Back to Skills

Zouroboros Introspect

from zouroboros18

A self-diagnostic health scorecard for Zouroboros systems, measuring memory, routing, and calibration efficiency.

triggers:system healthdiagnostic scorecardmemory recall qualityrouting accuracyzouroboros health

GitHub SKILL.md

What it does

This skill implements a comprehensive self-diagnostic health check for the Zouroboros system. It generates a ranked scorecard that identifies system weaknesses and provides improvement opportunities based on real-time performance metrics.

When to use it

Run this skill daily (recommended at 05:00 AM) or on-demand when you suspect a degradation in the agent's memory recall, knowledge graph connectivity, or routing accuracy.

What's included

References: Includes a threshold tuning guide (references/metric-thresholds.md) to calibrate health scores.
Instructions: Detailed procedures for measuring six key metrics: Memory Recall, Graph Connectivity, Routing Accuracy, Eval Calibration, Procedure Freshness, and Episode Velocity.
Integration: Ability to store results as memory episodes for long-term trend analysis.

Compatible agents

Specifically designed for Zo Computer and Zouroboros-based orchestration platforms.

Not yet audited

This skill has not been reviewed by our automated audit pipeline yet.

Information

Repository: zouroboros
Stars: 18

More from zouroboros

Three-Stage Evaluation Pipeline

A rigorous 3-stage verification system (Mechanical, Semantic, Consensus) to ensure artifacts strictly meet specifications.

Related Skills

Replit — Advanced Troubleshooting

Step-by-step diagnostics and debugging techniques for deep Replit issues: Nix build failures, container crash loops, memory leaks, and platform vs app isolation

Harness Health Audit

Assess and score the overall health of a Claude Code harness across architecture, skills coverage, hooks, rules, MCP servers, eval pipelines, and team setup.

DNA Memory

Three-layer agent memory system (working / short-term / long-term) with active forgetting, automatic pattern induction and a reflect loop to let agents learn an

Juicebox Common Errors

Identify and remediate common Juicebox API errors (authentication, quotas, rate limits, invalid queries) with quick diagnostics and fixes.

Debugging

Tools and API patterns to diagnose and improve agent matchmaking, profiles, and conversations on inbed.ai for better compatibility and engagement.

Web Application Debugging

Systematic workflow for debugging web apps using Chrome DevTools or Playwright, prioritizing fast validation, network/console inspection, and minimal snapshots.

Kokoro TTS Server Management

Start, stop, and verify a local Kokoro TTS HTTP server (OpenAI-compatible /v1/audio/speech) with health checks and troubleshooting guidance.

Power Automate Monitoring (FlowStudio MCP)

Monitor Power Automate tenant health and failure trends from a fast FlowStudio MCP cached store — identify failing flows, review error trends, and inventory Pow

MCP App Store

Zouroboros Introspect

What it does

When to use it

What's included

Compatible agents