MCP server for The Movie Database (TMDB) with IMDb/Rotten Tomatoes/Metacritic ratings via OMDb.
Episodic memory and architectural policy for AI agents. Frames, Atlas, and Policy.
Real human judgment as agent tools — ask a question, get a structured human answer back.
Woody, the AI firearms expert. Verified specs, legal lookups, and knowledge base.
AI governance MCP server: trust scoring, guardrails, bias/hallucination detection, compliance.
Audit any MCP server's security & quality — OWASP MCP Top 10 + explainable 0-100 MCP Score.
Local-first persistent memory for AI agents — SQLite + local embeddings, MCP-native, no cloud.
Trust metadata for AI agents — check files before building on them, stamp verified work.
Check paid x402 APIs before your agent spends: signed uptime/price attestations. Zero-config join.
x402 micropayments for AI agents — credits-based, no wallets, no blockchain.
Read-only MCP server for the OpenAI Ads API: campaigns, ad groups, ads, and insights.
Generate QA datasets & evaluate RAG systems with failure diagnosis. Any LLM.
DeFi execution for AI agents — swap, lend, bridge, and yield across 22 chains.
Connect AI assistants to Subotiz - Using Subotiz's external capabilities through natural language.
186 real AI agent post-mortems, 107 of them measurement failures. Free tools, paid via x402.
Web, academic and code search with graph RAG, data lineage, ontology and cross-project schema links.
Computer-use MCP for Windows 10/11: 32 tools — screenshot, UIA, Chrome CDP, type/click/scroll, VBA.
Lightning-fast RAG for AI agents. 4-layer fusion, ONNX Runtime, sub-200ms search.
Non-custodial cross-chain OTC for AI agents: sealed RFQ, negotiation, HTLC atomic swaps. Testnet.
Private projects, preflight, decisions, and handoffs that keep work continuous across AI tools.
Crystallize headless commerce tools for AI agents via Model Context Protocol.
MCP server for Safari DevTools — browser debugging and automation for AI coding agents.
Intelligent API routing for AI agents. Best service, best price, free alternatives.
Honest voice authenticity for AI agents: enrol a voice, verify a call clip. Signal, not verdict.
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.