{"eval":{"version":"openagentskill-skill-eval-v1","slug":"screem500-prompt-injection-auditor","name":"Prompt Injection Auditor","generated_at":"2026-07-30T19:11:14.468Z","task_input":"Evaluate Prompt Injection Auditor before installing it in an AI agent workflow","status":"review","score":73,"risk_level":"medium","decision":{"recommendation":"manual_review","reason":"Test manually in an isolated workspace and compare against safer alternatives.","auto_install_allowed":false,"policy":"review","human_review_required":true},"task_fit":{"score":94,"suited_tasks":["Security and compliance workflows","Claude Code teams","builders willing to evaluate younger projects","Inspect risky files","Prioritize findings","Explain remediation steps","Read uploaded files","Extract structured fields"],"suited_agents":["Python","Codex","Claude Code","Cursor","OpenAgentSkill CLI","LangChain","CLI"]},"install":{"command":"npx skills add screem500/prompt-injection-auditor","ready":true,"policy":"review","safety_label":"Avoid automatic install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add screem500/prompt-injection-auditor"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Prompt Injection Auditor\" agent skill from https://github.com/screem500/prompt-injection-auditor. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Security audit skill for LLM agents - prompt injection scanner, attack catalog & defense checklist"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Prompt Injection Auditor\" as a Claude Code skill from https://github.com/screem500/prompt-injection-auditor. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Security audit skill for LLM agents - prompt injection scanner, attack catalog & defense checklist"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Prompt Injection Auditor\" from https://github.com/screem500/prompt-injection-auditor into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Security audit skill for LLM agents - prompt injection scanner, attack catalog & defense checklist"}]},"trust":{"score":75,"label":"Strong shortlist","version":"trust-score-v4","evidence":{"stars":"10 GitHub stars","repoActivity":"10 stars, 3 forks","lastPushed":"1d since push","license":"Apache-2.0","repository":"https://github.com/screem500/prompt-injection-auditor","install":"npx skills add screem500/prompt-injection-auditor","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"}},"audit":{"score":81,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Low GitHub adoption signal","Quality score needs review","GitHub adoption: 10 GitHub stars","Stars/forks activity: 10 stars, 3 forks; issue activity unavailable in current metadata"]},"safety_gate":{"score":53,"tier":"experimental","label":"Experimental","auto_install_policy":"review","blocked":false,"permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"},{"id":"secrets","label":"Secrets or environment access","reason":"Skill metadata references credentials, tokens, environment variables, or secret-bearing workflows.","severity":"high"}],"policy_warnings":["High-risk permission hints: Secrets or environment access","Low GitHub adoption signal"]},"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":94,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate Prompt Injection Auditor before installing it in an AI agent workflow","utility","Security and compliance workflows; Claude Code teams; builders willing to evaluate younger projects"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add screem500/prompt-injection-auditor"]},{"id":"install_safety","label":"Install command safety","status":"pass","score":92,"required_for_auto_install":true,"detail":"standard package or runtime install path","evidence":["npx skills add screem500/prompt-injection-auditor"]},{"id":"trust_score","label":"Trust score","status":"warn","score":75,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","10 GitHub stars","Apache-2.0"]},{"id":"audit_score","label":"Audit score","status":"warn","score":81,"required_for_auto_install":true,"detail":"Needs review","evidence":["Low GitHub adoption signal"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":53,"required_for_auto_install":true,"detail":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","evidence":["Test manually in an isolated workspace and compare against safer alternatives.","High-risk permission hints: Secrets or environment access"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"pass","score":100,"required_for_auto_install":false,"detail":"Metadata includes enough usage and workflow context","evidence":["Strong README/SKILL.md context"]},{"id":"license_clarity","label":"License