"Learning or Writing Code in Python" 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.
Free premium UI components in plain HTML, CSS and vanilla JS, for AI coding assistants.
Cloud or self-hosted knowledge for AI agents: hybrid search, reranking, GraphRAG, scoped MCP tools.
Search the official docs of Claude Code, Cursor, OpenAI Codex and MCP, refreshed daily.
Built-in MCP server of every NET Genium Online instance (low-code platform for business apps). Your agent reads and writes your application data, reads and changes the application model (forms, view pages, controls, permissions, SQL data model) and searches the platform docs, so what it builds follows the platform's conventions. Connect through one address and pick your instance at sign-in (OAuth). A single-user instance is free at netgenium.online, no payment card.
Connects AI agents such as Claude, Cursor, ChatGPT, and Gemini to documentation published with ClickHelp, a help authoring tool. Agents can search a documentation portal, navigate its table of contents, and read topics, so answers come from the current published docs instead of guesses or a stale copy. Read-only access to public publications, no authentication required. Every ClickHelp portal has its own endpoint at /published-docs-mcp-server; this listing points to the ClickHelp user guide.
Research methods for AI assistants: study design guidance, R and Python code, and citations
Search and read Robinhood Chain and EVM RPC/API docs. No account, API key or local install.
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.
ChatGXT’s public MCP server provides read-only discovery of its integration catalog and public capabilities. Tools: search_chatgxt_plugins and get_chatgxt_capabilities. No authentication is required. This endpoint does not expose customer accounts, conversations, private connectors or a ChatGXT model API.
Compliance answers for 10 construction trades in AU, UK, US, CA and EU: codes, licensing, RAMS.
Docs, Elements code, API reference and agent skills to integrate Terudo travel eSIMs.
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.
Search the Amomic-AI docs and REST API for AI agents on calls, WhatsApp, chat and email.
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
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.
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.
Search and read public youanai.com pages on pricing, products and guides. No sign-in needed.
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.
Your coding agent keeps your help center current: it drafts article fixes after code changes.
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.
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.
Grounded search over chinaready.co — practical guides for launching software in Mainland China (ICP filing, app-store publishing, China cloud regions, payments). Three read-only tools: hybrid search, topic catalog, and full articles as Markdown. Every result carries an absolute source URL so answers can be cited. Free, no account, no keys.
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.
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
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.
Crawls any documentation or SaaS site and compiles a standards-compliant /llms.txt manifest and J.
Official read-only MCP for SMSPVA API documentation. Search and read Activation V2, Rental and Private Email guides in English, Spanish and Chinese, and retrieve exact code examples for cURL, JavaScript, TypeScript, Python, PHP, Go, C# and Java. No API key is required. Website: https://smspva.com/ — Connection guide: https://docs.smspva.com/en/docs/mcp/
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.
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.
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
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.
Overleaf alternative online LaTeX editor. AI agents edit, comment, and chat. Keep or revert edits.
Search and read Linkbreakers docs, pricing and QR code templates. Read-only, no auth.
CapaLens is a read-only software directory for people and AI assistants. Explore 234 software products and 347 MCP, API and CLI interface listings using seven discovery tools. Documentation review does not mean live vendor testing or security testing; no vendor integrations have been tested. CapaLens does not execute vendor actions or collect vendor credentials.
Read-only lookup over a dated, sourced reference site for large-scale tactical shooters: one tool that returns a page as markdown, by id or by question.
