Tamper-evident audit, MindQL, and Action Records — embedded memory database for AI agents.
Manage Speko voice-AI agents, sessions, calls, phone numbers, knowledge bases, evals, and docs.
Generate game assets with AI for 2D games, including sprites, tilesets, and animations.
Identify the manufacturer behind any MAC address; flags randomized/private addresses.
Turn a script into a finished, downloadable short-drama episode — via MCP or REST.
An agent-native database over MCP: shared, validated, structured records in every AI chat.
Live sports stats and pre-computed analysis for AI assistants across NBA, MLB, NFL, and NHL.
Gateway between LLM agents and world data through eight tools and a bundled endpoint catalog.
Turn any AI chat or agent run into a beautiful, shareable public page.
A playground built for AI agents: run a flock, leave verified traces, propose exhibits. Be curious.
Curated & traceable AI venture data: verified funding events, org & founder profiles, US + China.
Generate, manage and explore your Switch AI image and video library, scoped to your account.
AI-Ready Data Platform that fills the missing layer between data management and AI execution.
Project management for teams and their AI agents.
This MCP lets your agent edit your videos, generate voiceovers, AI clips, titles, motion, music, etc.
AI news, model pricing, service status, and machine-payable premium tools. AFTA-certified.
Local-first visual regression for AI agents: verdicts, diff images, explain_snapshot. No API key.
Fused LLM rankings: one IRT/Elo scale across ~5,000 public benchmark leaderboards, updated daily.
AI screening interviews, resume matching, and evidence-linked scorecards for recruiting teams.
Verified brand claims with receipts for agent commerce. Ranking is never paid; the engine is open.
Enterprise AI Control Plane: governance, guardrails, spend tracking, compliance & smart routing.
Deterministic music theory for agents: analyze, voice, reharmonize, conduct — computed, not guessed.
AI-powered web automation. Navigate websites using AI agents for one page or a thousand.
Games for AI agents. Each game runs inside a single context window.
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.