X feedback discovery, noise-reduced query planning, signal filtering, and AI handoffs.
Your local project library: hand any AI a project pack, search it, and write findings back.
Encrypted credential vault for AI agents — auto OAuth refresh, rate limiting, audit logging.
Svenska Riksdagens och Regeringskansliets öppna data - 27 verktyg för politik, dokument och analys.
MCP server for Skolverket's open APIs - Curriculum, School Units, and Adult Education.
Persistent engineering memory for AI coding agents. Survives refactors, knows when it is stale.
AI marketplace — flights, tours, activities, transport & more via MCP. No auth required.
Pre-tool policy enforcement + JSONL audit for AI agents. Apache 2.0.
Kaspa x402 agent payer — pay x402 v2 services on Kaspa (KAS) per call, no account or API key.
19 tools for Google Forms: create quizzes, add questions, set answer keys, read responses.
Run sudo commands with a Fernet-encrypted password bound to machine-id + user.
Local SwiftUI changed/staged checks with compact agent output and multi-module ownership.
Semantic map of a .NET test-automation solution for AI agents — search, impact, endpoints.
Extended reasoning with structured processes, persistence, and workflow guidance.
Safety-aware MCP server for Linear issues, projects, cycles, and dependencies.
One system around coding agents to run, verify, recover, and hand off software work.
Construction takeoff for AI agents: load plans, set scale, measure, count, export with provenance.
Fabrication-free, DOI-backed citations for AI agents — real openAlex sources, never hallucinated.
Multi-provider search broker for AI agents: 14 providers, 12-step extraction, retrieval workflows.
Turns your Prisma schema into typed MCP tools, with destructive writes gated behind human approval.
MCP server quality scoring and optimization for the agent economy.
Read-only A2Me family context tools for AI assistants (members, dates, activity, relationships).
Analyze any video (local file or URL) into frames + transcript for Claude Code.
Local-first web intelligence MCP server for AI coding agents.
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.