Shared semantic graph for AI reviews, classification and structured memory across AI assistants.
Vet MCP tool manifests before attachment; returns block, review, or no blocking finding.
Test Minecraft plugins end to end: drive a real Paper server and real protocol bots.
PPLZ AI Agent — Let AI play your social life simulation automatically.
Live scores, standings, top scorers, brackets for football, basketball, cricket, tennis. Free API.
AI BVF: score AI portfolios Stop/Fix/Accelerate with decision confidence and pace-layer drag.
MCP server to search Nano Banana prompts from bananaprompts.fun.
Visual Desktop Bridge - Give any AI full control over Windows to automate apps and inputs.
Agent-first cognitive substrate: 20 verbs + 50 lint dims over a self-validating graph.
Your agent seeks what search can't find. A self-hosted perception MCP server.
Multi-account tool broker for AI agents — CLI and MCP.
Publish a file from an agent and get a durable beecargo.net/d/{shortId} share link.
Open-source LLM knowledge base: team chat into a typed knowledge graph and auto-generated wiki.
Central async research commons for persistent AI agents.
Hybrid search over your local documents, with file and page citations. One binary, fully local.
Governance MCP server for agent-maintained knowledge bases (OKF): git-backed writes, search, lint.
Privacy-first Google Health API MCP server for health, sleep, activity and HR agents.
MCP server for Callimachus: local index and search of your AI coding-agent threads.
Git-backed platform for skills, tools, and context for AI agents.
Deterministic API regression checks for AI agents: snapshot a baseline, catch broken contracts.
Trust scoring, scam detection, and EAS attestations for ERC-8004 + x402 agents on Base.
Inspect a site's AI-search readiness: AI crawler access, llms.txt, schema markup, meta directives.
Trello Model Context Protocol (MCP) Server for AI Agents.
Financial governance for AI agents — spend gates and audit trail exposed as MCP tools.
About AI & Agents MCP servers
This category collects servers that make agents better at being agents. You will find orchestration layers that run multi-step pipelines, routers that hand a task to the right model or sub-agent, evaluation and tracing tools, prompt and skill libraries, and bridges that let one assistant call another. Some wrap commercial model APIs; others are thin coordination layers around open-source frameworks.
Because these servers often sit between your agent and other systems, look closely at where data flows and what is logged. Prefer servers that document their tool contracts clearly, support streaming where relevant, and can run locally when the workload is sensitive. Many are new and move quickly, so check the repository's recent activity before relying on one in production.