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GET /v1/connectors – MCP directory API referenceMatching Connector Tools:
mumo is a remote MCP server for multi-model deliberation. Your agent sends a question to models from different labs — Claude, GPT, Gemini, Grok, DeepSeek, Kimi, and more — and gets back their full responses plus typed cross-model reactions. The participating models react to each other directly and explain, in their own words, what they agree with, challenge, or want to explore further. Agents can run a deliberation with `create_deliberation`, wait for results with `wait_for_round`, and steer follow-up rounds with `append_round` using structured signals like KEEP, EXPLORE, CHALLENGE, CORE, and SHIFT. Built for architecture, plan/spec review, strategy, and pre-launch pressure tests. Free tier available. API key required.
The official Model Context Protocol server for Ambee. It gives any MCP-compatible AI assistant — Claude, ChatGPT, Cursor, VS Code, Ollama, and more direct access to live air quality, pollen, and weather data. To get started, including information on signing up and obtaining your Ambee key, check out the Ambee documentation on https://docs.ambeedata.com
AI-agent image generation: cohesive sets & illustrations. Resize a set or export icons, free.
Analytics for MCP servers. Find out which of your tools agents get wrong. MCPulse shows you which tools AI agents retry, which come back empty, and which they never call at all. Two lines inside your own server. It never sees your arguments or your results. getmcpulse.com
Classify data safety before storing or sharing. GDPR, HIPAA, PCI-DSS, CCPA. AI-powered.
The MCP server behind goodbotbad.bot, where the crowd rules AI transcripts good bot or bad bot.
Build and publish full-stack web and mobile apps on Floot from any MCP client. Building is free.
Find the stories worth writing about: discover emerging stories, rank the angle, draft from sources.
Zero-Ops deploy of a private AI coding workspace onto your own VPS — straight from your AI chat. Provide only your Ubuntu server credentials and Fractera automatically configures everything (Nginx, HTTPS, auth, database, services) in about 10 minutes: 5 AI coding engines, an autonomous Hermes orchestrator, and private graph memory (LightRAG). No terminal, no DevOps. IP-first and free; a custom domain with HTTPS is an optional later step.
Perspect convenes a panel of expert AI personas that debate any topic, idea, or decision from conflicting angles, rebut each other, then return a synthesized briefing and a contradiction map of exactly where they disagree. Not a yes-man, every side.
clariBI is an AI-powered business intelligence platform built for small and mid-sized SaaS, ecommerce, and operations teams. Instead of writing SQL or building dashboards manually, users ask questions in plain English ("what's our CAC by channel last quarter?") and the AI engine pulls the data from Stripe, HubSpot, Google Analytics, ad platforms, Jira, and 30+ other sources via the open Model Context Protocol. Dashboards generate themselves on source connect.
Will this LLM fit on your GPU, multi-GPU rig or Mac? Exact VRAM & KV-cache math. Read-only.
SEO + GEO tools in your AI editor: scan as ChatGPT and Google crawlers see it, fix order, llms.txt.
Which open models fit your GPU or Mac, measured. Plus model momentum and GPU rental prices.
Read PDFs and images as markdown or text, with exact costs and hard spend caps. $0.75/1k pages.
Measure what ChatGPT, Claude, Gemini and 4 more AI engines say about any business. No auth.
Pay-per-use tool API for AI agents. Free tier, x402 USDC micropayments, or API key.
Product Hunt for AI tools. Search, submit, upvote from Claude Code or Cursor.
Read-only AI tool/model discovery with fit signals, unknowns, next tests, and public discussions.
Live index of new Hugging Face Spaces: fresh AI app demos, apps & web UIs, with discovery signals.