{"eval":{"version":"openagentskill-skill-eval-v1","slug":"jalaalrd-anti-ai-slop-writing","name":"anti-ai-slop-writing","generated_at":"2026-08-24T09:02:35.249Z","task_input":"Evaluate anti-ai-slop-writing before installing it in an AI agent workflow","status":"review","score":74,"risk_level":"medium","decision":{"recommendation":"manual_review","reason":"Require human approval before installing into a real workspace.","auto_install_allowed":false,"policy":"review","human_review_required":true},"task_fit":{"score":84,"suited_tasks":["Coding agents workflows","Claude Code teams","builders willing to evaluate younger projects","Inspect source files","Explain architecture","Patch bugs and verify changes","Move data between tools","Transform files"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"]},"install":{"command":"npx skills add jalaalrd/anti-ai-slop-writing --skill anti-ai-slop-writing","ready":true,"policy":"review","safety_label":"Review before install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install jalaalrd-anti-ai-slop-writing"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"anti-ai-slop-writing\" agent skill from https://github.com/jalaalrd/anti-ai-slop-writing/blob/main/skills/anti-ai-slop-writing/SKILL.md. 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: Applies explicit structural and vocabulary constraints designed to avoid statistically common AI-writing patterns. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"jalaalrd-anti-ai-slop-writing\",\"task\":\"Install anti-ai-slop-writing\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"anti-ai-slop-writing\" as a Claude Code skill from https://github.com/jalaalrd/anti-ai-slop-writing/blob/main/skills/anti-ai-slop-writing/SKILL.md. 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: Applies explicit structural and vocabulary constraints designed to avoid statistically common AI-writing patterns. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"jalaalrd-anti-ai-slop-writing\",\"task\":\"Install anti-ai-slop-writing\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"anti-ai-slop-writing\" from https://github.com/jalaalrd/anti-ai-slop-writing/blob/main/skills/anti-ai-slop-writing/SKILL.md 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: Applies explicit structural and vocabulary constraints designed to avoid statistically common AI-writing patterns. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"jalaalrd-anti-ai-slop-writing\",\"task\":\"Install anti-ai-slop-writing\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}]},"trust":{"score":72,"label":"Strong shortlist","version":"trust-score-v4","evidence":{"stars":"405 GitHub stars","repoActivity":"405 stars, 0 forks","lastPushed":"Pushed today","license":"Unknown","repository":"https://github.com/jalaalrd/anti-ai-slop-writing/blob/main/skills/anti-ai-slop-writing/SKILL.md","install":"npx skills add jalaalrd/anti-ai-slop-writing --skill anti-ai-slop-writing","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"}},"audit":{"score":79,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Repository license is unclear and requires review before redistribution.","Quality score needs review","Documentation summary is thin","Stars/forks activity: 405 stars, 0 forks; issue activity unavailable in current metadata","License clarity: Unknown"]},"safety_gate":{"score":67,"tier":"reviewed","label":"Reviewed with permission notes","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"}],"policy_warnings":["License is unclear"]},"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":84,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate anti-ai-slop-writing before installing it in an AI agent workflow","productivity","Coding agents 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 jalaalrd/anti-ai-slop-writing --skill anti-ai-slop-writing"]},{"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 jalaalrd/anti-ai-slop-writing --skill anti-ai-slop-writing"]},{"id":"trust_score","label":"Trust score","status":"warn","score":72,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","405 GitHub stars","Unknown"]},{"id":"audit_score","label":"Audit score","status":"warn","score":79,"required_for_auto_install":true,"detail":"Needs review","evidence":["License is unclear"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":67,"required_for_auto_install":true,"detail":"Usable candidate, but the agent should surface permission and audit notes before installation.","evidence":["Require human approval before installing into a real workspace.","License is unclear"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"warn","score":66,"required_for_auto_install":false,"detail":"Public metadata needs stronger README/SKILL.md context","evidence":["Usable metadata, review docs"]},{"id":"license_clarity","label":"License