"Improving the Thinking Capabilities of My Gemini AI" matching MCP connectors:
GET /v1/connectors – MCP directory API referenceMatching Connector Tools:
Finds the GitHub Actions workflow eating your CI bill and suggests fix diffs, verified against runs.
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.
Now part of GAIP Diagnose: diagnoses failed agent or API calls (gaip_diagnose).
Codebahn is the private GitHub alternative: fast Git and CI for developers and teams.
Deploy your project to a live HTTPS URL from your AI tool; read logs, set variables, resize apps.
Cloud macOS with Xcode for AI agents: run commands, build, test and ship iOS apps.
Hosted MCP for creating, checking, deploying, and hosting static sites for AI agents.
MCP server for visual regression testing: triage a PR's UI diffs from your coding agent.
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/
API documentation drifts away from the running service, so consumers integrate against a contract nobody keeps. Routebase keeps API design, testing, mocking and documentation on one living source of truth, and this MCP server exposes that workspace to AI agents. Agents can design endpoints, write and run test suites, manage mock servers and publish documentation, always under the permissions of the connected Routebase account.
Writes your daily standup from GitLab or GitHub merge request state: what's ready, blocked or waiting on your review, and why a pipeline is red, read from the failing job log. OAuth sign-in, no API keys; can post the note to Slack, Discord or Google Chat on a schedule.
Deploy static sites from AI agents: deploy_site publishes files and returns a live URL in seconds.
Let Claude and ChatGPT publish real websites — iterate in previews, keep the good one.
AppDeploy turns app ideas described in AI chat into live full-stack web applications
Agentic testing: HyperExecute jobs, test failure triage, SmartUI visual diffs, a11y audits
Fail-closed, change-aware verification for AI coding agents with affected-test guidance.
Deploy full-stack apps with databases, storage, backups, logs, scaling, and rollback. 74 MCP tools.
A deterministic verification engine for agents. Proves a fix: fails on the old code, passes on new.
Inspect and control your Northflank projects, services, jobs, and builds from your AI assistant.
Manage Laravel Forge servers, sites, and deployments from your AI assistant.