oc-prompt-optimizerTurn vague maintainer intent into an execution-ready prompt with scope, variables, missing facts, tests, and acceptance criteria.
Install via ClawdBot CLI:
clawdbot install jiepu110/oc-prompt-optimizerGrade Limited — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://github.com/Star-Ring-Protocol/openclaw-gateway-guardianAudited Sep 13, 2026 · audit v1.0
Generated Oct 6, 2026
A platform team receives a terse 'fix the login timeout' request before a release freeze. The skill restates intent, scopes touched files, lists rollback commands, and defines acceptance tests so the on-call engineer avoids a risky redeploy. It prevents undocumented changes to shared auth services.
A bank compliance officer needs an AI assistant to summarize internal audit findings without leaking customer data. The optimizer adds forbidden actions, allowed data sources, and validation commands to the prompt. It turns a vague request into a traceable, auditable execution contract.
A maintainer gets a one-line issue asking to 'improve performance' in a popular library. The skill extracts variables, missing benchmarks, and acceptance criteria, then narrows the prompt to a safe subset of files. It reduces risky PRs and clarifies review expectations before coding starts.
A hospital research coordinator asks an agent to 'analyze trial dropout reasons' from sensitive records. The optimizer adds missing demographic variables, stop conditions, and privacy constraints. It ensures the resulting prompt preserves intent while blocking access to identifiable patient data.
A marketing lead wants an AI agent to 'make a launch plan' for a new product with no defined audience or budget. The skill converts this loose intent into a structured prompt with scope, missing facts, KPIs, and validation checks. It prevents the agent from fabricating market context or making unsupported claims.
Companies pay a monthly per-seat fee to give engineers access to prompt optimization workflows that enforce safety, scope, and acceptance criteria. Value comes from reduced incident risk and faster, more predictable agent handoffs.
A licensed on-premise or VPC deployment that integrates prompt optimization into existing ticketing, CI/CD, and approval systems. Includes audit logs, SSO, and custom safety rule libraries for regulated industries.
Free basic prompt optimization with limited variants, and a paid tier that adds advanced output formats, prompt history, and template libraries. Targets indie developers and small maintainers who need reliable agent instructions.
💬 Integration Tip
Embed the skill as a pre-execution step in your existing ticketing or CI workflow so every vague request gets scoped and validated before an agent runs; store the generated prompt alongside the task for audit and reuse.
Scored Oct 6, 2026
This skill should be used when the user asks to "optimize prompts", "design prompt templates", "evaluate LLM outputs", "build agentic systems", "implement RA...
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