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mattmirelesmattmireles/gemma-tuner-multimodal/.claude/skills/research-planning/SKILL.md

research-planning

Skill1.5k starsChanged 4 days agoMITView on GitHub

Use Gemini (or similar) deep research to create or refresh external field guides under README/ before planning or implementation. Use when the user wants exhaustive web research on a technology, API, framework, platform, or domain with practical examples and failure modes. Do not use for repo-only architecture work, local bug reproduction, or direct implementation without external research.

We split this skill into the rules it gives an agent

9 rules. 0 are common, 5 are distinctive, and 4 are very specific to this project.

  • 0

    Common

    Most of the 5 edited versions we read keep these.

  • 5

    Distinctive

    This author's own choices. Worth a look.

  • 4

    Very specific

    Tied to their project's names, files or tools. Probably skip.

  • Common
  • Distinctive
  • Very specific
  1. Very specific:

    Adapted from Gist: Use when gemma-macos-tuner needs external research before planning or implementation.

    line 10
  2. Distinctive:

    Read references/index.md first.

    line 26
  3. Distinctive:

    Prefer updating an existing doc over creating a near-duplicate.

    line 28
  4. Distinctive:

    Run research using whichever tooling exists:

    line 29
  5. Very specific:

    If the repo adds a helper script (compare gist: scripts/gemini-deep-research.js), use it and the paths it expects.

    line 30
  6. Distinctive:

    Add cross-links from README.md or related docs when appropriate.

    line 33
  7. Distinctive:

    Use the section order and constraints from the gist copy of this skill if you need a long-form template (audience: senior engineers.

    line 38
  8. Very specific:

    research-debugging: when the work narrows to a concrete external failure hunt.

    line 42
  9. Very specific:

    create-plan: when the guide unblocks implementation scoping.

    line 43

“Common” is measured: kept by at least 6 in 10 of the 5 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.

Keep what fits and drop the rest. Your version, ready for your agents.
Files
SKILL.md

Research Planning

Purpose

Adapted from Gist. Use when gemma-macos-tuner needs external research before planning or implementation. The durable artifact is usually a markdown file under README/ (often README/guides/ for long guides), not a chat-only summary.

Use When

  • The user wants a new or refreshed guide doc.
  • The work depends on current vendor, SDK, API, or platform behavior.
  • The guide must answer what the thing is, how it works in practice, what breaks, and how to choose a path.

Do Not Use When

  • The task is concrete implementation with enough local context.
  • The task is a purely local bug with a live repro.
  • The output should be temporary scratch instead of durable research.

Procedure

  1. Read references/index.md first.
  2. Lock scope: topic, versions, target path under README/, and what decision the guide unblocks.
  3. Prefer updating an existing doc over creating a near-duplicate.
  4. Run research using whichever tooling exists:
    • If the repo adds a helper script (compare gist: scripts/gemini-deep-research.js), use it and the paths it expects.
    • Otherwise: structured web research + Context7 for library facts + synthesis into README/guides/<path>/<slug>.md or another agreed location.
  5. Review and edit the draft: strip filler, verify versions and links, separate vendor facts from repo-specific integration notes.
  6. Add cross-links from README.md or related docs when appropriate.
  7. Hand off to create-plan when the guide is clean enough to scope work.

Prompt contract

Use the section order and constraints from the gist copy of this skill if you need a long-form template (audience: senior engineers; exhaustive; code examples; Works Cited). Replace “Gist repo” with gemma-tuner-multimodal and target paths with README/....

Handoff Rules

  • research-debugging when the work narrows to a concrete external failure hunt.
  • create-plan when the guide unblocks implementation scoping.

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