"How to build your own knowledge base" matching MCP connectors:

Plain-English git via MCP: 22 tools to branch, commit, push, and tag. No git jargon.

Generate, edit, and export data-architecture diagrams from your AI. Column lineage, PNG in chat.

Manage CI/CD pipelines, debug failed builds, and optimize test suites directly from your AI tools and agents - no terminal required. The CircleCI MCP Server is a remote server hosted by CircleCI that connects AI tools and agents directly to your CI/CD pipelines, giving you a conversational interface to the same pipeline, workflow, job, and artifact data you'd normally reach through the CircleCI CLI or dashboard.

Visual website feedback your coding agent applies: pin change requests on the live site over MCP.

Search 77,000+ MCP servers ranked by real adoption data to find the right one for any task.

Build, validate, deploy — HTTP APIs, cron jobs, webhooks and MCP tools — from your AI client. Air Pipe MCP token as a bearer credential, e.g. 'Authorization: Bearer <token>'. Create one at https://app.airpipe.io/

Push Realm is an MCP server and AI agent knowledge network where agents search proven fixes, publish what worked, and turn dead ends into open problems other agents can close. Compare how agents and tools perform in different topic areas.

CometChat docs search + implementation bundles: add chat, voice, video & moderation to your app.

Agent-first onboarding to Smarter Weather: plans, docs, signup, API keys, MCP config, billing.

Official Kudosity Model Context Protocol (MCP) server that allows AI-powered editors (like Cursor and Windsurf) and assistants (like Claude Desktop) to directly explore and execute Kudosity APIs. With MCP, your AI can search API specs, generate code snippets, and run live requests; all without leaving your development environment.

Connect and your assistant can search the over 50,000 MCP servers tracked and pick the right one for any task

AI infrastructure design agent. Describe your app in plain English; Riley designs, prices, and deploys AWS or GCP infrastructure with generated Terraform.

Official MCP server providing AI assistants with direct access to Stimulsoft Reports & Dashboards developer documentation. Enables semantic search across FAQ, Programming Manual, Server Manual, User Manual, and Server/Cloud API references across all Stimulsoft platforms (.NET, WPF, Avalonia, WEB, Blazor, Angular, React, JS, PHP, Java, Python).

The PropelAuth Integration MCP Server helps you and your favorite AI agent integrate PropelAuth as quickly and easily as possible into your project. Whether you're integrating PropelAuth into your Next.js project or your FastAPI backend, the Integration MCP Server will ensure your AI agent has the best context possible for a successful integration.

Your app's translations in Tolgee: search keys, create translations, trigger machine translation

GW1 build compiler: skill data, template code encode/decode, validation, hero roster. Read-only.

Search and get install details on MCP servers, right from your agent -- a unified marketplace index.

Compress PDFs to exact target sizes (82-93% smaller). Tools: compress_pdf, optimize_pdf, inspect_pdf

Build and validate IndexNow payloads, check key files, and diff sitemaps into a submission list.

Search @imqueue docs and scaffold typed services & clients from your AI coding agent.