Compound Learnings
Mines past session-learnings logs for repeated patterns and codifies them as rules, skills, or hooks.
Test report
- Verdict
- Works with setup
- Score
- 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-learningsMines 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.