llm-observability-expert SKILL.md skillA
llm-observability-expert from roedyrustam/vibes-plug is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add roedyrustam/vibes-plug/llm-observability-expert@v4.4.2Pins v4.4.2 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- roedyrustam/vibes-plug
- Path
.cursor/skills/llm-observability-expert/SKILL.md- Versions recorded
- 3
- Latest version
- v4.4.2, committed Oct 21, 2026
- First version recorded
- Oct 20, 2026
- Size
- 12,194 bytes
- Repository stars
- 122
- License
- MIT
Expert guide for LLM observability in production — token cost tracking, hallucination rate monitoring, latency analysis, prompt/completion logging, model comparison dashboards, and AI-specific tracing (Langfuse, Helicone, Lunary, OpenTelemetry GenAI) / Panduan ahli observabilitas LLM di produksi — pelacakan biaya token, pemantauan tingkat halusinasi, analisis latensi, logging prompt/completion, dashboard perbandingan model, dan tracing khusus AI.
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
# llm-observability-expert — vibes-plug Skill [English](#english) | [Bahasa Indonesia](#bahasa-indonesia) --- <a name="english"></a> ## English ### Orchestration & Integration - **Upstream Orchestrators**: Works under `brainstorming` (AI & LLM Integration matrix row) and `zero-to-prod-orchestrator` (Phase 7 - Monitoring & Production Telemetry) to provide observability for AI applications. - **Downstream Cooperating Skills**: - `data-telemetry-expert` — Extend OpenTelemetry instrumentation with LLM-specific spans and metrics. - `llm-finops-router` — Feed real-time cost data to the FinOps router for dynamic model selection. - `kv-cache-prefix-optimizer` — Monitor cache hit rates to detect prefix cache invalidation. - `logging-error-tracking-expert` — Integrate LLM traces with Sentry error tracking and Pino structured logs. - `ai-safety-governance-expert` — Log and audit AI outputs for compliance with safety policies. - `adaptive-model-cascade` — Feed model latency and error statistics to dynamic model cascading routers. - `session-memory-manager` — Store AI session traces and token usage checkpoints. ### Description …
Read the whole file at its exact version.
How to install
mdr add roedyrustam/vibes-plug/llm-observability-expert@sha256:1862e5427a1fd9a8The line at the top of this page pins the label v4.4.2, 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_zct4kgtsg3mkw4lb)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Oct 20, 2026 and Oct 21, 2026, more than one a day.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v4.4.2 latest | 2026-10-21 | c60c6e2 | 12,194 B | A | view · diff |
| v4.4.1 | 2026-10-20 | 0df6770 | 12,380 B | A | view · diff |
| v4.3.0 | 2026-10-20 | 42a8f06 | 12,379 B | A | view |
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 (12194 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
roedyrustam/vibes-plug · 122 stars · license MIT · pushed 2026-11-07 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_zct4kgtsg3mkw4lb GET https://markdownregistry.com/api/v1/resolve?ref=roedyrustam/vibes-plug/llm-observability-expert GET https://markdownregistry.com/api/v1/blob/1862e5427a1fd9a86796b6472d90665ea92dc11f404133abb3965662ddf1d0c5
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.
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