"Popular MCP tools commonly used by programmers" 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.
ToolYour is a remote MCP harness for AI agents: plan work, run playbooks or solve goals, and verify until checks pass. Primary jobs are ship-gate, SEO audits, and security audits. Developers call the same capabilities through REST; people smoke-check tools in the browser. MCP and REST share one API key and monthly credit quota.
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.
Access Zain Ahmed’s public engineering profile, project case studies, technical articles, and platform engineering resources through MCP tools and structured resources. Hosted Streamable HTTP endpoint at zainahmed.net; public retrieval requires no API key.
Deploy full-stack apps with databases, storage, backups, logs, scaling, and rollback. 74 MCP 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/
Read packagecloud repos, packages, versions and download stats; create repos, promote and delete.
Read SpinupWP servers, sites and events; purge caches, restart services, run git deploys.
Inspect Depot builds, CI runs, job logs and Actions runners; retry or cancel CI runs.
Inspect and control your Northflank projects, services, jobs, and builds from your AI assistant.
Trigger and inspect Codemagic CI builds, apps and artifacts.
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).
Build, validate, deploy — HTTP APIs, cron jobs, webhooks and MCP tools — from your AI client.
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.
MCP deployment checks: required tools, schema drift and verifiable receipts. Free preflight.
Read-only GitHub bounty, agent harness, Actions failure, flake, and MCP tool-drift decisions.
Free selector plus read-only GitHub bounty, agent harness, Actions, flake, and MCP drift decisions.
MCP Server for JFrog, providing tools for development and artifact management.
