Let AI manage your Google Tag Manager containers — tags, triggers, variables, and more.
B2A2H MCP server — AI agent app store. Auto-discover and recommend MCP servers for any project.
AI agent vision for Google Analytics 4 — with ROI measurement. perceptdot.com.
AI agent vision for Sentry error tracking — with ROI measurement. perceptdot.com.
AI agent vision for Vercel deployments — with ROI measurement. perceptdot.com.
Extract structured data from Bills of Lading: parties, ports, containers, incoterms. EU-hosted.
Agent-first image hosting — upload images and get instant CDN URLs.
Paid agent trust checks, receipt verification, research, data work, and monitoring.
Kannada/English Carnatic flute KSGMS syllabus — search lessons, log practice, ask a RAG guru.
Agent-native security, trust, reliability, data and procurement tools for AI workflows.
Enables coding agents to coordinate edits, reviews, and escalations without file locking conflicts.
Schema modeling in JSON, JSON-LD, and other formats with CoreModels platform.
Real-time data API for AI Agents: stocks, weather, forex, logistics, search, scrape, news, IP.
FRC documentation MCP server for WPILib, REV, CTRE, Redux, and PhotonVision.
Your agent already broke this three times. ChangeBook tells it before the fourth.
Industrial intelligence for AI agents. Conviction scores and diligence for 10,000+ industrials.
Local multi-channel message emulator for E2E testing, with MCP tools for LLM agents.
Pay-per-call Reddit agent: post reading, voting, commenting, DM and OAuth flows. x402, USDC on Base.
Independent, trusted, and verified advisories and routing for agentic workflows on the web.
Verified context layer for AI coding agents — prunes, compresses, indexes, remembers. 32 MCP tools.
Semantic code search for AI agents — hybrid BM25+vector, call-graph, 20+ languages.
Aphelion: LinkedIn reel automation with AI - upload, caption, schedule, and publish via Claude.
Cross-session idempotency, URLs as schema-validated JSON, and a record of missing capabilities.
AI agent tools: web search, browser, 400+ LLMs, image gen, TTS, phone verify. Pay-per-use.
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.