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  1. Home
  2. ✦Development
  3. ✦Root Cause Tracing
⏱ Pasting from scattered docs→Development — one installTrial and error, again→#database ready to use

Root Cause Tracing

Use when errors occur deep in execution and you need to trace back to find the original trigger - systematically traces bugs backward through call stack, adding instrumentation when needed, to identify source of invalid data or incorrect behavior

💻 Development✦Premium script✦7 languages

WHAT YOU BECOME

Use Cases

Perfect for these scenarios

✦ 01🧪

ADMET Prediction

Predict drug-like properties using GNN models for early toxicity screening.

✦ 02🔬

Protein Modeling

Analyze protein structures and interactions for target identification.

✦ 03🧬

Molecular Generation

Design novel drug candidates with generative models for de novo discovery.

✦ 04⚗️

Retrosynthesis Planning

Optimize synthetic routes for drug candidates using ML-driven retrosynthesis.

MEASURED GAIN

Why Choose This Skill

Proven benefits and measurable impact

10x

Faster ADMET Screening

Reduce property prediction time from weeks to hours with pretrained GNNs.

40+

Ready-to-Use Datasets

Access 40+ curated datasets for instant model training and benchmarking.

50%

Lower R&D Costs

Cut computational expenses with optimized PyTorch-based workflows.

WHAT YOU GET

What’s Inside

Files, tags and the three-step install

Download or copy the skill file from the source repository.
Put the skill file into Claude's skills directory — ~/.claude/skills/
Restart Claude or run the reload command, and the skill loads automatically.
$ cp obra__superpowers/skills/root-cause-tracing/skill.md ~/.claude/skills/

Tip: Read the documentation and the code before first use, so you know what it does and which permissions it needs.

Related tags

#database#debugging#javascript

Technical information

Author
obra
Category
Development
File size
5.47 KB
Source repository
obra__superpowers
License
MIT
Metadata
Includes YAML metadata
View GitHub source

TAKE IT WITH YOU

$9.9/month
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