"Memory systems for AI agents" matching MCP connectors:
Matching Connector Tools:
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/
Free selector plus read-only GitHub bounty, agent harness, Actions, flake, and MCP drift decisions.
Build, validate, deploy — HTTP APIs, cron jobs, webhooks and MCP tools — from your AI client.
Read-only GitHub bounty, agent harness, Actions failure, flake, and MCP tool-drift decisions.
Manage Laravel Forge servers, sites, and deployments from your AI assistant.
AI-native git hosting — repos, PRs, issues, CI gates, and AI code review over MCP (60 tools).
Deploy a GitHub repo to a live HTTPS URL from your AI tool; read logs, set variables, resize apps.
Deploy and host AI-built websites on EU infrastructure, straight from your AI agent.
B2A2H platform — tracks GA4, Vercel deployments, GitHub workflows with AI-powered ROI analytics.
Cloudflare Workers MCP server: ai-changelog-writer
AppDeploy turns app ideas described in AI chat into live full-stack web applications
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.
Inspect and control your Northflank projects, services, jobs, and builds from your AI assistant.
Claude Code / MCP skills for the dev pipeline: discover, spec, design, build, ship, operate.
Identify a configuration label for a release brief
One place to build, share, and govern the skills and tools your AI agents use at work.
Connect AI assistants to GitHub - manage repos, issues, PRs, and workflows through natural language.
The MCP server for Azure DevOps, bringing the power of Azure DevOps directly to your agents.