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Your Claude Code learns from its mistakes automatically

Description

auto-sop watches your Claude Code sessions, detects recurring mistakes, and auto-generates enforced CLAUDE.md directives so the same error never happens twice. Real-time learning kicks in every 10 turns — patterns are caught in minutes, not hours. Key features:
  • Real-time learning — directives generated every 10 turns, not on a schedule
  • Instant error graduation — critical mistakes become rules after a single observation
  • Auto-detect patterns from Claude Code sessions with zero configuration
  • Generate enforced CLAUDE.md directives that Claude follows automatically
  • Token savings tracking — see exactly how much context and cost you’re saving
  • Cloud sync directives across machines with end-to-end encryption
  • Dashboard with analytics, efficiency charts, and directive fire tracking
  • Free source-available core (ELv2) with Pro cloud features
How it works:
  1. Install: npx auto-sop install
  2. Use Claude Code normally — captures happen automatically via hooks
  3. Every 10 turns, auto-sop analyzes your sessions and detects recurring patterns
  4. Directives appear in CLAUDE.md automatically — Claude follows them in future sessions
Why auto-sop? Every Claude Code user has experienced the frustration of Claude repeating the same mistakes. You fix a bug, and two sessions later Claude introduces the same issue. auto-sop creates a self-improving feedback loop: your Claude Code gets measurably smarter with every session. Users report 30%+ reduction in repeated mistakes within the first week.

Topics

  • Developer Tools
  • Artificial Intelligence
  • Productivity
  • Open Source
  • CLI Tools

First Comment Draft

Hey Product Hunt! I’m the creator of auto-sop. I built this because I was frustrated with Claude Code making the same mistakes over and over. I’d fix a bug, and two sessions later Claude would introduce the same issue. Same wrong import path. Same missing error handler. Same forgotten validation. auto-sop fixes this with a self-improving feedback loop:
  1. It watches your Claude Code sessions (locally, nothing leaves your machine)
  2. Every 10 turns, it analyzes patterns and detects recurring mistakes
  3. It auto-generates CLAUDE.md directives that Claude follows in future sessions
  4. Critical errors graduate instantly — one observation is enough
The result? Claude Code that genuinely learns from its history. We’re seeing 30+ directives per project and measurable token savings from fewer retry loops. The core CLI is free and source-available under the Elastic License 2.0. Pro ($12/mo) adds unlimited projects, cloud sync, and analytics dashboard. Some things I’m proud of in the architecture:
  • Zero latency impact on your Claude sessions (async hooks, fail-open)
  • Privacy-first: raw captures never leave your machine
  • Works with your existing Claude Max subscription — no separate API key needed
  • Event-driven learning: no cron job hammering your CPU, fires only when there’s enough data
Shout-out to @anthropic and the Claude Code team — auto-sop is built with Claude Code, for Claude Code. The irony isn’t lost on me: an AI built the tool that teaches itself not to repeat mistakes. 🦉 I’d love to hear your feedback! What mistakes does Claude Code keep making for you?
  • Post ID: 1145178
  • Product page: https://www.producthunt.com/products/auto-sop
  • Badge (light): https://api.producthunt.com/widgets/embed-image/v1/featured.svg?post_id=1145178&theme=light
  • Badge (dark): https://api.producthunt.com/widgets/embed-image/v1/featured.svg?post_id=1145178&theme=dark
  1. Hero: Terminal showing auto-sop detecting a pattern and generating a directive
  2. Dashboard: Overview with efficiency charts, token savings, directive fire counts
  3. Before/After: Claude making the same mistake without auto-sop vs. Claude avoiding it with a directive
  4. CLAUDE.md: What generated directives look like in a real project (proven + learning tiers)
  5. Stats: auto-sop stats CLI output showing tokens saved and errors prevented

Launch Checklist

  • Gallery images ready (5 images)
  • Demo video (optional, 2 min max) — show install to first directive in real time
  • Pricing page updated with current tiers
  • Landing page optimized for PH traffic (fast load, clear CTA)
  • PH badge on landing page (auto-enabled after launch)
  • Email to notify existing users about launch
  • Social posts scheduled (X, LinkedIn)
  • Referral system live (earn Pro days for sharing)
  • README badge pointing to PH listing
  • Mintlify docs up to date with v85 event-driven architecture