"Tools or methods for generating graphs from structured data" 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.
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.
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.
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.
Deterministic release-compatibility preflight for OPC UA NodeSet2 XML.
Deterministic preflight for FactoryTalk View tag and alarm CSV imports before re-import.
Now part of GAIP Diagnose: diagnoses failed agent or API calls (gaip_diagnose).
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.
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.
Deploy a built website from your coding agent and share one client review link.
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.
QA platform for agents: coverage signals, in-repo test plans, verified tests and release governance.
Independent owner-side QA for structured-cabling certification evidence. Reconciles expected cable IDs against contractor CSV exports and identifies missing, unexpected, retest, and test-limit issues for human review.
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.
Hosted MCP for creating, checking, deploying, and hosting static sites for AI agents.
Deploy full-stack apps with databases, storage, backups, logs, scaling, and rollback. 74 MCP tools.
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/
