| name | gemini-prompting |
| description | Internal guidance for composing Gemini and AGY prompts for coding, review, diagnosis, and research tasks inside the Gemini Claude Code plugin |
| user-invocable | false |
Gemini Prompting
Use this skill when gemini:gemini-rescue needs to prepare a prompt for Gemini or AGY.
Prompt the model like an operator, not a collaborator. Keep prompts compact and block-structured with XML tags. State the task, the output contract, the follow-through defaults, and the small set of extra constraints that matter.
Core rules:
- Prefer one clear task per run. Split unrelated asks into separate runs.
- Tell the model what done looks like. Do not assume it will infer the desired end state.
- Add explicit grounding and verification rules for any task where unsupported guesses would hurt quality.
- Prefer better prompt contracts over raising reasoning or adding long natural-language explanations.
- Use XML tags consistently so the prompt has stable internal structure.
Default prompt recipe:
<task>: the concrete job and the relevant repository or failure context.
<structured_output_contract> or <compact_output_contract>: exact shape, ordering, and brevity requirements.
<default_follow_through_policy>: what the model should do by default instead of asking routine questions.
<verification_loop> or <completeness_contract>: required for debugging, implementation, or risky fixes.
<grounding_rules> or <citation_rules>: required for review, research, or anything that could drift into unsupported claims.
Model selection guidance (<model_selection> block):
- Debug or fix tasks →
--effort high (→ gemini-3.1-pro-preview)
- Research or review tasks →
--effort medium (→ gemini-3-flash-preview)
- Quick formatting or structure tasks →
--effort low (→ gemini-3-flash-preview)
- AGY engine: this plugin currently leaves model choice to AGY's configured/default behavior.
--model and --effort are gemini-engine controls here and are not translated to AGY arguments.
When to add blocks:
- Coding or debugging: add
completeness_contract, verification_loop, and missing_context_gating.
- Review or adversarial review: add
grounding_rules, structured_output_contract, and dig_deeper_nudge.
- Research or recommendation tasks: add
research_mode and citation_rules.
- Write-capable tasks: add
action_safety so the model stays narrow and avoids unrelated refactors.
Working rules:
- Prefer explicit prompt contracts over vague nudges.
- Use stable XML tag names.
- Do not raise reasoning or complexity first. Tighten the prompt and verification rules before adding more model power.
- Keep claims anchored to observed evidence. If something is a hypothesis, say so.
Prompt assembly checklist:
- Define the exact task and scope in
<task>.
- Choose the smallest output contract that still makes the answer easy to use.
- Decide whether the model should keep going by default or stop for missing high-risk details.
- Add verification, grounding, and safety tags only where the task needs them.
- Remove redundant instructions before sending the prompt.
References