MCPInstall

learned-skills-index

Index directory for automatically learned skills from execution feedback

Installs
93
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Install

Works with every agent the skills CLI supports.

npx skills add https://github.com/tony363/superclaude --skill learned-skills-index
  1. 01

    Install

    Run the command in your project. The CLI asks which agents to install for.

  2. 02

    Describe the task

    Ask your agent for something this skill covers. It loads learned-skills-index automatically when relevant.

  3. 03

    Review the result

    The agent follows the SKILL.md steps, scripts and references bundled with the skill.

SKILL.md

The instructions your agent reads when the skill is triggered.

Learned Skills Index

This directory contains skills that have been automatically extracted from successful execution sessions. These skills represent patterns that led to quality improvements and are available for retrieval in future tasks.

How Skills Are Learned

  1. Execution: Claude Code runs a task with --loop enabled
  2. Feedback Collection: Each iteration's quality scores and improvements are recorded
  3. Pattern Extraction: Successful patterns are extracted from quality-improving iterations
  4. Skill Generation: Patterns are compiled into a learnable skill definition
  5. Promotion Gate: Skills must meet quality thresholds before promotion

Skill Status

StatusMeaning
PendingSkill extracted but not yet promoted (needs more validation)
PromotedSkill has been validated and can be applied to new tasks
ArchivedSkill deprecated or superseded by newer learning

Quality Thresholds for Promotion

  • Minimum quality score: 85.0
  • Minimum successful applications: 2
  • Minimum success rate: 70%

Directory Structure

learned/
├── SKILL.md                    # This index file
├── learned-backend-auth/       # Example learned skill
│   ├── SKILL.md               # Skill definition
│   └── metadata.json          # Machine-readable metadata
└── learned-frontend-form/      # Another learned skill
    ├── SKILL.md
    └── metadata.json

Integration

Learned skills are automatically retrieved based on:

  • Task description keywords
  • File types being modified
  • Domain context

To manually query learned skills:

from core.skill_persistence import retrieve_skills_for_task

skills = retrieve_skills_for_task(
    task_description="your task here",
    domain="backend"  # optional
)

Safety

All learned skills include full provenance:

  • Source session ID
  • Source repository
  • Timestamp of learning
  • Quality progression

This enables rollback and audit of any behavioral changes from learned skills.

FAQ

What does the learned-skills-index skill do?

Index directory for automatically learned skills from execution feedback

How do I install learned-skills-index?

Run npx skills add https://github.com/tony363/superclaude --skill learned-skills-index in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/learned-skills-index/ (personal) or .claude/skills/learned-skills-index/ (project).

Which AI agents can use learned-skills-index?

Any agent that supports the open Agent Skills format (a folder with a SKILL.md file), including Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Windsurf, Cline, OpenCode and more.

Is learned-skills-index safe to install?

No partner security audit is available yet. Skills can run commands and scripts, so read the SKILL.md and any bundled files before installing.

Who maintains learned-skills-index?

It is published by tony363 in tony363/superclaude. It has 93 recorded installs.

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