"Researching Effective Methods for Developing AI Agents" matching MCP connectors:
GET /v1/connectors – MCP directory API referenceMatching Connector Tools:
Go MCP server for GitLab: 2 dynamic tools reach 1000+ REST/GraphQL actions. Free/CE, no paid tier.
Publishes what an AI made — a page, a markdown or PDF doc, or a whole site — to a live HTTPS link. Runs locally over stdio from the @drop2run/mcp npm package, or hosted at https://mcp.dropto.run/mcp for chats that connect by URL.
Cloud iPhones and Macs with Xcode for AI agents: build, run and test iOS apps, use the screen.
Rudow's mcp server lets your AI assistant — Claude, Cursor, Windsurf, VS Code and others — query your Rudow projects directly: logs, metrics, incidents and semantic search.
Deploy apps from GitHub, read build/runtime logs, and manage your app's users from your AI agent.
AI agent monitoring: alerts when your agents fail, stall or need you
Codebahn is the private GitHub alternative: fast Git and CI for developers and teams.
Inspect and control your Northflank projects, services, jobs, and builds from your AI assistant.
Independent static checks for supported tag and alarm CSV import formats; no HMI or PLC access.
Give your AI hands on every computer you own. Remote control of your Windows, Mac and Linux machines from one ChatGPT, Claude or Cursor chat — even from your phone. Ask it to find out why the office server is crawling, update every PC in the house, sort out your mom's laptop from another city, or ship the site from your work machine while you're on a train. It runs commands, reads files and takes a screenshot when it needs to see the screen. You decide what each computer allows, and you can cut any of them off in a second.
Manage Laravel Forge servers, sites, and deployments from your AI assistant.
The 9apes MCP server lets an AI assistant read the GitHub Actions data 9apes already collects for your organization: runs, jobs, steps, and their durations. Ask it why a build got slower, which jobs take the longest, or how this week compares with last week. It is read-only. It cannot start, cancel, or change jobs, runners, billing, or account settings.
Witness: agreed terms, delivery checks, signed receipts, dispute bundles and evidence packs.
Now part of GAIP Diagnose: diagnoses failed agent or API calls (gaip_diagnose).
Deterministic release-compatibility preflight for OPC UA NodeSet2 XML.
QA platform for agents: coverage signals, in-repo test plans, verified tests and release governance.
Manage your Cycle infrastructure from any AI assistant. Deploy and reconfigure containers, VMs, and full stacks; create environments; provision servers and manage clusters; handle DNS records, scoped variables, image sources, and volumes. Troubleshoot with logs, metrics, telemetry, and instance console commands. Authenticates via OAuth with read, write, and exec scopes. Tools outside your granted scopes are hidden, and every change is previewed before you confirm it.
Agentic AI quality engineering: run, debug and triage tests on real browsers and devices
Hosted MCP for creating, checking, deploying, and hosting static sites for AI agents.
DevOps, SRE, and QA intelligence for Cursor — investigate bugs, assess release readiness, search logs, triage outages, diagnose failed CI, check deployments, and query connected cloud platforms. Secure remote MCP with OAuth2 and read-only QA subagents.