clarity","status":"pass","score":86,"required_for_auto_install":true,"detail":"Apache-2.0","evidence":["Apache-2.0"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"1d since push","evidence":["1d since push"]},{"id":"permission_surface","label":"Permission surface","status":"warn","score":74,"required_for_auto_install":true,"detail":"secrets or environment access","evidence":["Network access: medium","Filesystem access: medium","Secrets or environment access: high"]},{"id":"alternatives","label":"Alternatives available","status":"pass","score":82,"required_for_auto_install":false,"detail":"Alternative skills are available for comparison.","evidence":["k-dense-ai-claude-scientific-skills","composiohq-awesome-claude-skills","kkkkhazix-khazix-skills"]}],"blockers":[],"warnings":["Trust score: Good trust signals with a few areas worth checking before rollout.","Audit score: Needs review","Agent safety gate: Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","Permission surface: secrets or environment access","High-risk permission hints: Secrets or environment access","Low GitHub adoption signal","Quality score needs review","GitHub adoption: 10 GitHub stars","Stars/forks activity: 10 stars, 3 forks; issue activity unavailable in current metadata"],"validation_plan":["Inspect repository, README/SKILL.md, license, and recent commits before production use.","Install in an isolated workspace or sandbox with no production secrets available.","Run the smallest representative task and record files touched, commands run, network access, and outputs.","Compare the selected skill against at least one alternative when the eval status is review or failed.","Promote only after the agent reports a successful verification result and unresolved warnings are accepted."],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","Low GitHub adoption signal","High-risk permission hints: Secrets or environment access","Quality score needs review","GitHub adoption: 10 GitHub stars","Stars/forks activity: 10 stars, 3 forks; issue activity unavailable in current metadata","Production credentials, payments, or irreversible account changes without explicit human review"],"alternatives":[{"slug":"k-dense-ai-claude-scientific-skills","name":"Claude Scientific Skills","url":"https://www.openagentskill.com/skills/k-dense-ai-claude-scientific-skills","stars":31153,"install_command":"npx skills add K-Dense-AI/claude-scientific-skills","trust_score":90,"audit_score":93},{"slug":"composiohq-awesome-claude-skills","name":"Awesome Claude Skills","url":"https://www.openagentskill.com/skills/composiohq-awesome-claude-skills","stars":65935,"install_command":"npx skills add ComposioHQ/awesome-claude-skills","trust_score":83,"audit_score":88},{"slug":"kkkkhazix-khazix-skills","name":"Khazix Skills","url":"https://www.openagentskill.com/skills/kkkkhazix-khazix-skills","stars":17841,"install_command":"npx skills add KKKKhazix/khazix-skills","trust_score":90,"audit_score":93}],"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"screem500-prompt-injection-auditor","name":"Prompt Injection Auditor","description":"Security audit skill for LLM agents - prompt injection scanner, attack catalog & defense checklist","category":"utility","url":"https://www.openagentskill.com/skills/screem500-prompt-injection-auditor","repository":"https://github.com/screem500/prompt-injection-auditor","github_repo":"screem500/prompt-injection-auditor"},"suited_tasks":["Security and compliance workflows","Claude Code teams","builders willing to evaluate younger projects","Inspect risky files","Prioritize findings","Explain remediation steps","Read uploaded files","Extract structured fields"],"suited_agents":["Python","Codex","Claude Code","Cursor","OpenAgentSkill CLI","LangChain","CLI"],"install":{"command":"npx skills add screem500/prompt-injection-auditor","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add screem500/prompt-injection-auditor"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Prompt Injection Auditor\" agent skill from https://github.com/screem500/prompt-injection-auditor. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Security audit skill for LLM agents - prompt injection scanner, attack catalog & defense checklist"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Prompt Injection Auditor\" as a Claude Code skill from https://github.com/screem500/prompt-injection-auditor. