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Skillv1.0.0

template-autoscientists

AutoScientists coordination-mechanism testbed — dead-end registry, noise-band confirmation, effect-size ranking, stagnation-driven reorganization, honest null reporting.

by docxology(0) 0 installs
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About

Imported from docxology/template_autoscientists (.agents/skills/template-autoscientists/SKILL.md). Install upstream with npx skills add docxology/template_autoscientists --skill template-autoscientists. Copyright stays with the author (MIT).

template-autoscientists

Project-scoped skill for the in-repo exemplar at projects/templates/template_autoscientists/. Load this when working inside the project.

When to Use

  • Working inside the template_autoscientists exemplar — running scripts, editing source, or regenerating outputs.
  • Forking this exemplar as the starting scaffold for a new research project.
  • Validating that the exemplar's contracts (thin-orchestrator, layer boundaries, no-mocks testing) still hold after changes.

Quick Reference

# From the repository root
uv run pytest projects/templates/template_autoscientists/tests --cov=projects/templates/template_autoscientists/src --cov-fail-under=90
uv run python scripts/pipeline/stage_02_analysis.py --project templates/template_autoscientists
uv run python scripts/pipeline/stage_03_render.py --project templates/template_autoscientists
uv run python scripts/pipeline/stage_04_validate.py --project templates/template_autoscientists
uv run python scripts/pipeline/stage_05_copy.py --project templates/template_autoscientists

Pitfalls

  • Keep scripts thin. Business logic belongs in src/ or shared infrastructure/, not in scripts/.
  • No mocks. All tests must use real data, real files, and real computation.
  • Outputs are disposable. Never hand-edit output/ — regenerate from source and config.
  • Run from the repo root. Commands assume the template monorepo root as working directory unless the child AGENTS.md states otherwise.

Cross-refs

Use it

Copy one of these into your project. Installing also returns the manifest and these snippets.

yaml
targets:
  - https://api.opensmartroute.ai/api/v1/registry/docxology-template-autoscientists-template-autoscientists/manifest   # or paste the manifest below

Manifest

An Open Capability Manifest: the router reads it to know what this does, what it costs and when to pick it.

docxology-template-autoscientists-template-autoscientists.ocm.jsonjson
{
  "ocm": "1",
  "id": "docxology-template-autoscientists-template-autoscientists",
  "kind": "skill",
  "name": "template-autoscientists",
  "description": "AutoScientists coordination-mechanism testbed — dead-end registry, noise-band confirmation, effect-size ranking, stagnation-driven reorganization, honest null reporting.",
  "publisher": "docxology",
  "version": "1.0.0",
  "capabilities": {
    "domains": [
      "general"
    ],
    "tags": [
      "skill-md",
      "exemplar",
      "coordination",
      "agents",
      "ablation",
      "github"
    ],
    "languages": [
      "en"
    ]
  },
  "quality_prior": 0.6,
  "examples": [
    "AutoScientists coordination-mechanism testbed — dead-end registry, noise-band confirmation, effect-size ranking, stagnation-driven reorganization, honest null reporting."
  ],
  "primary": false,
  "metadata": {
    "source": {
      "provider": "github",
      "repository": "https://github.com/docxology/template_autoscientists",
      "path": ".agents/skills/template-autoscientists/SKILL.md",
      "ref": "093ab71cafd6e945e5a0825d8fac86367321746c",
      "url": "https://github.com/docxology/template_autoscientists/blob/093ab71cafd6e945e5a0825d8fac86367321746c/.agents/skills/template-autoscientists/SKILL.md",
      "key": "docxology/template_autoscientists/.agents/skills/template-autoscientists/SKILL.md"
    },
    "license": "MIT"
  },
  "instructions": "# template-autoscientists\n\nProject-scoped skill for the in-repo exemplar at\n`projects/templates/template_autoscientists/`. Load this when working inside the project.\n\n## When to Use\n\n- Working inside the `template_autoscientists` exemplar — running scripts, editing source,\n  or regenerating outputs.\n- Forking this exemplar as the starting scaffold for a new research project.\n- Validating that the exemplar's contracts (thin-orchestrator, layer boundaries,\n  no-mocks testing) still hold after changes.\n\n## Quick Reference\n\n```bash\n# From the repository root\nuv run pytest projects/templates/templa",
  "cost": {
    "context_tokens": 435
  }
}

Fetch it by URL: GET /api/v1/registry/docxology-template-autoscientists-template-autoscientists/manifest?version=1.0.0

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