"Free servers available for testing purposes" 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.
Verify AI-generated answers against before anyone acts on them. Oathlayer checks any AI answer, not just legal, and returns a clear tag: Verification Successful, Verification Threshold Not Met, Various Perspectives Apply, Complex Question, or Clarity Needed. Legal citations get their own check: confirmed on official sources, found only on unofficial sites, mismatched with the correct citation shown, or not found. Every check gets a permanent doc number that anyone can verify free at oathlayer.com/verify. One credit per completed check. Works on any AI model.
Your team's stories, acceptance criteria, designs and docs, for coding agents. Sign in with OAuth.
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.
Free, read-only access to Alicia's published English and Chinese notes on Houdini, Three.js, OpenUSD and AI-assisted 3D workflows. Search articles, read full Markdown, browse topics and recent notes. Results include canonical source URLs and author attribution. No account or API key; Streamable HTTP with four read-only tools. Digital Garden is the interactive 3D flower artwork at digitalgarden.si. Setup: https://digitalgarden.si/agents/?utm_source=glama&utm_medium=referral&utm_campaign=listing
7 research navigation, thesis, note-taking and citation skill products. 6 of 8 free.
Living docs and MCP context for GitHub repos — conventions, gaps, and source-cited pages on merge.
Software end-of-life dates, open-source licenses, browser support for web features and RFC facts.
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.
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.
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.
90-day AI adoption framework for managers: overview, pricing, FAQ and an AI readiness assessment.
Helps a small importer get the US safety certificate for a consumer product ready before it ships.
Document to Markdown: convert Word, Excel, PowerPoint and PDF files to Markdown for an LLM.