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QualityPython

Quality Monitor

by aden-hive

Quality Monitor is a Quality skill for Claude Code, published by aden-hive in hive.

10.9K stars5.7K forkson aden-hive/hiveAdded 2026/08/15Repository updated 2026/08/13
agentagent-frameworkagent-skillsanthropicautomationautonomous-agentsclaudeharnessharness-engineeringhuman-in-the-loopopenaipythonself-hostedself-improving
Install in seconds
Install Quality Monitor
Copy Quality Monitor into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.
terminal
npx degit https://github.com/aden-hive/hive/tree/main/core/framework/skills/_default_skills/quality-monitor ~/.claude/skills/quality-monitor

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/aden-hive/hive.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file
core/framework/skills/_default_skills/quality-monitor/SKILL.md in aden-hive/hive
Installs to
~/.claude/skills/quality-monitor
Collection
One of 24 skills cataloged from this repository
Category
Quality1354 skills

What Quality Monitor does

Quality Monitor periodically self-assesses an agent's output quality to catch degradation before the judge does. Use it during long-running tasks to detect off-task work, inconsistencies, dropped items, or corner-cutting and correct course.

Quality Monitor is cataloged under Quality on DirSkills. Quality Monitor comes from a repository tagged agent, agent-framework, agent-skills, anthropic and automation.

Documentation

README

Operational Protocol: Quality Self-Assessment

Every {{assessment_interval}} iterations, self-assess:

  1. On-task? Still working toward the stated objective?
  2. Thorough? Cutting corners compared to earlier?
  3. Non-repetitive? Producing new value or rehashing?
  4. Consistent? Latest output contradict earlier decisions?
  5. Complete? Tracking all items, or silently dropped some?

If degrading: write assessment to _quality_log, re-read _working_notes, change approach explicitly. If acceptable: brief note in _quality_log.

Frequently asked about Quality Monitor

  • What else does aden-hive publish alongside Quality Monitor?

    Quality Monitor is one of 24 skills that DirSkills catalogs from aden-hive/hive, the repository it ships in. Its siblings there include Background Job Control, Browser Edge Cases and Chart Creation Foundations. Each one is a separate skill with its own page in this directory, installs the same way Quality Monitor does, and is maintained by aden-hive in that same repository. The rest of the collection is listed on the aden-hive/hive page.

  • How does Quality Monitor compare to other Quality skills?

    Quality Monitor ranks #190 by stars among the 1354 Quality skills in this catalog. The most-starred ones next to it are Benchmark, Benchmark Optimization Loop and API Design Patterns. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Quality Monitor against them. Open each page to compare what they document and how they install.

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