Deterministic motion compiler + validator: reports WCAG 2.2.2 pause-path candidates, fail-closed.
220 browser automation tools for Chrome, Edge, and Firefox via CDP + BiDi. 100% Python.
Visa and entry requirements for any passport/destination pair, in 15 languages. Free key.
Build Laravel apps through conversation. Code stored as structured JSON for surgical AI edits.
Govern model, retrieval, memory, and tool access for AI applications and agents.
MCP server for the CZ CELLxGENE Census. Single-cell, ontology-aware. Community, unaffiliated.
AI meal planning: generate weekly plans, manage recipes, and send groceries to Kroger.
MCP server and CLI tool for interacting with the Wayback Machine without API keys.
Branchable LLM history DAG + encrypted context capsules agents can save, restore, and crypto-shred.
MCP server exposing the YourImageShare upload API (upload/list/delete) as tools for AI agents.
Settlement protocol for AI agent swarms — hash-chained ledger, trust, 48 blueprints, 18 tools.
Secure, self-hosted New Relic observability and administration tools for MCP clients.
Photo to technical drawing, CAD-ready DXF and DWG, 3D models and product renders.
AI Agents Framework with Self Reflection and MCP support.
MCP Server that transforms ComfyUI workflows into AI-callable tools for MCP Host.
Benchmark local LLM models — speed, quality & hardware fitness verdict from any MCP client.
Offload cheap work from your AI agent to a local Ollama model, at zero cloud cost.
Curated knowledge for AI agents — 19K chunks, 121 skills, semantic search via MCP.
Curated knowledge API for AI agents - skill packs, semantic search, validated patterns.
Meta Ads MCP by ScaleForge — control Facebook & Instagram Ads via Graph API v24.0. 32 tools.
Agentic Finance: 500+ tools for AI agents over x402 or MPP, free via PoW, or prepaid card credits.
Universal MCP gateway with Meta-MCP discovery, routing, and REST API capabilities.
Door-to-door travel MCP + CLI: flights, hotels, trains, cars, ferries. No API keys, Go binary.
Persistent local knowledge for AI coding agents with structured records, search, and DOT context.
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.