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Security audit skill for LLM agents - prompt injection scanner, attack catalog & defense checklist"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Prompt Injection Auditor\" from https://github.com/screem500/prompt-injection-auditor into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Security audit skill for LLM agents - prompt injection scanner, attack catalog & defense checklist"}],"handoff_url":"https://www.openagentskill.com/api/skills/screem500-prompt-injection-auditor/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/screem500-prompt-injection-auditor"},"trust":{"score":75,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"10 GitHub stars","repoActivity":"10 stars, 3 forks","lastPushed":"1d since push","license":"Apache-2.0","repository":"https://github.com/screem500/prompt-injection-auditor","install":"npx skills add screem500/prompt-injection-auditor","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["utility","agent-skill","skill","agent","skill-name","python"],"known_risks":["Low GitHub adoption signal","Quality score needs review","GitHub adoption: 10 GitHub stars","Stars/forks activity: 10 stars, 3 forks; issue activity unavailable in current metadata"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":81,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Low GitHub adoption signal","Quality score needs review","GitHub adoption: 10 GitHub stars","Stars/forks activity: 10 stars, 3 forks; issue activity unavailable in current metadata"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":70,"label":"Strong"},"supply":{"track":"Research and knowledge work","scenario":"Document processing","maintenance":"1d since push","risk":"Needs review"},"alternative_skills":[{"slug":"k-dense-ai-claude-scientific-skills","name":"Claude Scientific Skills","url":"https://www.openagentskill.com/skills/k-dense-ai-claude-scientific-skills","stars":31153,"install_command":"npx skills add K-Dense-AI/claude-scientific-skills","trust_score":90,"audit_score":93},{"slug":"composiohq-awesome-claude-skills","name":"Awesome Claude Skills","url":"https://www.openagentskill.com/skills/composiohq-awesome-claude-skills","stars":65935,"install_command":"npx skills add ComposioHQ/awesome-claude-skills","trust_score":83,"audit_score":88},{"slug":"kkkkhazix-khazix-skills","name":"Khazix Skills","url":"https://www.openagentskill.com/skills/kkkkhazix-khazix-skills","stars":17841,"install_command":"npx skills add KKKKhazix/khazix-skills","trust_score":90,"audit_score":93}],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","Low GitHub adoption signal","High-risk permission hints: Secrets or environment access","Quality score needs review","GitHub adoption: 10 GitHub stars","Stars/forks activity: 10 stars, 3 forks; issue activity unavailable in current metadata","Production credentials, payments, or irreversible account changes without explicit human review"],"agent_contract":{"task_input":"Evaluate Prompt Injection Auditor before installing it in an AI agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 75/100 Strong shortlist","Audit: 81/100 Needs review","Safety: 53/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"screem500-prompt-injection-auditor (Prompt Injection Auditor)","install_command":"npx skills add screem500/prompt-injection-auditor","risk_summary":"Needs review; Experimental; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"screem500-prompt-injection-auditor","task":"Evaluate Prompt Injection Auditor before installing it in an AI agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/screem500-prompt-injection-auditor","api":"https://www.openagentskill.com/api/agent/skills/screem500-prompt-injection-auditor","audit":"https://www.openagentskill.com/skills/screem500-prompt-injection-auditor/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=screem500-prompt-injection-auditor&task=Evaluate%20Prompt%20Injection%20Auditor%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Prompt%20Injection%20Auditor%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Evaluate%20Prompt%20Injection%20Auditor%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/screem500-prompt-injection-auditor/install","manifest":"https://www.openagentskill.com/api/registry/manifest/screem500-prompt-injection-auditor"}},"endpoints":{"web":"https://www.openagentskill.com/skills/screem500-prompt-injection-auditor","api":"https://www.openagentskill.com/api/agent/skills/screem500-prompt-injection-auditor","eval":"https://www.openagentskill.com/api/agent/evals?slug=screem500-prompt-injection-auditor","audit":"https://www.openagentskill.com/skills/screem500-prompt-injection-auditor/audit","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Prompt%20Injection%20Auditor%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium"}},"meta":{"endpoint":"/api/agent/evals","mode":"skill_eval","purpose":"Pre-install eval contract for a single skill. Agents should read this before installing a reusable skill.","generated_at":"2026-07-30T19:11:14.469Z"}}