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experiment-suite
ai4s-research/ai4s-skillsSkill
Use when the user has a research question and needs a complete experiment package — design document, runnable code, results (measured or simulated with honest provenance), publication-grade figures, structured report. Single-stage, no Python runtime.
Why this score
This repo hosts 7 skills, so its 245 stars are split between them (about 35 each) for scoring.
Popularity score: 50/100 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 20, 2026 at commit 744ab2049a7b, with Cisco's open-source skill-scanner.
What its code does:
- Uses dependencies without a pinned version A later version of a dependency could change what runs.figure_examples/requirements.txt:3 and 2 more
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-suite ai4s-research/ai4s-skills · Skill | 50 | ★ 245 | ≈67 always | 3mo ago |
| experiment-design fcakyon/phd-skills · Skill Both about experiment | 64 | ★ 424 | ≈22 always | 24d ago |
| create-experiment harness/harness-skills · Skill Both about experiment | 60 | ★ 120 | ≈23 always | 21d ago |
| AvianSuite kyle-visner/stellarjay · MCP server Both about suite | 52 | ★ 9 | not measured | 5d ago |
| lark-suite larksuite/cli · Skill Both about suite | 82 | ★ 18k | ≈33 always | 16d ago |
| analyze-experiment-results yogsoth-ai/de-anthropocentric-research-engine · Skill Both about experiment and result | 61 | ★ 504 | ≈54 always | 16d ago |