"A system for querying databases using natural language" matching MCP connectors:
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Search the FAA handbooks, advisory circulars and Airman Certification Standards (ACS) used for pilot training, and read any page in full with its figures, charts and tables. Every result links back to the exact page so answers can be cited. Free, public, no API key.
Free premium UI components in plain HTML, CSS and vanilla JS, for AI coding assistants.
Search, read, download and report on tested step-by-step recipes (playbooks) for AI agents.
Cloud or self-hosted knowledge for AI agents: hybrid search, reranking, GraphRAG, scoped MCP tools.
Crawls any documentation or SaaS site and compiles a standards-compliant /llms.txt manifest and J.
Living docs and MCP context for GitHub repos — conventions, gaps, and source-cited pages on merge.
Read a CFR or eCFR section, or search US federal regulations and the Federal Register.
Software end-of-life dates, open-source licenses, browser support for web features and RFC facts.
Paste a bibliography or a single reference and find out whether the papers are real.
iinventedlight notes is a read-first MCP server for the public iinventedlight library: Cole Withington's notes and papers, plus openly licensed reference notes (CC BY, CC BY-SA, CC0 and public domain), and pages for corrow music and the Starweave app. Reading needs no account or key: list, search, read by section, ask a question, or browse a topic atlas. Agents can leave feedback or a correction without a key, and it stays pending until a person approves it. New notes need an access key and are reviewed by a person before anything is published. Feedback never changes a note's published text.
Ask questions about Claude Code, Cursor, Codex and MCP — get answers grounded in their official docs, with citations. A hybrid RAG service that AI agents call through two MCP tools (or over REST). It indexes ~600 pages of official documentation, refreshes itself daily, and every design choice is backed by an experiment.
Agentic commerce dispute resolution and AI arbitration for marketplaces. Read authorized cases and served Awards, prepare filings and Answers for personal review, and submit authorized briefs and messages. Consent-based AI-only or AI-assisted human arbitration, with reasoned decisions and an optional paid human appeal.
Documentation MCP server for Sorsa API (https://api.sorsa.io), an independent read-only API for public X/Twitter data. Lets AI assistants search and retrieve the public API documentation, endpoint guides and integration examples. This connector provides documentation, not live X/Twitter data. Documentation: https://docs.sorsa.io.
DevSpeak is a writing tool for developers, available to your coding agent over MCP. Call `optimize_text` to improve a PR description, commit message, ticket or doc in the language it was written in, or set `correctionsOnly` to fix only spelling, grammar and punctuation. Call `translate_text` to turn rough notes into a technical spec, Jira tickets, an RFC, an API design or a data model for the audience you choose (Junior Dev, Senior Dev, Tech Lead, SRE or Data Engineer). It also translates README files with `translate_markdown`, refines earlier output and lists your history. Requires a DevSpeak API key; a free account includes one key with 50 API requests a month.
jitprompt gives your agents just-in-time instructions. Upload your docs as they are, and your agent gets the right section over MCP at the moment it needs it, instead of 20k tokens of system prompt every turn.
Research methods for AI assistants: study design guidance, R and Python code, and citations
Live prices and rent links for H100, H200, B200 and RTX 4090 GPUs on Lium, plus Lium docs search.
Manufacturer datasheet pages, tables, graphs and drawings for AI circuit design, cited by page.
FrontMCP's docs for coding agents: search, pages, APIs, examples and upgrades, by FrontMCP release.
Docsy gives AI assistants current, version-specific documentation for libraries, frameworks and SDKs. Resolve library IDs and versions, then search and fetch focused official documentation with original source links using five read-only MCP tools. Hosted Streamable HTTP with OAuth 2.1 sign-in.