meta-analyst

Analyze session logs and memory files to reveal inefficiencies and improvement opportunities.

5|Updated Apr 8, 2026
One-click install
npx skills add https://github.com/JansenAnalytics/claudex --skill meta-analyst-jansenanalytics
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: meta-analyst
Source: https://github.com/JansenAnalytics/claudex/tree/main/skills/meta-analyst
Command: npx skills add https://github.com/JansenAnalytics/claudex --skill meta-analyst-jansenanalytics

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires better-sqlite3, and includes scripts (resource) components.

What problem does it solve?

Analyzes session logs and memory artifacts to identify inefficiencies, recurring issues, and potential improvements to agent performance.

Core Features & Use Cases

  • Automated session analytics: aggregates memory files and event logs to reveal trends and bottlenecks.
  • Sub-agent and retry pattern analysis: measures reliability and guides optimization.
  • Weekly reports and improvement suggestions: outputs actionable steps for memory updates and workflow adjustments.

Quick Start

Track a week of sessions and run the weekly analysis to produce actionable efficiency insights.

Frequently Asked Questions about meta-analyst

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I analyze agent session logs to identify workflow inefficiencies?

To analyze session logs for inefficiencies, the skill ingests local memory files and event databases to automatically reveal trends, bottlenecks, and sub-agent retry patterns. This produces structured insights to optimize your agent workflows.

Can I automate weekly performance reviews using memory notes and event logs?

Yes, you can automate weekly performance reviews by running the weekly analysis across tracked sessions. It synthesizes memory notes and event logs to output actionable improvement suggestions and guide memory maintenance.

What's the best way to measure sub-agent reliability and retry patterns?

The best way to measure sub-agent reliability is by analyzing event databases that track retry patterns. The skill automatically evaluates these logs to guide optimization and improve overall coordination efficiency.

Does this session analytics tool require a specific database dependency?

Yes, this session analytics tool requires the better-sqlite3 dependency to ingest and process the local events database. It uses this dependency to read memory files and generate structured efficiency insights.

How do memory files from the workspace get used for pattern analysis?

Memory files from the local workspace directory are ingested alongside session events to perform pattern analysis. The skill synthesizes these artifacts to detect recurring issues and suggest workflow adjustments.

When should I avoid using automated session log analysis?

You should avoid automated session log analysis if your workspace lacks sufficient tracked session history or local memory files. Meaningful efficiency insights and improvement suggestions require accumulated event data to identify valid patterns.