"Software or tools developed using Java" matching MCP connectors:

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

Promotion gate for AI agents: leakage audits, exact-statistics verdicts, and a live report card.

Diagnose AI agent failures & translate ambiguous human input into clear intent using RPCS-1.

Diagnose AI workflows for failure, security, and handoff risks — RED/AMBER/GREEN per node.

AI news, model pricing, service status, and machine-payable premium tools. AFTA-certified.

Live reliability for AI agent tools: is it working right now, and how do I call it correctly?

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

Check a domain's registration status, or watch it for expiry, deletion, and availability.

Live status, API pricing and rate limits for ChatGPT, Claude, Gemini, Cursor and 42+ AI tools.

Synplex provides inventory health scoring, landed cost calculation, and quick inventory diagnosis tools for Shopify merchants. It enables AI assistants to assess stock performance, calculate true product costs including duties and shipping, and instantly surface inventory issues.

Real-time supply chain risk intelligence — 24 tools, proprietary indices, predictive signals

Connect engineering metrics, DORA performance, and deploy risk scoring to any AI assistant. Score PRs for deployment risk using a 36-signal model, query team health, incidents, coverage, and more.

ResilienceOracle - 10 operational resilience tools: BIA, RTO/RPO, scenario testing.

DriftOracle - 15 tools for model/data drift monitoring: PSI, KS-test, alerts, evidence packs.

The Cortex MCP server provides read-only access to real-time engineering context from the Cortex developer portal, allowing AI coding assistants to answer natural language questions about your organization's catalog (microservices, libraries, domains, teams, infrastructure), scorecards (engineering standards and best practices), initiatives (goals and deadlines), and Engineering Intelligence metrics. It includes tools for querying documentation, tracking personal entities, and accessing AI-assisted insights across the entire Cortex ecosystem.

MCP server for AI access to SmartBear tools, including BugSnag, Reflect, Swagger, PactFlow, QTM4J.

Query your team's drift, vulnerability, and upgrade data from any AI assistant. OAuth 2.1, 51 tools.

Workforce productivity intelligence for AI assistants � 20 tools, OAuth 2.1, demo key included.

Hosted OAuth-protected Google Search Console MCP for analytics, URL inspection, sitemap management, indexing requests, and SEO diagnostics. The endpoint runs on Cloudflare Workers and exposes 17 tools.

Live browser debugging for AI assistants — DOM, console, network via MCP.