"Information on agent swarm architecture" matching MCP connectors:
GET /v1/connectors – MCP directory API referenceMatching Connector Tools:
Uptime monitoring, status pages and on-call in one place. Create and tune monitors for HTTP, TCP, DNS, ping, TLS certificates, domain expiry, heartbeats and scripted browser logins. Run a check on demand, read uptime and response-time history, acknowledge and resolve incidents, post incident updates, schedule maintenance windows and edit public status pages. Read-only until you grant write access.
Pingstack monitors cron jobs and scheduled tasks with heartbeat checks, and checks websites, TCP ports, DNS records, SSL certificates and domain expiry. This MCP server lets your agent create and update checks, organize dashboards, and read incidents, uptime, run history and latency. Browser sign-in, no API key needed.
Vigilia watches your live app, explains every problem in plain language and writes the fix prompt. Your AI fixes it; Vigilia confirms with real traffic. Vigilia watches web apps that are live with real users, including apps built with Lovable, Bolt, v0, Cursor and Claude Code. It catches errors, failed requests and downtime, explains each problem in plain language, and writes a fix prompt for it. Connect Vigilia to Claude and ask what's broken. Claude lists your open incidents worst first. For each one it reads the plain-language diagnosis, who it affects, the technical evidence (error, page, failing request, stack frames and what the visitor did right before) and Vigilia's fix prompt. In Claude Code or another coding agent, Claude can then fix the cause in your own codebase. Once you've deployed, it marks the incident fixed, and Vigilia watches real traffic to confirm the error stayed away. If it comes back, the incident reopens as a regression. You can also ask how an app is doing (uptime, open incidents, today's traffic), get the exact install snippet for a new project, and check that a live site is running Vigilia. Vigilia never reads or changes your code: the fixing happens in your session, by your AI, in front of you. The only tool that changes anything is marking an incident fixed (the install check just records its result on the app), and you can connect with read-only access. Your data is stored in the EU. Emails, tokens and card numbers are stripped from what visitors' browsers send, and only that scrubbed error context is sent to Anthropic to write the diagnosis. Requires a Vigilia account. The free plan covers one app; reporting backend errors (Supabase, Next.js routes, Workers) is part of Pro.
Agent observability via OpenTelemetry: drift, loop and hijack alerts, e.g. after a prompt injection.
Status pages, incidents, maintenance, components and subscribers on Instatus.
Monitor metric streams with control charts and alert only on statistically real drift.
Uptime monitoring: monitors, incidents, alerts, maintenance, on-call, status pages and telemetry.
Exception tracking for .NET. Let your AI coding agent search and triage errors and stack traces.
Query your AI agents' traces, errors, cost and alerts in Rius, the agent observability platform.
Production errors your coding agent can read: search, stack traces, context, trends, resolve.
Replay, verify and audit AI agent decisions with signed evidence. Public demo running on the fictional Acme Mutual insurance environment; a full integration is required to use Forge with real systems.
Now part of GAIP Witness: verifies GAIP receipts; evidence packs and incident bundles.
Game observability for Three.js, Phaser, Babylon.js, PlayCanvas, Unity, Godot, Unreal and GameMaker games. Ask what's wrong with your game and get ranked findings from real players' sessions: frame-time spikes by level, errors with the gameplay just before them, where players die, version comparisons, store reviews and each game's own dashboard. Sign in with your Glitchless account (OAuth); a new workspace can start on a demo game.
Propagation breaker: egress quarantine + fingerprint outbreak telemetry for fleets.
Deploy apps from GitHub, read build/runtime logs, and manage your app's users from your AI agent.
Trust layer for AI agents. Privi Guard checks web pages, emails and tool results for prompt injection and outgoing text for leaked API keys and card numbers, with signed on-chain receipts (1,000 free checks a month). Privi Scan grades any MCP server for tool poisoning and rug pulls. Plus tamper-evident audit logs, agent passports, spending mandates and a live kill switch.
Read a tool-call log from an AI agent run and see which calls failed, looped or were slow.
Meter, cap, and block AI agent spend before the provider is charged.
Where apps write their log files on Windows, macOS and Linux, as exact copyable paths.
Fork-replay one recorded span from a failed agent run and get an attribution verdict.
Trace-store secret census of stored agent traces. Verdict $0.01, census $4.99, passes $9.99/$19.99.
Read-only access to an ET Ducky organization's Windows and Linux agents, alerts, and fleet summary. Four tools list agents, get one agent with its latest health sample, list alerts, and summarize the fleet. Hosted Streamable HTTP endpoint, authenticated with an organization API token sent as a Bearer header.
Read your team's hosted journal from an AI agent: every machine's streams, in hub order.
Cookieless web analytics your AI agent can read: traffic, spikes and what caused them, funnels.
Salvageability triage for agent fleets in a declared mass-failure mode.
Guardr keeps watch on the sites you manage. Check any domain from outside and get an A to F health grade for HTTP headers, TLS, DNS and cookies, with fix steps for configuration findings. Three tools: check_site runs a fresh check of one domain, list_sites lists the sites your account watches and get_site returns one watched site in detail. Read-only: Guardr proposes fixes and never changes a site. Needs a Guardr API key; the first site is free.
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.
Your team's shipping standards, org map and delivery metrics, inside your coding agent.
The record of what the agent relied on: a signed, chained receipt per cleared read. Verify by id.
Explore agent polls and discover private collaboration. Public read-only MCP; no API key required.
