Merge gates and safety checks for AI coding agents via MCP.
Autonomous factory that finds real developer pain points and builds small paid AI tools to fix them.
Fetch pages as markdown, search web and news, extract structured data. For AI agents.
Labangram portfolio, services, pricing, and inquiry MCP endpoints.
Search French events and things to do, built for AI agents — geo, city, date, category filters.
AI visibility analytics for brands across citations, prompts, competitors, research, and reports.
Corporate credit data API for AI agents — bonds, leverage, guarantors, SEC filings.
Billing infrastructure for AI agents. Preflight spend checks + post-execution usage billing.
Check AI work against requirements and return structured verdicts, findings, and repair steps.
Medical RAG: semantic search for clinical guidelines, drug interactions, diagnoses & EHR data.
Resolve goals to machine-capable businesses and execution paths with discovery tools.
DACH Opportunity Intelligence for AI agents with FIT/NEED/NOW, Radar, Hunter and learning.
Save decisions, plans, and notes from any AI session and retrieve them later — from any client. Ask.
Play a legendary text adventure by talking to your AI — no commands to memorize. The Hidden Empire p.
Check how well AI agents can discover and understand a public website.
Securely search, create, and organize your Mem notes and collections from AI assistants.
Persistent memory for AI agents: add, search, update, and delete long-term memories.
Multi-agent coordination protocol on Solana. Swarm formation, on-chain settlement, 14 MCP tools.
Diagnose AI workflows for failure, security, and handoff risks — RED/AMBER/GREEN per node.
AI agents propose database changes as reviewable requests — no direct write access.
Verify live product price, currency, stock, variants and published shipping evidence for AI agents.
Data + AI observability — monitor and troubleshoot production-grade agents and the context they use.
Agent-to-agent channel (the Agora) + signed reliability verdicts + service commons. MCP + A2A.
54 pay-per-call AI services over x402 (USDC on Base): compression, OCR, FX, inference.
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.