Compound Learnings

Mines past session-learnings logs for repeated patterns and codifies them as rules, skills, or hooks.

Works with setup

Test report

Verdict
Works with setup
Score
8.4/10
Tested
Jul 10, 2026
Environment
Claude Code 2.x (agent harness)
Upstream re-checked
Aug 10, 2026 · cce30f1

Its only input has to be populated by a separate session-logging hook that ships with a different framework, not this skill folder - copied standalone it has nothing to analyze until that pipeline exists.

Scored on four weighted criteria — install, triggering, output vs. baseline, docs. How scoring works

  • Installs cleanly 5/5
  • Triggers reliably 5/5
  • Output vs. baseline 8/10
  • Docs & honesty 3/5

What Compound Learnings does

Reads structured per-session learnings files, builds a frequency table of recurring techniques and failures, and uses a fixed decision tree plus occurrence thresholds (2 = consider, 3+ = strong signal, 4+ = definitely create) to decide whether each pattern should become a rule, a skill, a hook, or an agent update. Use when asked to improve setup, learn from sessions, or turn recurring mistakes into permanent capabilities. It only analyzes existing learnings files -- it does not itself extract them from raw sessions.

How to install Compound Learnings

git clone https://github.com/parcadei/Continuous-Claude-v3
cd Continuous-Claude-v3
mkdir -p ~/.claude/skills
cp -r .claude/skills/compound-learnings ~/.claude/skills/compound-learnings

Skills live in ~/.claude/skills/ (global) or .claude/skills/ (per-project). Restart Claude Code after installing.

Commands — how to trigger Compound Learnings

  • /compound-learnings Mines past session-learnings logs for repeated patterns and codifies them as rules, skills, or hooks.

It also activates on plain-language prompts like these:

  • Look at my session learnings and turn repeated patterns into rules
  • Find recurring mistakes across sessions and codify them as hooks
  • Analyze past learnings logs and suggest new skills to create

Frequently asked questions

Is the Compound Learnings skill free?
Yes. The skill itself is free from parcadei/Continuous-Claude-v3. SkillProof publishes the install command and an independent test verdict at no cost.
Does Compound Learnings work with Claude Code?
We tested it with Claude Code 2.x (agent harness) on Jul 10, 2026. Verdict: Works with setup. Its only input has to be populated by a separate session-logging hook that ships with a different framework, not this skill folder - copied standalone it has nothing to analyze until that pipeline exists.
What is the Compound Learnings SkillProof Score?
8.4/10 — installs cleanly 5/5, triggers reliably 5/5, output vs. baseline 8/10, docs & honesty 3/5.
How do I install Compound Learnings?
Copy the install command from this page, run it in your terminal, and restart Claude Code. Skills live in ~/.claude/skills/ (global) or .claude/skills/ inside a project.
Can I use Compound Learnings with Cursor, Copilot, Gemini CLI, Codex or other AI tools?
The SKILL.md format is native to Claude (Claude Code, Desktop, claude.ai). The instructions inside adapt to other assistants: Cursor rules, GitHub Copilot instructions, Windsurf rules, Custom GPTs, AGENTS.md for OpenAI Codex, and GEMINI.md for Google Gemini CLI — our conversion guides cover each, and the free converter on the tools page does the wrapping for you.