.2pypi
Motor Current Signature AnalysisOfficial
io.github.LGDiMaggio/mcp-server-mcsa

MCP server for Motor Current Signature Analysis — fault detection in electric motors

AI & Machine Learning
LAMB8Pythonv0.2.1pypi
Copilot Memory MCPOfficial
io.github.LabForgeDev/copilot-memory-mcp

Persistent semantic memory for AI agents using local ChromaDB vector search. No cloud required.

Knowledge & MemoryAI & Machine Learning
LAMC1Pythonv1.0.0oci
Marm MCP ServerOfficial
io.github.Lyellr88/marm-mcp-server

Universal MCP Server with advanced AI memory capabilities and semantic search.

Knowledge & MemoryAI & Machine Learning
LAMA306Pythonv2.15.2pypioci
Quelllm MCPOfficial
io.github.MGM-FALCON/quelllm-mcp

MCP server for quelllm.fr: 190+ open-weights LLM catalog - list, compare, VRAM and cost estimates

AI & Machine LearningData & Databases
LAMA0Pythonv1.1.0
OpenClaw ConsensusOfficial
io.github.MICONNM/openclaw-consensus-mcp

9-LLM consensus + disagreement scoring + cheapest-route picks to fight hallucinations.

AI & Machine Learning
LAMA0Pythonv0.1.1pypi
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
SmartMemoryOfficial
io.github.MauriceIsrael/SmartMemory

Neuro-symbolic memory for LLMs (POC)

Knowledge & MemoryAI & Machine Learning
LAMA3Pythonv1.0.1
cxg-census-mcpOfficial
io.github.MaxMLang/cxg-census-mcp

MCP server for the CZ CELLxGENE Census. Single-cell, ontology-aware. Community, unaffiliated.

Data & DatabasesAI & Machine Learning
MA0Pythonv0.1.2pypi
PraisonAIOfficial
io.github.MervinPraison/praisonai

AI Agents Framework with Self Reflection and MCP support

AI & Machine Learning
LAMA8.4KPythonv2.3.42pypi
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
MidOS - MCP Community LibraryOfficial
io.github.MidOSresearch/midos

Curated knowledge for AI agents — 19K chunks, 121 skills, semantic search via MCP

Knowledge & MemoryAI & Machine Learning
LAMB8Pythonv2026.2.27pypi
MidOS - MCP Community LibraryOfficial
io.github.MidOSresearch/midos-mcp

Curated knowledge API for AI agents - skill packs, semantic search, validated patterns.

Knowledge & MemoryAI & Machine Learning
LAMB8Pythonv2026.2.23.1pypiremote
Mhlabs MCP ToolsOfficial
io.github.MusaddiqueHussainLabs/mhlabs_mcp_tools

An MCP server that provides text preprocessing, NLP components, and document analysis

AI & Machine LearningDevelopment & Coding
LAMD0Pythonv3.0.0pypi
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
NativOfficial
io.github.Nativ-Technologies/nativ

AI-powered localization — translate, manage translation memory, and access style guides.

Productivity & DocsAI & Machine Learning
LAMC1Pythonv0.1.3pypi
Saferagenticai MCPOfficial
io.github.NellInc/saferagenticai-mcp

Read-only tools over the Safer Agentic AI framework: 238 patterns + 14 heuristics.

SecurityAI & Machine Learning
LAMA0Pythonv0.3.4pypiremote
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