open-seo: Skill for Claude Code

.agents/skills/observability-triage/SKILL.md

observability-triage is a skill for Claude Code, Codex from every-app/open-seo. It costs 70 tokens per session (1,708 once invoked), scanned A, original, MIT.

A guide for investigating production errors in Cloudflare Workers, which are server-side programs that run on Cloudflare’s network. It provides tested queries, counting rules, and a list of known noise to ignore.

In plain words
What is it for?
Use it to review Worker logs, count out-of-memory and other errors, compare error rates between time periods, and investigate production failures.
Why use it?
It helps avoid inaccurate error counts and repeated investigation of issues already shown to be harmless or unfixable.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: installed under .agents/ (shared by several agents).

This is every-app/open-seo's own configuration. It tells Claude Code and Codex how to work on open-seo itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything open-seo configures →

About the project

OpenSEO is an open-source SEO platform for keyword research, rank tracking, competitor analysis, backlink analysis, site audits, and AI visibility work. It connects SEO data to AI agents through an MCP server and reusable agent skills, while allowing users to supply their own DataForSEO API key and self-host the tool. Catalogue add-ons guide agents through OpenSEO's SEO workflows.

every-app/open-seo · 17,561 stars · on GitHub · openseo.so

Reuse

Borrowing it

Nothing to install: this file belongs to every-app/open-seo. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/every-app/open-seo/main/.agents/skills/observability-triage/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/every-app/open-seo

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for observability-triage

README.md
[![agentmods](https://agentmods.dev/badge/skills/every-app/open-seo/observability-triage.svg)](https://agentmods.dev/skills/every-app/open-seo/observability-triage)
Your own site
<a href="https://agentmods.dev/skills/every-app/open-seo/observability-triage"><img src="https://agentmods.dev/badge/skills/every-app/open-seo/observability-triage.svg" alt="Measured on agentmods" height="20"></a>
Per session 70 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,708 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector warn 7 Sept 2026
SkillSpector: 1 finding, up to medium

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • medium MCP Rug Pull · line 14
    npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.
    Fix: Pin the version: npx @scope/[email protected]
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00070 $0.01708
Opus 5 $0.00035 $0.00854
Sonnet 5 $0.00014 $0.00342
Haiku 4.5 $0.00007 $0.00171

Measured 4d ago against content hash 4d79ed3da073, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-07, from the pricing page.

Security

Grade A, and why

observability-triage scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 4d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

- Query via the `cloudflare-api` MCP server (`mcp__cloudflare-api__execute`). If its tools are absent, run its authenticate flow and give the user the URL — **wrangler's OAuth token gets a 403 on the observability API**
.agents/skills/observability-triage/SKILL.md · 84 lines

How it starts

The opening of the file, as written. The whole thing — 84 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Observability triage

Query Cloudflare Workers Observability for prod errors, count them correctly, and skip the noise that has already been investigated to a dead end. Apply the known-noise list below without re-investigating those entries.

Access

  • Resolve the account at runtime — never hardcode it: the cloudflare-api MCP server pre-binds accountId in mcp__cloudflare-api__execute, and npx wrangler whoami prints it. The workers to triage are the ones this repo deploys (see alchemy.run.ts): the main app worker plus the aux workers (audit engine, landing, self-host).
  • Query via the cloudflare-api MCP server (mcp__cloudflare-api__execute). If its tools are absent, run its authenticate flow and give the user the URL — wrangler's OAuth token gets a 403 on the observability API (missing scope), so don't burn time on curl-with-wrangler-token.
  • PostHog is the second error source but cannot see exceededMemory / canceled / responseStreamDisconnected outcomes — worker-outcome questions are answerable only here.

Query recipes (verified shapes)

POST /accounts/{account_id}/workers/observability/telemetry/query. All of these are load-bearing; the API's 400s are opaque:

  • queryId: "adhoc" is required. Timeframe is epoch milliseconds: timeframe: { from, to }.

  • Count invocations by outcome:

    {
      "queryId": "adhoc",
      "timeframe": { "from": 0, "to": 0 },
      "parameters": {
        "datasets": ["cloudflare-workers"],
        "filters": [
          { "key": "$metadata.type", "operation": "eq", "value": "cf-worker-event", "type": "string" }
        ],
        "calculations": [{ "operator": "count", "alias": "count" }],
        "groupBys": [
          { "value": "$workers.scriptName", "type": "string" },
          { "value": "$workers.outcome", "type": "string" }
        ],
        "limit": 100
      },
      "view": "calculations",
      "limit": 100
    }
    
  • The cf-worker-event filter is what makes counts mean invocations; without it you count every log line.

  • Raw samples: view: "events", empty calculations/groupBys, small limit. Events carry $metadata (service, trigger, level, message, fingerprint, requestId) and $workers (outcome, scriptName, scriptVersion, wallTimeMs, cpuTimeMs, eventType).

  • Error-level app logs grouped by message: filter $metadata.level eq error, groupBy $metadata.message.

  • Verified filter operations: eq, neq. Percentiles: the API wants "median", not "p50". Filter for substrings client-side on fetched events.

  • Useful drill-downs: groupBy $metadata.trigger (route), $workers.scriptVersion (did a deploy change the rate mid-window), $workers.event.request.headers.user-agent.

Read the full file on GitHub · 84 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 4d ago First seen · 84 lines · 70 tokens per session scan A 4d79ed3da073

Subscribe to this mod's changes

observability-triage is a skill published in the GitHub repository every-app/open-seo (17,561 stars, last pushed 4d ago), licensed MIT. It adds 70 tokens to every session and 1,708 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

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