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"Understanding the Concept of LLM Context" matching MCP connectors:

GET /v1/connectors – MCP directory API reference

Matching Connector Tools:

  • Independent AI-governance measurement MCP. Free reads + x402 evidence. Measurement not cert.

  • Connect your AI assistant to Onsomble to track how ChatGPT, Claude, Gemini and other AI assistants talk about your brand and market. Set up AI visibility scans, review visibility, Share of Voice, sentiment, narratives and cited sources, and manage recommendations in conversation. Requires an Onsomble account.

  • Audit MCP configs and skill files for over-broad scope and injection risk. 6 of 8 free.

  • Uptime monitoring and a public status page for Brazilian teams. Create HTTP monitors and down/up alerts (email, Telegram, Slack, Discord, Google Chat, webhook), check uptime and past outages, and manage the status page and incidents from your agent. OAuth 2.1 with dynamic client registration; API key as Bearer also works. Free plan available.

  • Converra (converra.ai), not Convera, fixes the behavior, not the code. Diagnoses production agent failures, tests bounded prompt or configuration fixes head-to-head, ships what you approve, and reports a production verdict on every fix. Streamable HTTP; OAuth or API-key bearer auth. Docs: https://converra.ai/docs/mcp/coding-agents. Full tool catalog and install commands: https://github.com/converra/converra-agent-kit/blob/main/SUBMISSION.md

  • Ask Claude, ChatGPT, Cursor or any AI tool how your site is doing — the answers come from your own Google Analytics 4 (GA4) property. Paste https://app.anacraft.dev/mcp, sign in with Google and pick your site; nothing to install. Twelve tools: headline metrics against the previous period, live visitors, top pages, events, referrers, traffic sources and countries, page and event search, and an audit that checks whether the GA4 property is measuring correctly before its numbers are quoted. One tool writes: it creates a GA4 property and web stream for a new domain and returns the tag to paste.

  • Diagnose why an AI agent failed and get the verified fix instantly. Free, no token.

  • The elmah.io MCP server allows AI assistants to interact directly with your error logs, deployments, and organization statistics. Debug production issues faster than ever before.

  • Uptime, SSL, domain, and Core Web Vitals monitoring for websites and APIs. List, create, update, and pause monitors; read incident history with AI-generated diagnosis; pull Lighthouse and CrUX page speed data. OAuth 2.0 with dynamic client registration — works out of the box with Claude Desktop connectors. Free plan: 20 monitors, read-only MCP.

  • 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).

  • Privacy-first, cookieless web analytics hosted in the EU. Ask about visitors, pages, traffic sources, countries, goals, funnels and live traffic for your sites, and set up sites, goals and funnels. 25 tools. OAuth 2.1 sign-in in the browser, or an API key as a Bearer token.

  • Fixter's MCP provides a stream-lined agentic way to onboard, setup and use the Fixter monitoring and observability platform. Check out more at https://fixter.dev/

  • Oviond brings data from 100+ marketing platforms into one reporting platform. Through the Oviond MCP server, AI assistants can securely access and work with Oviond clients, projects, reports, dashboards, widgets, and marketing data. Ask questions about your reporting data, analyze marketing performance, and manage reporting workflows directly through your AI assistant.

  • Monitor public pages with source URLs, timestamps, hashes, text diffs and signed webhooks. One daily monitor is free for 30 days; the $9, 30-day pass adds five monitors at a 15-minute minimum interval, 15,000 checks and change history. No auto-renewal. Public connection supports preflight and offer tools; obtain a key on the website (POST /v1/keys/free for the free tier) and pass api_key to monitor tools. Public text/HTML/JSON/XML up to 3 MB; no browser rendering or login bypass. Hosted commercial service; engine and source remain private.

  • Read your EU age check stats: pass rate, the funnel, refusal reasons and breakdowns. Read only.

  • Hear it from nimo, not your customers. Monitoring that tells you the fix, not just the alert: uptime, Core Web Vitals, cron check-ins, plus Journey Watch for your signup and checkout flows. Free one-off checks, no account needed.

  • LLM provider intelligence: recommendations, pricing, and status

  • Measured latency, time to first token and uptime for ~45 AI inference APIs, by region.

  • Short links, QR codes and page-view trackers for AI agents, with click stats and email-code sign-up. An agent can sign itself up with an email code, or start without signing in at a low rate limit. Tools: shorten_url, generate_qr, make_qr_image, create_tracker, lookup_url, get_stats_url, auth. Stats are shown on the website: the tools return stats page URLs, not raw visitor data. Docs: https://b59.link/mcp-glama-b59link · Made by Biz59 LLC, New York. Submitted by the b59.link team.

  • Public record of one read only walk over the official MCP registry: who answered, tools, who pays.