Agent skill · data analytics · aiskillstore
axiom-audit
Audit Axiom logs to identify and prioritize errors and warnings, research probable causes, and flag log smells. Use when user asks to check Axiom logs, analyze production errors, investigate log issues, or audit logging patterns.
Why this skill is useful
Adds specific APL queries and error prioritization methods for Axiom logs that the AI wouldn't reliably generate on its own.
What it needs
Requires axiom-mcp, mcptools installed locally. About 3k tokens when loaded. Last updated 2026-08-07. 405 stars on the source repository.
What this skill does
Axiom Logs Audit Skill Systematically audit Axiom logs to identify, prioritize, and research errors and warnings. Setup Install axiom-mcp: Install mcptools: Set credentials: Find credentials in repo: Usage List datasets: Query APL: Interactive shell (recommended for multiple queries): Audit Process 1. Identify Dataset Or search codebase for dataset names: 2. Query Errors & Warnings Errors: Warnings: Error trends: 3. Prioritize Errors Priority scoring: P0: CRITICAL + High Frequency (>100/hour) P1: CRITICAL + Low Frequency OR HIGH + High Frequency P2: HIGH + Low Frequency OR MEDIUM + High Frequency P3: MEDIUM + Low Frequency P4: LOW Severity levels: CRITICAL: Data loss, security issues, service down HIGH: Feature broken, user-facing errors MEDIUM: Degraded functionality, intermittent issues LOW: Minor warnings, non-critical issues 4. Research Each Error For each unique error: 1. Find source in codebase using Grep 2. Read surrounding code to understand context 3. Identify probable cause (code bug, infrastructure, data, integration, config) 4. Collect evidence from code patterns and related errors 5. Flag log smells (see below) 5. Flag Log Smells Excessive logging: Same message flooding logs Missing context: No request ID, user ID, trace info Poor error messages: Vague or unhelpful Logged but not handled: Errors logged then ignored Inconsistent logging: Different levels for similar issues Sensitive data exposure: PII, secrets, tokens in logs No stack traces: Errors without stack traces Generic catch-all handlers: Hiding real issues 6. Generate Report Create .audits/axiom-audit-[timestamp].md with: [Actual error message] 7. …
How to use it
Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:
@skills aiskillstore/axiom-audit