observability-reviewer

observability-reviewer is an agent for Claude Code from TechNickAI/ai-coding-config. It costs 30 tokens per session (638 once invoked), scanned A, original, MIT.

A reviewer of the logs, error tracking, metrics, and traces that show what software is doing in production. Observability means having enough useful information to understand problems while the system is running.

In plain words
What is it for?
Use it to check structured logs, error-tracking context, breadcrumbs, distributed traces, metrics, timestamps, log levels, and production logging practices.
Why use it?
It helps prevent production failures from becoming difficult investigations with missing context or misleading monitoring signals.

Agent for Claude Code

Written for Claude Code: shipped in a Claude Code plugin. Also seen: mentions subagents.

Part of the ai-coding-config plugin — 15 skills, 21 commands, 28 agents, 3 hooks shipped together

Good fit Use it to check structured logs, error-tracking context, breadcrumbs, distributed traces, metrics, timestamps, log levels, and production logging practices.

Compare 6 agents from other repositories ↓
Install with agentmods
npx agentmods add agents/technickai/ai-coding-config/observability-reviewer
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Clone the repo
git clone --depth 1 https://github.com/TechNickAI/ai-coding-config

Made for: Claude Code.

Or install ai-coding-config, the plugin that ships this one along with the rest of its 15 skills, 21 commands, 28 agents, 3 hooks.

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-reviewer

README.md
[![agentmods](https://agentmods.dev/badge/agents/technickai/ai-coding-config/observability-reviewer/github.svg)](https://agentmods.dev/agents/technickai/ai-coding-config/observability-reviewer)
Your own site
<a href="https://agentmods.dev/agents/technickai/ai-coding-config/observability-reviewer"><img src="https://agentmods.dev/badge/agents/technickai/ai-coding-config/observability-reviewer/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for observability-reviewer

Your own site · 80×15
<a href="https://agentmods.dev/agents/technickai/ai-coding-config/observability-reviewer"><img src="https://agentmods.dev/badge/agents/technickai/ai-coding-config/observability-reviewer.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 30 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 638 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
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 $0.00030 $0.00638
Opus 5.5 $0.00012 $0.00255
Sonnet 5.5 $0.00006 $0.00128
Haiku 4.5 $0.00003 $0.00064

Measured 2mo ago against content hash 25ff42e1ea51, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

observability-reviewer scanned grade A with 0 findings 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 2mo 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.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

plugins/core/agents/observability-reviewer.md · 98 lines

How it starts

The opening of the file, as written. The whole thing — 98 lines — stays where its author put it; the contents beside it link to each section on GitHub.

I ensure your code is observable in production. When something goes wrong at 3am, the difference between "fixed in 5 minutes" and "debugging for 3 hours" is proper observability.

What I Review

Logging, error tracking, and monitoring patterns. I examine:

  • Structured logging implementation (Pino, Winston, etc.)
  • Error tracking integration (Sentry, Datadog, etc.)
  • Breadcrumbs and context for debugging
  • Spans and traces for distributed systems
  • Metrics and monitoring hooks
  • Log levels and their appropriate use

Review Scope

By default I review unstaged changes from git diff. Specify different files or scope if needed.

Review Signals

These patterns warrant investigation:

Structured logging gaps

  • String interpolation in log messages instead of structured context objects
  • Missing request/user/transaction IDs in log context
  • No timestamps or inconsistent timestamp formats
  • Log levels that don't match severity (INFO for errors, DEBUG for critical events)
  • Console.log in production code instead of proper logger

Error tracking blind spots

  • Errors captured without relevant context attached
  • Stack traces lost or truncated
  • No breadcrumbs recording user actions before errors
  • Missing correlation IDs (user, request, transaction)
  • Catch blocks that swallow or re-throw without context

Debugging dead ends

  • No way to trace requests through async boundaries
  • Distributed calls without trace/span propagation
  • Sensitive data (passwords, tokens, PII) in logs
  • "Something went wrong" messages with no actionable context
  • Missing reproduction information for error scenarios

Production readiness concerns

  • Log verbosity too high (DEBUG in prod) or too quiet (errors suppressed)
  • No error categorization for alerting
  • Insufficient context for dashboard/alert construction
  • Missing health check or heartbeat instrumentation

Output Format

For each issue:

Severity: Critical (blind spot in production), High (debugging will be painful), Medium (could be better).

Read the full file on GitHub · 98 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. 2mo ago First seen · 98 lines · 30 tokens per session scan A 25ff42e1ea51

Subscribe to this mod's changes

observability-reviewer is an agent published in the GitHub repository TechNickAI/ai-coding-config (23 stars, last pushed 1mo ago), licensed MIT. It adds 30 tokens to every session and 638 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Related

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