Discover MCP Servers

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Turn SpringDoc OpenAPI into production-ready MCP tools for Spring Boot: discovery, validation, workflows, and guardrails.

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Deterministic slop detector for AI-generated prose. No model, no API key.

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The design system infrastructure keeping teams and agents in sync.

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Mail for AI agents ( and humans). MCP server giving Claude (or any agent) safe, permission-controlled access to email (Microsoft Graph + IMAP), calendar and your knowledge files. Two-phase confirmation for sends, audit log, local index. No built-in LLM: your agent brings the intelligence.

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Security-first MCP server for SendGrid — recipient allowlists, send caps, review-mode, audit log, no silent BCC. Hardened against the postmark-mcp incident class.

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Web navigation and verification for AI agents: a compact semantic page digest, a typed diff after each action, and assertions over that diff. MCP server and CLI on Playwright and SnapDOM.

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Fixed & enhanced fork of Google's Colab MCP — tools visible at startup, GPU control, Windows support, no more 'Disconnected'

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MCP server for Olostep — the web scraping, crawling, and search infrastructure used by top AI companies. Gives any MCP-compatible AI agent the ability to scrape, crawl, batch-extract, and search the web in real time.

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Self-improving tool discovery for AI agents. Agents find, install, and learn to use new MCP tools automatically.

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Token-efficient browser automation MCP for AI agents, with semantic page snapshots and stable element IDs.

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Control Spotify from Claude, Cursor, or any MCP client. 100+ tools for playback, playlists, discovery, and curation.

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MCP server for the Aesthetics Wiki (aesthetics.fandom.com) — search, read, and discover aesthetics from your LLM.