# Observability and incident tools for AI agents

> 3 observability & incidents ranked by the Anchor benchmark. Leader Sentry MCP (BB). Errors, metrics, logs, traces, monitors and on-call data for agents that debug and run production systems.

- Canonical: https://www.anchorterminal.com/categories/observability
- Markdown: https://www.anchorterminal.com/categories/observability.md (~4,200 tokens)
- Slim: https://www.anchorterminal.com/categories/observability.min.md (~330 tokens, same facts, less prose, for token-sensitive contexts)
- JSON: https://www.anchorterminal.com/categories/observability.json (this page as data, same URL with Accept: application/json)
- Site index for agents: https://www.anchorterminal.com/llms.txt (full text: https://www.anchorterminal.com/llms-full.txt)
- API: https://www.anchorterminal.com/api/v1/index.json
- Updated: 2026-10-04

Errors, metrics, logs, traces, monitors and on-call data for agents that debug and run production systems.

- Tools ranked: 3 · agent-ready (BB or better): 1 · accept x402: 0 · hosted endpoints: 3 · desk reviews by the panel: 6
- JSON: https://www.anchorterminal.com/api/v1/tools.json (list) · https://www.anchorterminal.com/api/v1/rankings.json (ranked) · https://www.anchorterminal.com/api/v1/x402.json (payable) · https://www.anchorterminal.com/api/v1/capabilities.json (by capability)
- Grades run AA, A, BB, B, C, D, E, F · methodology: https://www.anchorterminal.com/benchmark/

- Capabilities in this category: observability.errors, observability.metrics, observability.logs, observability.traces, observability.incidents, work.oncall
- https://letme.dev/observability.errors picks the top-graded tool in this list and says how to call it direct; calling through letme comes later (https://www.anchorterminal.com/letme/index.md)

## Ranking

| # | Tool | Vendor | Kind | Category | Grade | Score | Confidence | x402 | Auth | Where | Reviews | Page |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 99 | Sentry MCP | Sentry | MCP server | Observability | BB | 70.4 | medium | no | OAuth | hosted + local | 3.5/5 (2) | https://www.anchorterminal.com/tools/sentry-mcp.md |
| 300 | Datadog MCP Server | Datadog | MCP server | Observability | C | 56.7 | medium | no | OAuth or key | hosted + local | 2.5/5 (2) | https://www.anchorterminal.com/tools/datadog-mcp.md |
| 375 | PagerDuty MCP Server | PagerDuty | MCP server | Observability | D | 48.5 | medium | no | OAuth or key | hosted | 1.5/5 (2) | https://www.anchorterminal.com/tools/pagerduty-mcp.md |

Scores are from public evidence against the published checklist (https://www.anchorterminal.com/benchmark/), with Performance and Task success pending. p95 latency and context cost come from our probes, which haven't run yet.

## Summaries

### 99. Sentry MCP, BB (70.4)

Sentry's MCP for searching errors and traces, triaging issues, reading docs and managing projects, with agent-embedded natural-language search tools. OAuth with skills chosen at consent, Inspect and Seer (read-only) by default. No MCP component on status.sentry.io and no SLA.

- Page: https://www.anchorterminal.com/tools/sentry-mcp · Markdown: https://www.anchorterminal.com/tools/sentry-mcp.md · JSON: https://www.anchorterminal.com/api/v1/tools/sentry-mcp.json
- Capabilities: observability.errors · endpoint: `https://mcp.sentry.dev/mcp`

### 300. Datadog MCP Server, C (56.7)

Datadog's hosted MCP server for querying monitors, logs, metrics, traces, dashboards, incidents and more, with 30-plus toolsets, a sandboxed code-execution toolset, OAuth 2.0 or key auth, and per-call permission checks on writes. OAuth read-only grants, `mcp_read` and `mcp_write` permissions and an organisation-level block on MCP writes. Tools and parameters are removed the day they're announced, with no notice period.

- Page: https://www.anchorterminal.com/tools/datadog-mcp · Markdown: https://www.anchorterminal.com/tools/datadog-mcp.md · JSON: https://www.anchorterminal.com/api/v1/tools/datadog-mcp.json
- Capabilities: observability.metrics, observability.logs, observability.traces, observability.incidents · endpoint: `https://mcp.datadoghq.com/v1/mcp`

### 375. PagerDuty MCP Server, D (48.5)

PagerDuty's hosted MCP server at mcp.pagerduty.com (EU at mcp.eu.pagerduty.com) for incidents, services, schedules, on-call, escalation policies, alerts and analytics, with OAuth or API-key auth. Scoped OAuth with per-resource scopes and mandatory PKCE, or an API key in a header. No read-only mode on the hosted server, where the local one was read-only by default.

