MCP server for Mireye Earth — federal-source-cited geospatial data for any MCP-aware agent.
Memory + wallet for AI agents. Real payment rails, Agent FICO 300-850, Merkle audit, identity.
Mock, record/replay, verify and chaos-test any HTTP, REST, gRPC or LLM dependency over MCP.
Marketing intelligence API for AI agents. Real campaign data, not LLM guesses.
MCP server for monday.com integration.
Goal decomposition where every "done" is proven by evidence and checked by a judge.
Alces for Jira Data Center — MCP server bridging Jira DC/JSM with AI agents.
Agent-readiness scanner (0-5 score), robots.txt + llms.txt generators, managed agent enablement.
Conference & journal CFP deadlines, CCF/ICORE/QUALIS rankings, acceptance rates, research fields.
Live Nigerian insurance quotes across insurers, free policy check-up, and hosted checkout links.
Read-only MCP server: AI agents read your live MyLinedChart desktop chart context. Local, IBKR.
Calculate US household employer (nanny) taxes + run payroll via AI agents. All 50 states.
Deterministic claim verification with receipts across ~60 domains. No model in the loop.
Local-first secret scanning, rotation, vault, and audit-log tools for AI agents.
Web search for AI agents. Ranked results with page passages already extracted, plus URL to markdown.
Recommendations, search, catalogue, analytics, and platform admin tools for NeuronSearchLab.
Find the stories worth writing about: discover emerging stories, rank the angle, draft from sources.
Analytical memory for AI agents: a real Postgres queried in plain English over MCP. One command.
Search 340M+ academic papers — citation graphs, semantic similarity, and AI literature reviews.
Browser QA agent that won't return a false green: verified PASS/FAIL + access-control probing.
Fragrance & perfume MCP: search fragrances, notes, accords, brands, perfumers, reviews & charts.
Generate and edit images from your coding agent with Gemini and OpenAI, using your own API keys.
QA agent for vibecoded apps. Real browser checks, your AI fixes them. Ship to green.
Sovereign MCP Gateway — 64 governed tools with Merkle transparency log. EU AI Act ready.
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.