"Interactive Network Graph Visualization Tools (No Account Required)" 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.
Independent static checks for supported tag and alarm CSV import formats; no HMI or PLC access.
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.
Dedicated static outbound IPv4 over WireGuard. Free 7-day trial, no card, no sales call.
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.
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.
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/
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.
GitLab Public MCP — wraps the GitLab REST API v4 (public endpoints, no auth)
Verify PyPI and npm packages, symbols, and version diffs against real artifacts. Free, no account.
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.
