"Databases or database systems written in Python, like Postgres" matching MCP connectors:

Pay-per-call URL intelligence for AI agents via x402 USDC on Base; no account or API key.

Read monitors, incidents, heartbeats, on-call and status pages; acknowledge or resolve incidents.

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

Real-time CVE, exploit, and vulnerability intelligence for AI assistants (350K+ CVEs, 115K+ PoCs)

URLhaus MCP — wraps abuse.ch URLhaus malware URL database (free, no auth)

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

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

MCP server providing access to the Scorecard API to evaluate and optimize LLM systems.

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.

Evidence-governed screening of material decisions about physical assets and operational systems.

PostgreSQL and Apache Kafka MCP server. Provision, query, and monitor managed cloud data services from AI assistants like Claude, Cursor, and VS Code.

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

Uptime, SSL, DNS and domain monitoring you can talk to from Claude or any MCP client.

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

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.

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.

Mobile observability for AI agents. Investigate crashes, hangs, ANRs, bugs, and app performance, and triage app store reviews, directly from your IDE or terminal.

Track agent ROI and enrich companies via MCP. Remote, OAuth 2.1, no install or keys.

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.