- Page: https://www.anchorterminal.com/tools/pagerduty-mcp · Markdown: https://www.anchorterminal.com/tools/pagerduty-mcp.md · JSON: https://www.anchorterminal.com/api/v1/tools/pagerduty-mcp.json
- Capabilities: observability.incidents, work.oncall · endpoint: `https://mcp.pagerduty.com/mcp`

## Indexed, not reviewed (59)

Sorted into this category from public catalogues, with facts and our own checks but no score, grade or rank (https://www.anchorterminal.com/indexed/index.md).

| Listing | Kind | What it does | Why it's here |
| --- | --- | --- | --- |
| [Agent Domains](https://www.anchorterminal.com/tools/clize-domains.md) | MCP server | Domains your AI agent can buy, point and monitor, with four-layer health checks and alerts. | vendor's own |
| [arc-security](https://www.anchorterminal.com/tools/arcself-arc-security.md) | MCP server | Scan AI agent skills for 25 attack classes + runtime monitoring. 1,316+ findings. | vendor's own |
| [ASMHunter](https://www.anchorterminal.com/tools/asmhunter-mcp.md) | MCP server | Drive ASMHunter attack-surface monitoring from an AI agent: recon, scans, findings, reports. | vendor's own |
| [bellwether-mcp](https://www.anchorterminal.com/tools/bellwethermetrics-bellwether-mcp.md) | MCP server | Live prediction market data from Polymarket and Kalshi with VWAP pricing and reportability. | vendor's own |
| [Betterlytics](https://www.anchorterminal.com/tools/betterlytics-mcp.md) | MCP server | Query your Betterlytics web analytics from AI agents: traffic, funnels, journeys, errors, uptime. | vendor's own |
| [CatchDoms — Expired Domains API](https://www.anchorterminal.com/tools/catchdoms-expired-domains.md) | MCP server | Search 40K+ expired domains from 12 auction platforms with SEO metrics and scores. | vendor's own |
| [churnkey](https://www.anchorterminal.com/tools/churnkey.md) | MCP server | Read and manage Churnkey cancel flows, retention metrics, and payment recovery | vendor's own |
| [clianythingharness-mcp](https://www.anchorterminal.com/tools/clauxel-clianythingharness-mcp.md) | MCP server | A paid remote MCP for CLI tool MCP, built to return verdicts, receipts, usage logs, and audit-ready | vendor's own |
| [Context by Fulcra](https://www.anchorterminal.com/tools/fulcradynamics-context.md) | MCP server | Connect your Fulcra Context personal datastore: access your metrics, events, agent data and more | vendor's own |
| [DebugBundle](https://www.anchorterminal.com/tools/debugbundle-mcp.md) | MCP server | DebugBundle MCP: runtime error reporting, incident response, health checks, and product analytics. | vendor's own |
| [dns-doctor](https://www.anchorterminal.com/tools/dnsdoctor-dns-doctor.md) | MCP server | Scan, fix, verify and monitor DNS: SPF, DMARC, DKIM, propagation, health, expiry. Validated fixes. | vendor's own |
| [Dockhold](https://www.anchorterminal.com/tools/dockhold.md) | MCP server | Deploy your project to a live HTTPS URL from your AI tool; read logs, set variables, resize apps. | vendor's own |
| [ExecBro](https://www.anchorterminal.com/tools/execbro.md) | MCP server | Gives AI agents eyes and hands into running React Native apps: logs, REPL, tap, screenshots | vendor's own |
| [Exit1 Uptime Monitoring](https://www.anchorterminal.com/tools/exit1-mcp.md) | MCP server | Set up uptime monitoring from your editor: create checks, configure alerts, query uptime history. | vendor's own |
| [ezstat-mcp-server](https://www.anchorterminal.com/tools/ezstat-mcp-server.md) | MCP server | Track and query EzStat metrics from Claude, Cursor, or any MCP agent. StatHat-compatible. | vendor's own |
| [Fettle](https://www.anchorterminal.com/tools/fettle-mcp.md) | MCP server | Uptime monitoring for developers — monitors, incidents, heartbeats and status pages | vendor's own |
| [ffmpeg-micro.com MCP server](https://www.anchorterminal.com/tools/ffmpeg-micro-mcp-server.md) | MCP server | MCP server for the FFmpeg Micro video transcoding API — create, monitor, download transcodes. | vendor's own |
| [Frase SEO](https://www.anchorterminal.com/tools/frase-mcp-server.md) | MCP server | SEO, GEO & AI Visibility — research, write, optimize, publish & monitor content. 121 tools. | vendor's own |
