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Learn skill

Analyze recent agent sessions for friction, patterns, and rule proposals. No external LLM. No API key. The agent running the skill does the analysis.

Pairs well with SkillsMCP for skill management and claude-mem for long-term memory.


What you get

Invoke the skill once. The agent reads your recent sessions and produces:

  • Friction — specific moments where the session went sideways, with quotes.
  • Patterns — behaviors that recurred across sessions, not one-off mistakes.
  • Rule Proposals — concrete AGENT.md additions or skill files, ready to copy.

Quick start

Invoke the skill in your agent session:

"analyze my sessions" "learn from sessions" "what friction did you see"

The agent collects recent sessions, analyzes them, and outputs Friction / Patterns / Rule Proposals inline.

Output files

The skill writes to .learn/ in your project root (created automatically):

File What it is
summary.md One-page run summary: sessions processed, signals found, proposals written
friction.md Specific friction moments with quotes from the sessions
analysis.md Patterns observed across sessions — recurring behaviors, not one-offs
proposals/skill-*.md Proposed new skill files, ready to copy into .agents/skills/
proposals/doc-*.md Proposed additions to AGENT.md or CLAUDE.md
lean.stamp Timestamp of the last run — next run only reads newer sessions

Reprocess all sessions (ignore the cursor):

rm .learn/lean.stamp

Session sources

Source Location
Claude Code ~/.claude/projects/{encoded}/ — JSONL
Gemini CLI ~/.gemini/transcripts/ — JSONL
Codex ~/.codex/sessions/ — JSON
Antigravity ~/.antigravity/transcripts/ — markdown
Cursor workspaceStorage/*/state.vscdb — SQLite
GitHub Copilot %APPDATA%/GitHub Copilot Chat/sessions/ — JSON

By default, sources are filtered to sessions newer than the last run (via lean.stamp). Ask the agent to reprocess everything to override.



Example Output

summary.md

# Learn Summary

**Run:** 2026-05-16T22:27:00Z
**Sessions:** 5 (2026-05-16, sources: Claude Code, Antigravity)
**Signals detected:** Thrashing, Corrections, Manual Audit Requests
**Proposals written:** doc-pii-audit.md, doc-viewmodel-pattern.md

friction.md

# Friction

## 058f9ca1-6ae3-4b52-a341-1ff559841ea6.jsonl (Claude Code)

**Detector output:**

THRASH  \Charts\_VixTermStructureCard.cshtml  (3 edits)
THRASH  \ViewModels\WeightedSpxAdvanceDeclineViewModel.cs  (3 edits)
CORRECTIONS  3/10 user turns (30%)
EXAMPLE  compare with these findings:
Listed directory Pages
Listed directory Charts
Viewed Macro.cshtml:1-40
Viewed Macro.cshtm
EXAMPLE  Now do a review of the ViewModel layer.
ViewModels should transpose the data shapes from the services into a format usab
EXAMPLE  Can you do another pass of rendering / chart layer.
I want to make sure that charts can easily be added as componenets 


**Observed friction:**
- "Can you do another pass of rendering / chart layer. I want to make sure that charts can easily be added as componenets" — User had to explicitly ask for a componentization pass after the initial implementation.
- "Now do a review of the ViewModel layer. ViewModels should transpose the data shapes..." — User providing architectural guidance that should perhaps be in a project rule.

## faefb1d6-e9f9-46ad-8039-b0b0629bcb89 (Antigravity)

**Observed friction:**
- "Do a audit and review... look for hard coded paths, reference to my name, keys..." — User had to manually request a PII/Path audit before pushing. This suggests a need for an "Audit" ritual or rule.
- "The final push failed due to a credential mismatch..." — Model tried to push but didn't verify credentials/account first.

## 62ccc10a-a00a-46c9-b596-b2d994111faa (Antigravity)

**Observed friction:**
- None. Model correctly pivoted from SymbolicLink to Junction on Windows.

doc-viewmodel-pattern.md

# ViewModel and Componentization Ritual

When implementing new UI features (Charts, Pages):
1.  **ViewModel First**: Ensure a clear separation between services and the view. Data should be transposed into a display-ready format in the ViewModel.
2.  **Componentize**: If a piece of UI is likely to be reused (e.g., a specific chart type), implement it as a partial view or component rather than inlining it.
3.  **Review Pass**: After initial implementation, perform a "Refactor Pass" specifically looking for opportunities to improve modularity.

Troubleshooting

Symptom Fix
No sessions found Check that a session directory exists for this project
Same sessions every run Delete .learn/lean.stamp to reset the cursor
Output too long Ask the agent to limit to the last N sessions
Cursor SQLite locked Close Cursor IDE first — it will be skipped gracefully if locked

See Design.md for architecture and provider path details.

About

Prompt -> Session -> Analysis -> Rules : A self learning loop for Claude, Gemini, Cursor, Antigravity.

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