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SKILL verified MIT Self-run

Learn

skill-hknc-claude-evolve-learn · by hknc

Use when user says "extract learnings", "save what we learned", "capture insights", "remember this", "remember this for next time", "document this pattern", "what did we learn", "save this approach", "save this pattern", or "/learn". Use after debugging sessions, problem-solving, or when valuable patterns are discovered.

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Install

$ agentstack add skill-hknc-claude-evolve-learn

✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

View the full security report →

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Reliability & compatibility

Security review passed
0 installs to date
no reviews yet
7mo ago

Declared compatibility

Claude CodeClaude Desktop

Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.

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About

Learning Extraction

Action

Execute the /learn command flow, which orchestrates the learning-extractor agent in two phases with user selection in between.

Execution

  1. Check prerequisite: Verify $HOME/.claude-evolve/active exists. If not, tell user to run /evolve init first and stop.
  2. Check explicit intent: If the user's request contains explicit type and scope (e.g., "save this as a universal rule"), pre-set those values and skip selection steps.
  3. Phase 1 - Discover: Spawn claude-evolve:evolve-learning-extractor with action="discover" and the user's trigger text as topic hint. Agent analyzes conversation context and session signals, returns at most 4 candidate learnings ranked by value.
  4. Present candidates: Show discovered learnings to user as a numbered list with summary, suggested type, and scope.
  5. User selects: Use AskUserQuestion to let user choose which learnings to capture. Single candidate gets a shortcut (yes/change/skip). Multiple candidates use multiSelect with a "Capture all" option.
  6. Confirm settings: Use AskUserQuestion to ask "Accept suggested types/scopes or customize each?" If customizing, ask type then scope per learning with the recommended option listed first.
  7. Phase 2 - Create: Spawn claude-evolve:evolve-learning-extractor with action="create" and the user's approved selections (id, summary, detail, type, scope, name, consolidates_with per learning).
  8. Report result: Show user what was created or consolidated. If Phase 2 fails, display error and suggest checking toolkit permissions.

See ${CLAUDE_PLUGIN_ROOT}/commands/learn.md for full implementation details.

Learning Types (Learnings become Components)

| Found | Becomes | Location | |-------|---------|----------| | Problem-solving pattern | Skill | $HOME/.claude-evolve/toolkits/{name}/skills/{skill-name}/SKILL.md | | Investigation method | Agent | $HOME/.claude-evolve/toolkits/{name}/agents/{name}.md | | Code pattern/approach | Rule | $HOME/.claude-evolve/toolkits/{name}/rules/{name}.md | | Improvement to existing | Consolidated | Merged into existing file |

Key: No separate storage. Learnings become agents/skills/rules directly.

Error Handling

| Error | Action | |-------|--------| | No toolkit initialized | Tell user: "Run /evolve init first." | | Phase 1 returns no candidates | Report: "No significant learnings found in this session." | | User selects no candidates | Report: "No learnings captured." | | Phase 2 fails to write | Report error, suggest checking toolkit directory permissions | | Consolidation target found | Agent marks target in Phase 1; user approves in selection; agent consolidates in Phase 2 |

Expected Output

## Learnings Captured

**Created:** `agents/{name}.md` (universal)
**Created:** `skills/{name}/SKILL.md` (project-specific)
**Consolidated:** `rules/{name}.md` (universal)

{Description of each component}

Available next session (agents/skills load at startup).
Run `/evolve release` to sync to other machines.

When to Use

Best results when the session contains:

  • A root cause diagnosis after debugging
  • A correction from the user about approach or tooling
  • A reusable pattern or technique discovered during work
  • A non-obvious workaround for a tricky problem

Less useful for routine task completions with no novel insights.

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

Reviews

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Versions

  • v0.1.0 Imported from the upstream source.