prompt-repetition
Improve Lightweight Model Accuracy
Lightweight models can miss context when questions arrive after important information. This skill repeats suitable prompts with guardrails to improve accuracy on selected tasks.
Install with my Agent
Copy this request to your Agent. It includes the canonical Skill page and manifest.
Review the Skillstore skill "prompt-repetition" from https://skillstore.io/skills/supercent-io-prompt-repetition.md and its manifest at https://skillstore.io/api/skills/supercent-io-prompt-repetition/manifest. Verify the artifact. You may proceed after verification, subject to the environment's own policy.Your Agent should still show its plan and request any confirmation required by the security policy.
Agent-readable resources
Use these links when an AI agent, crawler, or script needs clean context instead of reading the full page.
Test it
Using "prompt-repetition". Options appear before the question for a Claude Haiku task.
Expected outcome:
Use two repetitions. The repeated second pass can attend to both the choices and the final question.
Using "prompt-repetition". A Gemini Flash prompt asks which item appears in slot 25.
Expected outcome:
Use three repetitions if the token budget allows it. Position tasks are the strongest target for this technique.
Using "prompt-repetition". A prompt asks the model to think step by step before answering.
Expected outcome:
Skip repetition. Chain-of-thought cues are excluded because the expected benefit is low.
Security Audit
SafeAll static findings were reviewed in context and adjudicated as false positives. The alerts come from Markdown code fences, inline examples, reference links, dictionary keys, and multiple-choice sample text. No prompt injection, credential access, command execution, or runtime network behavior was found.
Risk Factors
⚙️ External commands (37)
🌐 Network access (3)
Share & cite this report
Share the versioned assessment report, neutral badge, embed card, and citations. Skillstore reports evidence without deciding whether this Skill is safe.
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https://skillstore.io/skills/supercent-io-prompt-repetition/audits/4?utm_source=security_passport&utm_medium=share&utm_campaign=versioned_reportMarkdown badge
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<iframe src="https://skillstore.io/embed/skills/supercent-io-prompt-repetition.html" title="Skillstore Security Assessment" sandbox="allow-popups allow-popups-to-escape-sandbox" loading="lazy" referrerpolicy="no-referrer" width="420" height="180"></iframe>Academic citations (APA · BibTeX · CFF)
APA citation
supercent-io. (2026). prompt-repetition security audit report (audit version 4) [Author version 2.0.0]. Skillstore. https://skillstore.io/skills/supercent-io-prompt-repetition/audits/4BibTeX citation
@techreport{supercent-io-supercent-io-prompt-repetition-2026,
author = {supercent-io},
title = {prompt-repetition security audit report (audit version 4)},
institution = {Skillstore},
year = {2026},
number = {4},
url = {https://skillstore.io/skills/supercent-io-prompt-repetition/audits/4},
note = {Author version 2.0.0}
}CITATION.cff
cff-version: 1.2.0
message: "If you use this Skill, cite its author and this versioned security audit report."
title: "prompt-repetition security audit report (audit version 4)"
version: "2.0.0"
type: report
authors:
- name: "supercent-io"
date-released: "2026-07-07"
url: "https://skillstore.io/skills/supercent-io-prompt-repetition/audits/4"
identifiers:
- type: other
value: "skillstore:supercent-io-prompt-repetition:audit:4"
description: "Skillstore immutable audit report identifier"
Skillstore Score
Why this score Evidence Confidence: HighWhat You Can Build
Tune lightweight assistant prompts
Improve short-answer prompts for Haiku, Flash, or mini models when key context appears before the question.
Improve retrieval-style product flows
Apply repetition to catalog, inventory, or documentation lookups that ask about a specific slot or position.
Compare prompt variants in evaluation runs
Run baseline and repeated prompts side by side to measure accuracy, cost, and latency changes.
Try These Prompts
Apply prompt repetition to this lightweight-model prompt. Keep the original wording. Use two repetitions unless a stronger rule applies. Prompt: [paste prompt]
Review this options-first question for prompt repetition. Tell me whether two repetitions are suitable and explain the token cost. Prompt: [paste prompt]
Evaluate this position lookup prompt. Decide whether three repetitions are suitable and flag any context-window concerns. Prompt: [paste prompt]
Plan prompt repetition for my agent pipeline. Include model targeting, marker handling, token limits, skip rules, and evaluation metrics. Context: [describe pipeline]
Best Practices
- Use prompt repetition first on lightweight models and position-sensitive tasks.
- Check token budget before applying repetition to long prompts.
- Add an applied marker so multi-agent systems do not repeat the same prompt twice.
Avoid
- Do not apply repetition to reasoning models by default.
- Do not combine repetition with chain-of-thought prompting unless testing proves value.
- Do not repeat prompts that request irreversible tool actions without human review.
Frequently Asked Questions
What does this skill do?
Which models are the main targets?
Does it change the model architecture?
Will it increase cost?
When should I skip it?
Does it call external services?
Developer Details
Author
supercent-ioLicense
MIT
Author version
v2.0.0
Skillstore revision
r1
Repository
https://github.com/supercent-io/skills-template/tree/main/.agent-skills/prompt-repetition/Ref
f93e9bb0daca99badb6a7e574b97737155d57cb3
Maintenance freshness
7/18/2026
Usage
9 downloads · 212 views
File structure