qa-observability SKILL.md skillA
qa-observability from vasilyu1983/ai-agents-public is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add vasilyu1983/ai-agents-public/qa-observability@v1.2Pins v1.2 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- vasilyu1983/ai-agents-public
- Path
skills/universal/qa-observability/SKILL.md- Versions recorded
- 1
- Latest version
- v1.2, committed Oct 5, 2026
- Size
- 16,455 bytes
- Repository stars
- 101
- License
- MIT
Implements OpenTelemetry logs/metrics/traces, SLI/SLO gates, burn-rate alerts, and APM integrations. Use when adding or validating observability.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# QA Observability Use telemetry as a QA signal and a debugging substrate. Treat logs, metrics, traces, and profiles as evidence for test outcomes, release readiness, and production regressions. Core references live in `data/sources.json`; load the task-specific guide from Navigation. ## Quick Start (Default) If key context is missing, ask for: critical user journeys, service/dependency inventory, environments (local/staging/prod), current telemetry stack, and current SLO/SLA commitments. 1. Establish the minimum bar: correlation IDs, structured logs, traces, and golden metrics (latency, traffic, errors, saturation). 2. Verify the telemetry transport with one known request or fault: application emission, context propagation, collector acceptance, and backend query. Stop the claim at the last observed stage; static SDK or collector configuration proves configuration only. 3. Make failures diagnosable: every integration or E2E failure should capture a trace link or trace ID plus correlated logs, and critical degraded paths should expose structured error metadata such as rate-limit codes, retry hints, and state-transition markers. …
Read the whole file at its exact version.
How to install
mdr add vasilyu1983/ai-agents-public/qa-observability@sha256:e8f27752ae748594The line at the top of this page pins the label v1.2, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_agf4xctrifstj2dm)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 5, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (16455 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
vasilyu1983/ai-agents-public · 101 stars · license MIT · pushed 2026-10-16 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_agf4xctrifstj2dm GET https://markdownregistry.com/api/v1/resolve?ref=vasilyu1983/ai-agents-public/qa-observability GET https://markdownregistry.com/api/v1/blob/e8f27752ae7485945d78e4203e3deaa9ecd0e26853d2243efc649aeff8bed528
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.