MCP server: compose AI agents as Role + Persona + Framework + Skills. 12 roles, 10 personas, 16 framework refs. 5 typed tools. Bilingual
3,991 MCP servers
DuckDB multi-org agent swarm with Spec Engine, 175+ SQL macros, meta-learning, MCP Apps, and smart extensions
Mailbox + wake system for AI agent teams: letters always land, right agent wakes, quiet otherwise.
MCP server that diagnoses why your agent behaved the way it did, and how to fix it
Free spend report from an agent log, no key. Hosted proxies: caps, audit export, buy calls.
MCP-compliant agentic control framework with 83+ tools for Claude Code and autonomous agent development
MCP Agent logging tool - supports logging, listing, viewing, and searching functions.
Multi-agent framework with persistent expert sessions and context isolation — MCP server for Claude Code
Analyzes codebases with tree-sitter and generates AGENTS.md files for AI coding agents.
Model Context Protocol (MCP) server for AgentStandard — browse and install certified AI agent packages
AgisHub — 34 pay-per-call tools for AI agents over x402 (USDC on Base). No API key, no signup.
MCP server for markdown CRUD operations on specification documents
AIOProductOS Agent — an MCP server that turns Claude Code, Cursor, or Codex into an assignable Backend/Frontend/Mobile/QA teammate inside
MCP server for AIProx Workflows — create and run multi-agent pipelines from Claude Desktop. Pay per execution in sats.
MCP server for AIRC protocol - Agent Identity & Relay Communication
MCP server for the aman AI companion ecosystem — identity, tools, workflows, guardrails, evaluation
plan_exact_design_extraction and extract_exact_design_document are tools to use @arc/design's exact-first pipeline directly in arc-mcp
The DNS/SMTP for AI agents: cross-protocol discovery, messaging and transactions. No middleman fees.
Adaptive Retrieval-Augmented Self-Refinement MCP Server — a closed-loop system that lets LLMs iteratively verify and correct their own
Ask-Me MCP Server - Human-in-the-Loop Model Context Protocol Server
MCP server for Assay Discovery and trust infrastructure tools.