Agent♥︎Age

MCP Catalog

Browse 149 Model Context Protocol servers · AI & Machine Learning · Apache License 2.0Clear

MCP ServerOfficial
io.github.Garl-Protocol/mcp-server

18 trust tools for AI agents — verify, score, route, compare, and delegate with confidence.

SecurityAI & Machine Learning
LAMA3Pythonv1.1.2npm
RAGScoreOfficial
io.github.HZYAI/ragscore

Generate QA datasets & evaluate RAG systems with failure diagnosis. Any LLM.

AI & Machine LearningData & Databases
LAMB22Pythonv0.8.6pypi
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
ClarifypromptOfficial
io.github.LumabyteCo/clarifyprompt

AI prompt optimization for 58+ platforms across 7 categories with custom platforms

AI & Machine LearningProductivity & Docs
LAMA11TypeScript1,929/mov1.1.3npm
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
MetrillmOfficial
io.github.MetriLLM/metrillm

Benchmark local LLM models — speed, quality & hardware fitness verdict from any MCP client

AI & Machine LearningDevelopment & Coding
LAMB5TypeScriptv0.2.6npm
Citecite MCPOfficial
io.github.MukundaKatta/citecite-mcp

Inject, parse, and strip [N] citation markers in RAG outputs.

AI & Machine Learning
LAMA0JavaScriptv0.1.1npm
Ragdrift MCPOfficial
io.github.MukundaKatta/ragdrift-mcp

Diagnose RAG drift: interpret scores, recommend thresholds, explain dimensions.

AI & Machine Learning
LAMA0JavaScriptv0.1.1npm
Ragmetric MCPOfficial
io.github.MukundaKatta/ragmetric-mcp

RAG retrieval IR metrics: recall@k, hit@k, MRR, NDCG@k, evaluate_batch.

AI & Machine Learning
LAMA0JavaScriptv0.1.1npm
OctobrainOfficial
io.github.Muvon/octobrain

Persistent memory for AI assistants with semantic search and knowledge graph relationships.

Knowledge & MemoryAI & Machine Learning
LAMA10Rustv0.9.1mcpb
NVIDIA ElementsOfficial
io.github.NVIDIA/elements

NVIDIA Elements UI design system and agent tools for AI/ML, robotics, and autonomous vehicles.

AI & Machine LearningMedia & Design
LAMA24TypeScript2,062/mov2.1.4npm
Qiskit Code Assistant MCP ServerOfficial
io.github.Qiskit/qiskit-code-assistant-mcp-server

MCP server for the Qiskit Code Assistant intelligent code completion

Development & CodingAI & Machine Learning
LAMA28Pythonv0.4.0pypi
Qiskit Gym MCP ServerOfficial
io.github.Qiskit/qiskit-gym-mcp-server

MCP server for qiskit-gym reinforcement learning quantum circuit synthesis

AI & Machine LearningDevelopment & Coding
LAMA28Pythonv0.4.0pypi
Qiskit IBM Runtime MCP ServerOfficial
io.github.Qiskit/qiskit-ibm-runtime-mcp-server

MCP server for IBM Quantum computing services through Qiskit IBM Runtime

Cloud & DevOpsAI & Machine Learning
LAMA28Pythonv0.6.0pypi
Qiskit IBM Transpiler MCP ServerOfficial
io.github.Qiskit/qiskit-ibm-transpiler-mcp-server

MCP server for AI Transpiler IBM Quantum services

Cloud & DevOpsAI & Machine Learning
LAMA28Pythonv0.4.0pypi
Qiskit MCP ServerOfficial
io.github.Qiskit/qiskit-mcp-server

MCP server for Qiskit quantum computing with circuit serialization utilities

Development & CodingAI & Machine Learning
LAMA28Pythonv0.3.0pypi
Shrike SecurityOfficial
io.github.Shrike-Security/shrike-mcp

AI agent security scanner — prompt injection detection, SQL injection, PII isolation, threat intel.

SecurityAI & Machine Learning
LAMB1TypeScriptv1.1.1npm
TelememOfficial
io.github.TeleAI-UAGI/telemem

Long-term and multimodal memory for AI agents - character-aware, mem0-compatible, fully-local option

Knowledge & MemoryAI & Machine Learning
LAMA469Pythonv1.7.1pypi
Glassbox FrameworkOfficial
io.github.TheBarmaEffect/glassbox-framework

Runtime constitutional verification for AI answers — claim reasoning, ECS, red team, audits.

AI & Machine LearningSecurity
LAMB11TypeScriptv1.0.3npm
AttestixOfficial
io.github.VibeTensor/attestix

AI agent identity, W3C credentials, EU AI Act compliance. 47 MCP tools.

SecurityAI & Machine Learning
LAMA17Pythonv0.2.2pypi
MCP VmanomalyOfficial
io.github.VictoriaMetrics/mcp-vmanomaly

MCP Server for vmanomaly - VictoriaMetrics anomaly detection

Cloud & DevOpsAI & Machine Learning
LAMA8Gov0.2.7oci
Humane ProxyOfficial
io.github.Vishisht16/humane-proxy

AI safety middleware — detects self-harm and criminal intent in LLM prompts.

SecurityAI & Machine Learning
LAMA28Pythonv0.5.6pypi
AxintOfficial
io.github.agenticempire/axint

Apple-native AI agent execution: 36 MCP tools, 5 prompts, compile, validate, repair, and prove.

Development & CodingAI & Machine Learning
LAMA11TypeScript35 toolsv0.4.33npmpypiremote
AI MemoryOfficial
io.github.alphaonedev/ai-memory

Persistent memory for any AI — zero token cost until recall

Knowledge & MemoryAI & Machine Learning
LAMA34Rustv0.5.1oci