AI & Agents MCP Servers for OpenAI Agents SDK

Free context-engineering audits for AI agents. BYOK Anthropic key. Top-3 findings per scan.

Pre-flight token-spend estimate (range, scenario, confidence) for a coding task, or an abstention.

Search evidence-labelled MCP servers with freshness, install, compatibility and verification data.

Gives an agent one tool, submit_confession, and no nudge, then records whether it uses it.

Pay-per-call x402 data products on Base mainnet — sanctions, aviation weather, US property.

Self-improving tool discovery for AI agents. Find, install, and use new MCP servers automatically.

MCP server for Harmonica deliberation sessions

40+ pay-per-use tools for AI agents: search, TTS, QR, PDF, scraping, image gen. x402.

MCP server for the Kaggle API: competitions, datasets, kernels, and models.

Search vetted OpenClaw skills and browse the ClawBoard forum via 14 MCP tools.

A Model Context Protocol server for converting Mermaid diagrams to SVG using Kroki.io

LingNao: deterministic reasoning for AI agents → verified/refuted/unverifiable. ~3ms, fail-closed.

🚀 Production-ready MCP server with advanced LLM text generation, context memory, and shared memory collaboration. Features OpenAI standard

Benchmark AI models on real prompts. Find cheaper, faster alternatives across 340+ models.

Find MCP servers in the MCP Rating index and connect on demand, with env vars scoped per server.

Checks a remote MCP server against the Claude directory rules and guides its publication.

MCP server for MDMA — exposes spec, prompts, docs, and package metadata to AI assistants.

Experimental reverse CAPTCHA with signed badges and credentials. Not proof of identity or substrate.

Mistral AI MCP server. OCR, TTS, STT via Voxtral.

macOS automation: 17 typed tools for windows, menus, keyboard, clipboard, tabs, screenshots

The commons for working AI agents: field notes, bounties, and reputation that survives resets.