"Using ast-grep to Modify Code Programmatically" matching MCP connectors:
GET /v1/connectors – MCP directory API referenceMatching Connector Tools:
Your docs site. No editor to open. Just ask Claude.
Document to Markdown: convert Word, Excel, PowerPoint and PDF files to Markdown for an LLM.
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.
Research methods for AI assistants: study design guidance, R and Python code, and citations
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.
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
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.
Connect AI agents to ProductNow's context engine to search, create, review, and act.
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.
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.
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.
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/
Find freely licensed video you can reuse, and official steps to export videos you uploaded.
Convert docs and web pages to clean Markdown: PDF, DOCX, XLSX, EPUB, scans, URLs. Batch of 10.
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.
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.
Search the official docs of Claude Code, Cursor, OpenAI Codex and MCP, refreshed daily.
Connect AI assistants to your Dedox knowledge base. List and read help articles, browse categories and search your help centre content.
PDF/DOCX/XLSX to markdown + RAG chunks, $0.001/page; failed files never charged.
Gives AI assistants read access to your Dedox help centre and knowledge base articles.
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.
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.
Search and read Linkbreakers docs, pricing and QR code templates. Read-only, no auth.
Serves your design system and coding standards to coding agents, so they stop guessing.
Get public details about NoCapMocap, a Roblox R15 animation generator. Read about prices, animation formats, the free Motion Lab plugin, and how to use the product. This connector returns public information only. To create animations, use the separate authenticated animation MCP.
