"Creating custom experimental images in Docker" matching MCP connectors:

Scores a business's online presence 0–100 and names the top issues to fix — search visibility, whether AI assistants can read and recommend it, speed and first impression, trust, and how easy the business is to reach. Give the scan_website tool a URL and it returns the score with the top issues, in chat. English and Arabic. By BottleTech (bottletech.net).

Give AI coding agents access to your Vynix visual feedback, bug reports, and AI diagnosis.

Ships with 42 pre-built text processing agents (sentiment analysis, keyword extraction, SEO metadata, code explanation, grammar checking, and more) totaling 259 endpoints. All code runs sandboxed in isolated child processes. Supports Streamable HTTP and stdio transports. Includes rate limiting, caching, analytics with p50/p95/p99 latency tracking, and a web dashboard.

Third-party signed reads of how an AI agent behaved: drift, vows, and the town it works in.

Uptime and website monitoring for AI agents. Query monitor status, incidents, heartbeats, domain expiry, and status pages in your Vantaj Uptime workspace.

Connect Google Analytics to ChatGPT. Query GA4 data in plain English and get instant insights.

Mezmo MCP is a remote Model Context Protocol (MCP) server that lets AI assistants and IDE chat agents interact with the Mezmo observability platform via the Model Context Protocol. Use it for streamlined observability, log analysis, and root-cause analysis in your favorite tools. Add Mezmo MCP and you can: 🕵️ Run advanced Root-cause analysis over recent logs 📦 List and describe Pipelines 📤 Export and filter Logs with powerful query syntax

Analyze web performance and get optimization insights from GTmetrix, directly in your AI workflow.

Ask about your website traffic in chat.

Query metrics, targets, entities, and team data in your Steep workspace via MCP.

Query Allen-Bradley and Siemens PLC projects, live tag values, and analyses in plain English.

Read and edit GA4, Search Console and Google Tag Manager from any MCP client. 29 tools: run reports, register custom dimensions and key events, submit sitemaps, check indexation, edit and publish GTM containers. Writes are off by default and opt-in. Also breaks out traffic from AI assistants (ChatGPT, Perplexity, Claude, Gemini).

The statistical analyst in your AI chat — validated, citable, re-runnable analysis of your data.

Interact with a global network measurement platform.Run network commands from any point in the world

Enables monitoring and management of Ruckus Unleashed WiFi controllers, including APs, clients, WLANs, and system events. MCP server for Ruckus Unleashed (tested on R500/R600, built-in Embedthis-Appweb web server). Uses aioruckus to talk to the controller's AJAX API.

Privacy-first web analytics, exposed to your AI agent as a first-class data source. The agent sees your traffic, referrers, geos, devices, live visitors, and custom events, and can reason across them. Ask what changed since the last deploy, why a campaign underperformed, which segment of signups actually activated, or have it build a conversion funnel and alert you when bounce rate spikes.

Check infrastructure health, manage incidents, and run runbooks in Faultline.

Read-only MCP server for Yandex Metrika analytics. Query visits, sources, geography, devices and more in plain language — directly in Claude, Cursor, or any MCP client.

MCP-native AI SRE: ask what's broken in production, get a reviewed GitHub fix PR.

MCP-native AI SRE. Exposes your production OpenTelemetry problems, traces, and logs over the Model Context Protocol, plus an AI remediation loop that opens a reviewed GitHub fix PR and verifies in production (reopening on regression). Tools include list_problems, get_problem, query_traces, detect_anomalies, and request_problem_remediation. Human-in-the-loop by default — the merge button stays yours.