| [GitHits](https://www.anchorterminal.com/tools/githits.md) | MCP server | Search public open-source code, documentation, metadata, vulnerabilities, changelogs, and examples. | vendor's own, widely used |
| [Google Trends MCP](https://www.anchorterminal.com/tools/trendsmcp-google-trends.md) | MCP server | Google Trends: Search, Images, News, Shopping over time, growth metrics. Free key at trendsmcp.ai | vendor's own |
| [hyperping](https://www.anchorterminal.com/tools/hyperping.md) | MCP server | Uptime, API and server monitoring with outages, reporting, on-call and status pages. | vendor's own |
| [Klaviyo MCP](https://www.anchorterminal.com/tools/scalably-klaviyo-mcp.md) | MCP server | Klaviyo MCP: campaigns, flows, segments, metrics, reports, profiles across many accounts. 24 tools. | vendor's own |
| [Kyma API](https://www.anchorterminal.com/tools/kymaapi-kyma.md) | MCP server | Live model catalog with prices and measured uptime, rankings, credits and spend, spend-capped chat. | vendor's own |
| [leafwright](https://www.anchorterminal.com/tools/leafwright.md) | MCP server | Render HTML, URLs, and templates to PDF. AI drafts templates and fixes them from logs. | vendor's own |
| [LLM Latency Tracker](https://www.anchorterminal.com/tools/llmlatency-llm-latency-tracker.md) | MCP server | Measured latency, time to first token and uptime for ~45 AI inference APIs, by region. | vendor's own |
| [MarkMesh](https://www.anchorterminal.com/tools/markmesh-trademarks.md) | MCP server | Trademark search, monitoring and conflict research across 30+ registers, with provenance. | vendor's own |
| [NameSniper](https://www.anchorterminal.com/tools/namesniper.md) | MCP server | Monitor taken usernames and get alerted when they drop, plus handle, domain, and trademark checks. | vendor's own |
| [Nooticr](https://www.anchorterminal.com/tools/nooticr-mcp.md) | MCP server | Social intelligence for 10 networks: read posts and trends, monitor brand mentions, then create. | vendor's own, widely used |
| [nyxory](https://www.anchorterminal.com/tools/nyxory.md) | MCP server | Agent-to-agent cloud service: deploys and runs your apps and services — domains, logs, real status. | vendor's own |
| [openstatus](https://www.anchorterminal.com/tools/openstatus-mcp.md) | MCP server | Manage monitors, status pages, incidents and maintenances in your openstatus workspace. | vendor's own, widely used |
| [Orion Celestia Intel](https://www.anchorterminal.com/tools/orionlabsone-orion-agent-kit.md) | MCP server | Celestia network intelligence for AI agents: daily analysis, anomaly signals and DA metrics. | vendor's own |
| [Release Notes Index](https://www.anchorterminal.com/tools/releases-mcp.md) | MCP server | Release notes and changelogs from across the web, indexed for agents. Also via CLI and REST API. | vendor's own |
| [Routebase](https://www.anchorterminal.com/tools/routebase.md) | MCP server | Design, mock, test, document and monitor your APIs from one living OpenAPI spec. | vendor's own |
| [scout-mcp-local](https://www.anchorterminal.com/tools/scoutapm-scout-mcp-local.md) | MCP server | An MCP server for Scout Monitoring data interactions. | vendor's own |
| [seo-mcp](https://www.anchorterminal.com/tools/metricspot-seo-mcp.md) | MCP server | Six tools for SEO and AI-readability audits. 91 checks, 11 score modules. | vendor's own |
| [servicegraph](https://www.anchorterminal.com/tools/servicegraph.md) | MCP server | Datasets for founders: directories, newsletters, and agencies, with metrics attached. | vendor's own |
| [Servonaut](https://www.anchorterminal.com/tools/servonaut.md) | MCP server | Manage AWS, Hetzner, OVH and SSH servers: status, logs, CloudWatch, IP bans, safe command exec. | vendor's own |
| [SigRank — AI Operator Benchmarking](https://www.anchorterminal.com/tools/signalaf-sigrank.md) | MCP server | SigRank benchmark MCP: cascade metrics, leaderboard, operator profiles, simulation, diagnostics. | vendor's own |
| [Steep](https://www.anchorterminal.com/tools/steep-mcp.md) | MCP server | Query metrics, targets, entities, and team data in your Steep workspace via MCP. | vendor's own |
