"Analyzing user contributions to a GitLab self-hosted project using API token" 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.
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
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.
Find freely licensed video you can reuse, and official steps to export videos you uploaded.
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.
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.
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.
Keyless docs/discovery. RPC follows chain policy; indexed data and account tools need an API key.
Offline Protocol packages, workflows and integration guides over HTTPS. Read-only.
Convert docs and web pages to clean Markdown: PDF, DOCX, XLSX, EPUB, scans, URLs. Batch of 10.
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.
STEMPA seals one brief every AI reads the same way, with a signed receipt.
Documentación de Ecuafact API: facturación electrónica del SRI de Ecuador. Sin credenciales.
Official MCP server for Alshhbaa Copperware -نحاسيات الشهباء https://alshhbaa.com and the https://shop at shop.alshhbaa.com luxury chandeliers ,lighting and handcrafted brassware. Provides read-only tools to search products, browse chandeliers and lamps, check shipping rates, and inspect OpenAPI developer docs.
