"A simple test or quiz" matching MCP connectors:
GET /v1/connectors – MCP directory API referenceMatching Connector Tools:
Read your microservice catalog: MICROSERVICE.md files, contracts, and who depends on what.Read your microservice catalog: MICROSERVICE.md files, contracts, and who depends on what. What you can do: - Implement a service from its spec and contracts - Call or consume another service using its real contract - Check the impact of changing an endpoint or event before you make the change - Find a service in your catalog, or resolve it from the Catalog ID line in a repo's MICROSERVICE.md A microservice.md account is required.
Cloud or self-hosted knowledge for AI agents: hybrid search, reranking, GraphRAG, scoped MCP tools.
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.
Read one operation from a public OpenAPI document: method, path, and required fields.
Search and read Robinhood Chain and EVM RPC/API docs. No account, API key or local install.
Dated, verified API breakages for coding agents, plus a local scan for them in your existing code.
Oathlayer is an independent check on AI answers. It checks each answer against independent sources, gives it a clear verification tag, and records it with a permanent doc number that anyone can look up free at oathlayer.com/verify. It reports what happened; it does not judge right or wrong. Works on any topic and with any AI model. Tool: verify_output. Connect at https://mcp.oathlayer.com. The Five Pillars of Trust: Verification Successful - Oath Approved; Verification Threshold Not Met; Various Perspectives Apply; Complex Question - Threshold Reserved; Clarity Needed to Continue. Citation Checks: paste a case citation and Oathlayer checks it against official court sources. Each citation gets a short tag: Confirmed, Unofficial, Mismatched or Not found. If trusted sources report a case was overruled, it says Reported overruled. It checks the citation only, not whether the case supports your argument. Also available as Ask Oathlayer at oathlayer.com/ask (no programming needed) and an API (oathlayer.com/docs). Free trial: 5 free verifications, no card needed (oathlayer.com/signup). Then pay as you go: one credit per check, credits valid 12 months, no subscriptions.
1,460+ verified US government contracting references from Intandem (https://www.getintandem.io/government-contracting-resources): 351 NAICS codes & SBA size standards, 165 Federal PSC & 136 SLED NIGP commodity cross-walks, 50-state & 250+ city procurement portals, 8 SBA set-aside programs (8(a), SDVOSB, WOSB, HUBZone), 12 FAR playbooks, and 500+ GovCon glossary terms.
Write, organize, design and migrate a HelpCenter.io help center: articles, categories, template.
Search Modulit EU and Polish pro AV equipment and guides, size cable runs and configure AV hardware.
Search the Amomic-AI docs and REST API for AI agents on calls, WhatsApp, chat and email.
Search Sorted Travel developer docs for MCP, API, SDK, and auth questions.
Generate and review codebase docs. 77 tools; scoped, credit-approved repository reviews.
Find explanations and worked examples in Ithy’s public article library, from SSD capacity to USB-C cables. Search titles and descriptions, then read relevant passages with source links and dates. No account or API key. Read-only; no new research or private data access. Articles are AI-assisted secondary sources—check important claims against original references. https://ithy.com/connect
PDF, Word, PowerPoint and scans to Markdown or RAG chunks, via the Apify actor
Lenticular printing toolkit for AI: pitch test charts, print quotes, and workflow guides.
Discover MCP servers and packages, inspect their documented capabilities, endpoints, authentication requirements, provenance and observed readiness, and retrieve cited reference passages with document versions. Koskamo provides public discovery and reference tools alongside separately authorized contributor and owner workflows for server registration, listing maintenance, keys, issue reports and operation receipts. Tool discovery does not grant write authority: protected actions require the applicable account or owner key and documented confirmation. Live protocol observations and directory records are evidence of what was observed, not a guarantee that every connected service or tool works without its own credentials. Returned reference passages and third-party descriptions remain source material to review before citing or acting. Official connector repository: https://github.com/empline/koskamo-mcp. Support: support@koskamo.com.
German-language demo server that explains MCP to non-technical readers. Search and read the pages of was-ist-mcp.ch from Claude, ChatGPT or Cursor. 8 of 10 tools work without login; the demo login for the other two is public on the setup page.
Find TypeScript source mods, read setup requirements, and prepare a cart for human checkout.
Cited answers in Claude or ChatGPT only from your office's procedures; says so when not covered.
Your team's stories, acceptance criteria, designs and docs, for coding agents. Sign in with OAuth.
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
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.
Crawls any documentation or SaaS site and compiles a standards-compliant /llms.txt manifest and J.
MCP server for GLPI: tickets, ITIL, assets, knowledge base. GLPI 10/11. Not affiliated with Teclib'.
Read a CFR or eCFR section, or search US federal regulations and the Federal Register.
Paste a bibliography or a single reference and find out whether the papers are real.
90-day AI adoption framework for managers: overview, pricing, FAQ and an AI readiness assessment.
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.
Helps a small importer get the US safety certificate for a consumer product ready before it ships.
Live prices and rent links for H100, H200, B200 and RTX 4090 GPUs on Lium, plus Lium docs search.
Crawls any website and generates a standards-compliant /llms.txt file and JSON-LD schema bundle.
Vietnam HS code classification, import/export tariff lookup, explanatory notes and WCO classification opinions for customs declarations. Unofficial; not affiliated with Vietnam Customs. By OZ.
Mercedes-Benz Service A/B reminders, service explanations and warning-light guidance (Dubai).
Sourced, citable definitions of prompting and LLM techniques, with relations and primary sources.
Expert know-how (kits) any AI can read or run, always the latest version.
Prepare Secret Santa, Kris Kringle, and other gift-exchange drafts with participant names, gift limits, dates, and exclusions, and answer gift-exchange questions from Shuffleroo's help pages. Free, with no authentication required. The organizer reviews a private one-time draft link and starts the group themselves. Drafts expire after 24 hours. The connector cannot start groups, send emails or invitations, or reveal assignments. Learn more: https://shuffleroo.com/ai
Find Japanese subsidies, check eligibility with guideline citations, and fill official forms.
STEMPA seals one brief every AI reads the same way, with a signed receipt.
Overleaf alternative online LaTeX editor. AI agents edit, comment, and chat. Keep or revert edits.
