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experiment-pipeline
Guides structured 4-stage experiment execution with attempt budgets and gate conditions: Stage 1 initial implementation (reproduce baseline), Stage 2 hyperparameter tuning, Stage 3 proposed method validation, Stage 4 ablation study. Integrates with evo-memory (load prior strategies, trigger IVE/ESE) and experiment-craft (5-step diagnostic on failure). Use when: user has a planned experiment, needs to reproduce baselines, organize experiment workflow, or systematically validate a method. Do NOT use for debugging a specific experiment failure (use experiment-craft) or designing which experiments
Why this score
This repo hosts 10 skills, so its 481 stars are split between them (about 48 each) for scoring.
Popularity score: 56/100 from public GitHub signals only. It shows how widely used and maintained this is, not how well it works. Not included yet: the fake-star check. The security scan is shown separately and doesn't change the score. How we rank
Security
Scanned Oct 21, 2026 at commit 9a9f8cfb3a7f, with Cisco's open-source skill-scanner.
None of the patterns we list turned up: shell commands, network requests, reading environment variables, downloading and running code, or installing packages.
A scan lists patterns in the code. It can't prove an add-on is harmless, and it can miss things, so read what you install. How we scan
Alternatives
Other makers' add-ons that do the same job, next to this one.
| Name | Score | Stars | Context | Updated |
|---|---|---|---|---|
| This oneexperiment-pipeline EvoScientist/EvoSkills · Skill | 56 | ★ 481 | ≈155 always | 1mo ago |
| experiment-design fcakyon/phd-skills · Skill Both about experiment and ablation | 64 | ★ 424 | ≈22 always | 24d ago |
| create-experiment harness/harness-skills · Skill Both about experiment | 60 | ★ 120 | ≈23 always | 21d ago |
| experiment-coach growthack88/growth-marketing-os · Skill Both about experiment and validate | 60 | ★ 122 | ≈26 always | 25d ago |
| 3dgs-experiment-planner jaccen/Awesome-Gaussian-Skills · Skill Both about experiment and ablation | 61 | ★ 164 | ≈89 always | 16d ago |
| experiment-suite ai4s-research/ai4s-skills · Skill Both about experiment and stage | 50 | ★ 245 | ≈67 always | 3mo ago |