| [Superlog](https://www.anchorterminal.com/tools/superlog.md) | MCP server | Open-source agent that observes and fixes your application. Query logs, traces, metrics, incidents. | vendor's own, widely used |
| [Synapse RMCP](https://www.anchorterminal.com/tools/dinglebear-synapse.md) | MCP server | Host, Docker, Compose, SSH, logs, ZFS, and file operations over MCP and CLI. | vendor's own |
| [Synapse RMCP](https://www.anchorterminal.com/tools/dinglebear-synapse-rmcp.md) | MCP server | Rust MCP and CLI server for Docker, host inspection, SSH, logs, ZFS, and safe file operations. | vendor's own |
| [Tengence GEO Agent](https://www.anchorterminal.com/tools/tengence-geo.md) | MCP server | GEO/SEO content pipeline MCP: plan, write, gate-check, publish, submit, monitor AI visibility. | vendor's own |
| [The Deployer](https://www.anchorterminal.com/tools/thedploy-deployer.md) | MCP server | Check if a repo will deploy, plan a deploy to your own cloud, and see status, logs and redeploys. | vendor's own |
| [TLS Radar](https://www.anchorterminal.com/tools/tlsradar.md) | MCP server | SSL/TLS scanning, free Let's Encrypt issuance, and certificate-expiry monitoring. | vendor's own |
| [twitr.sh](https://www.anchorterminal.com/tools/twitr.md) | MCP server | X/Twitter reads, search, monitors and posting. Pay-per-call in USDC — no signup, no API keys. | vendor's own |
| [Uptimepage](https://www.anchorterminal.com/tools/uptimepage.md) | MCP server | Monitor uptime and incidents, run checks, and publish status updates from your Uptimepage org. | vendor's own |
| [UptimeRobot](https://www.anchorterminal.com/tools/uptimerobot.md) | MCP server | Monitor websites, APIs, and servers: create monitors, triage incidents, and query uptime stats. | vendor's own |
| [UptyBots](https://www.anchorterminal.com/tools/uptybots-monitoring.md) | MCP server | Uptime monitoring: create and manage HTTP, API, SSL, ping, port and domain checks | vendor's own |
| [User Intuition](https://www.anchorterminal.com/tools/userintuition-research.md) | MCP server | Run customer research studies, recruit participants, monitor interviews, and review reports. | vendor's own, widely used |
| [validoria-mcp](https://www.anchorterminal.com/tools/validoria-mcp.md) | MCP server | Continuous website testing by Validoria — monitor security, SEO, performance, and accessibility. | vendor's own |
| [Verify SCITT receipts from Forestrie transparency logs, offline](https://www.anchorterminal.com/tools/forestrie-verify.md) | MCP server | Verify a SCITT receipt under a trust root you hold — offline, no backend, no key, no network | vendor's own |
| [Verlon AI MCP](https://www.anchorterminal.com/tools/verlon-mcp.md) | MCP server | Inspect and manage Verlon AI gates, logs, recommendations, and experiments from any MCP client. | vendor's own |
| [Voris](https://www.anchorterminal.com/tools/voris-server.md) | MCP server | Voris privacy-native web analytics for AI agents: query metrics & citations, scaffold tracking. | vendor's own |
| [windsock](https://www.anchorterminal.com/tools/windsock.md) | MCP server | Aircraft valuations, registry lookup, cost of ownership, market metrics, reports and logbooks. | vendor's own |
| [World Monitor](https://www.anchorterminal.com/tools/worldmonitor-mcp.md) | MCP server | Live markets, conflicts, country risk, chokepoints, energy, and China decision signals. 86 tools. | vendor's own, widely used |
| [x402 Bazaar Listing Monitor](https://www.anchorterminal.com/tools/acjlabs-x402-listing-monitor.md) | MCP server | Checks x402 Bazaar resource listings against the public discovery catalog and flags drops. | vendor's own |
| [x402-list-mcp](https://www.anchorterminal.com/tools/x402-list-mcp.md) | MCP server | Find and vet x402 payment APIs before your agent pays one: uptime, price, on-chain volume. | vendor's own |
| [YouTube Trends MCP](https://www.anchorterminal.com/tools/trendsmcp-youtube.md) | MCP server | YouTube search interest and trend data over time, with growth metrics. Free key at trendsmcp.ai | vendor's own |