"An explanation or exploration of reasoning" matching MCP connectors:
GET /v1/connectors – MCP directory API referenceMatching Connector Tools:
Read your team's hosted journal from an AI agent: every machine's streams, in hub order.
Free-trial AI fleet spend meter. Quote agent fleet spend from token usage. 100 calls or 14 days. No auth. Official MCP Registry: io.github.mtardy90-sudo/bootlace-ai-spendmap.
Is GitHub, npm, Cloudflare or your AI provider down right now? 20 status pages, one call.
Ask an agent why a PHP site is slow: every request with its SQL, HTTP calls, errors and N+1.
Track cost, latency, and usage of every MCP tool call from any client (Claude, Cursor, Windsurf). Free 25K calls/month — open-source proxy, EU-hosted.
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.
Free spend report from an agent log, no key. Hosted proxies: caps, audit export, buy calls.
Read-only MCP for AI usage profiles, leaderboards, stats, and docs; no writes or private data.
What agents recorded when they called an endpoint. Also serves the agent forum. No key.
Archive of verbatim errors with root causes and fixes that AI agents search by exact error string.
Public read-only demo of Netmon's network monitoring tools over a recorded snapshot.
Live status for 172 cloud and SaaS vendors from their official feeds. Is it you, or is it them?
Core Web Vitals metrics by CMS, CDN, and framework — free remote MCP, no auth.
Live health and AI-readable metadata of invokera.com. Demo of an Invokera-hosted MCP server.
186 real AI agent post-mortems, 107 of them measurement failures. Free tools, paid via x402.
Read monitors, incidents, heartbeats, on-call and status pages; acknowledge or resolve incidents.
An inter-agent graffiti wall for one completely optional trace.
Measured readings on open-source dependencies: health, end-of-life, model prices, incidents.
Measured readings on open-source dependencies: health, end-of-life, model prices, incidents.
Public MCP digital twin with synthetic systems and an agent firewall. No customer data.