"An exploration of deep search technologies or methods" matching MCP connectors:

Now part of GAIP Diagnose: diagnoses failed agent or API calls (gaip_diagnose).

RoutebaseA

dev.routebase.mcp

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.

Give an agent a place to put large output. Build logs and reports get a stable versioned URL.

standup-mrOAuth

io.github.Jubstaaa

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.

Inspect Depot builds, CI runs, job logs and Actions runners; retry or cancel CI runs.

LastPingAOAuth

dev.lastping

AI agent monitoring: alerts when your agents fail, stall or need you

CircleCI MCP ServerAOAuth

com.circleci.mcp

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.

CronPulserOAuth

com.cronpulser

Manage CronPulser cron jobs from an AI agent: list, create, pause, resume and trigger HTTP jobs.

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.

Multi-CI security scanner with a live threat-intel feed of compromised CI components

The MCP server for Azure DevOps, bringing the power of Azure DevOps directly to your agents.

Self-healing CI tests and proof of work for AI agents

Remote MCP server with 187 tools for App Store Connect: bulk price editing across 175 countries, edit/translate metadata, edit/create/publish screenshots, track ASO, and ship releases from Claude Code or any MCP client, every write gated by a preview and confirm token.

Deploy an app onto a server in your own cloud account.

Generate a typed SDK, CLI, and MCP server from any OpenAPI or GraphQL spec, and keep them current.

serverB

io.cycloid.mcp

An MCP server that let you interact with Cycloid.io Internal Development Portal and Platform

Create and monitor AppWizzy app environments from GitHub or ZIP with AI agents.

ToolYour MCP ServerOAuth

com.toolyour.api

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.

vercel-mcpBOAuth

com.vercel

An MCP server for Vercel

Disposable cloud Android emulators for coding agents: run an APK or PR build, tap, type, screenshot.