lllllllama/rigorpilot-skills
ai-research-reproduction
Rigor Reproduce compatible skill slug for README-first deep learning repository reproduction. Use when the user wants an end-to-end, minimal-trustworthy flow that reads the repository first, selects the smallest documented inference or evaluation target, coordinates intake, setup, trusted execution, optional trusted training, optional repository analysis, and optional paper-gap resolution, enforces conservative patch rules, records evidence assumptions deviations and human decision points, and writes the standardized `repro_outputs/` bundle. Do not use for paper summary, generic environment setup, isolated repo scanning, standalone command execution, silent protocol changes, score chasing, or broad research assistance outside repository-grounded reproduction.
What you’re adding
This skill may reference tools or services you need to set up separately. The package check shows the exact files; it does not install dependencies or run scripts.
46 files in the provider snapshot
_bundled/MANIFEST.json5,394 B_bundled/shared/scripts/agent_provider.py6,289 B_bundled/shared/scripts/command_utils.py3,085 B_bundled/shared/scripts/lessons_store.py8,608 B_bundled/shared/scripts/model_adapter.py6,487 B_bundled/shared/scripts/resource_monitor.py8,164 B_bundled/shared/scripts/runtime_runner.py28K B_bundled/shared/scripts/task_queue.py30.9K B_bundled/shared/scripts/write_explore_bundle.py33.4K B_bundled/shared/scripts/write_run_bundle.py31.2K B_bundled/skills/analyze-project/scripts/analyze_project.py26K B_bundled/skills/env-and-assets-bootstrap/scripts/plan_setup.py4,795 B_bundled/skills/env-and-assets-bootstrap/scripts/prepare_assets.py4,288 B_bundled/skills/minimal-run-and-audit/scripts/write_outputs.py1,171 B_bundled/skills/repo-intake-and-plan/scripts/extract_commands.py13.3K B_bundled/skills/repo-intake-and-plan/scripts/scan_repo.py2,937 B_bundled/skills/run-train/scripts/run_training.py19.9K B_bundled/skills/run-train/scripts/write_outputs.py1,173 Bagents/openai.yaml389 Bassets/COMMANDS.template.md348 Bassets/LOG.template.md669 Bassets/model_profile.template.json183 Bassets/PATCHES.template.md525 Bassets/readme_annotations.template.json1,101 Bassets/status.template.json1,170 Bassets/SUMMARY.template.md621 Breferences/agent-operating-principles.md2,768 Breferences/agent-runner.md10.4K Breferences/architecture.md1,322 Breferences/continuous-learning-policy.md3,825 Breferences/deep-learning-experiment-principles.md2,077 Breferences/explore-variant-spec.md4,215 Breferences/language-policy.md794 Breferences/output-spec.md7,749 Breferences/patch-policy.md1,678 Breferences/readme-annotation-policy.md4,403 Breferences/research-pitfall-checklist.md1,665 Breferences/research-rigor-principles.md3,754 Breferences/research-safety-principles.md1,925 Breferences/research-thinking-loop.md4,189 Breferences/runtime-and-model-adapter.md5,470 Bscripts/annotate_readme.py36.8K Bscripts/doctor.py3,621 Bscripts/orchestrate_repro.py65.3K Bscripts/run_agent.py39.3K BSKILL.md7,960 B
Snapshot inspected Sep 14, 2026. Adding uses a fresh GitHub revision and checks it separately.
Your vault, your checks
- 01Inspect the source
Review the exact revision, files and available capacity.
- 02Save a private Draft
Run your vault’s security scan and complete any required review.
- 03Use the approved version
Make it available through your existing agent connection.
Observed activity
All-time installs reported by skills.sh. Daily observations start when this catalog is first synchronized.
| Date | Installs | Rank |
|---|---|---|
| Sep 9, 2026 | 310,928 | #178 |
| Sep 10, 2026 | 310,935 | #178 |
| Sep 11, 2026 | 310,942 | #178 |
| Sep 13, 2026 | 310,949 | #178 |
| Sep 14, 2026 | 310,958 | #178 |
| Sep 15, 2026 | 310,961 | #178 |
| Sep 16, 2026 | 310,968 | #181 |