clarity","status":"warn","score":42,"required_for_auto_install":true,"detail":"Unknown","evidence":["Unknown"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"Pushed today","evidence":["Pushed today"]},{"id":"permission_surface","label":"Permission surface","status":"pass","score":100,"required_for_auto_install":true,"detail":"no high-risk permission surface in public metadata","evidence":["Network access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"pass","score":82,"required_for_auto_install":false,"detail":"Alternative skills are available for comparison.","evidence":["larksuite-cli","hardikpandya-stop-slop","aaron-he-zhu-aaron-marketing-skills","blader-humanizer"]}],"blockers":[],"warnings":["Trust score: Good trust signals with a few areas worth checking before rollout.","Audit score: Needs review","Agent safety gate: Usable candidate, but the agent should surface permission and audit notes before installation.","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","License clarity: Unknown","License is unclear","Repository license is unclear and requires review before redistribution.","Quality score needs review","Documentation summary is thin","Stars/forks activity: 405 stars, 0 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","Repository license is unclear and requires review before redistribution.","No OpenAgentSkill engagement data yet","License is unclear","Quality score needs review","Documentation summary is thin","Stars/forks activity: 405 stars, 0 forks; issue activity unavailable in current metadata"],"alternatives":[{"slug":"larksuite-cli","name":"Cli","url":"https://www.openagentskill.com/skills/larksuite-cli","stars":16552,"install_command":"npx skills add larksuite/cli","trust_score":86,"audit_score":91},{"slug":"hardikpandya-stop-slop","name":"stop-slop","url":"https://www.openagentskill.com/skills/hardikpandya-stop-slop","stars":16263,"install_command":"npx skills add hardikpandya/stop-slop --skill stop-slop","trust_score":90,"audit_score":94},{"slug":"aaron-he-zhu-aaron-marketing-skills","name":"Aaron Marketing Skills","url":"https://www.openagentskill.com/skills/aaron-he-zhu-aaron-marketing-skills","stars":2578,"install_command":"npx skills add aaron-he-zhu/aaron-marketing-skills","trust_score":89,"audit_score":93},{"slug":"blader-humanizer","name":"Humanizer","url":"https://www.openagentskill.com/skills/blader-humanizer","stars":37414,"install_command":"npx skills add blader/humanizer --skill humanizer","trust_score":88,"audit_score":91}],"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"jalaalrd-anti-ai-slop-writing","name":"anti-ai-slop-writing","description":"Applies explicit structural and vocabulary constraints designed to avoid statistically common AI-writing patterns.","category":"productivity","url":"https://www.openagentskill.com/skills/jalaalrd-anti-ai-slop-writing","repository":"https://github.com/jalaalrd/anti-ai-slop-writing/blob/main/skills/anti-ai-slop-writing/SKILL.md","github_repo":"jalaalrd/anti-ai-slop-writing"},"suited_tasks":["Coding agents workflows","Claude Code teams","builders willing to evaluate younger projects","Inspect source files","Explain architecture","Patch bugs and verify changes","Move data between tools","Transform files"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"],"install":{"command":"npx skills add jalaalrd/anti-ai-slop-writing --skill anti-ai-slop-writing","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install jalaalrd-anti-ai-slop-writing"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"anti-ai-slop-writing\" agent skill from https://github.com/jalaalrd/anti-ai-slop-writing/blob/main/skills/anti-ai-slop-writing/SKILL.md. 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: Applies explicit structural and vocabulary constraints designed to avoid statistically common AI-writing patterns. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"jalaalrd-anti-ai-slop-writing\",\"task\":\"Install anti-ai-slop-writing\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"anti-ai-slop-writing\" as a Claude Code skill from https://github.com/jalaalrd/anti-ai-slop-writing/blob/main/skills/anti-ai-slop-writing/SKILL.md. 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: Applies explicit structural and vocabulary constraints designed to avoid statistically common AI-writing patterns. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"jalaalrd-anti-ai-slop-writing\",\"task\":\"Install anti-ai-slop-writing\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"anti-ai-slop-writing\" from https://github.com/jalaalrd/anti-ai-slop-writing/blob/main/skills/anti-ai-slop-writing/SKILL.md 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: Applies explicit structural and vocabulary constraints designed to avoid statistically common AI-writing patterns. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"jalaalrd-anti-ai-slop-writing\",\"task\":\"Install anti-ai-slop-writing\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/jalaalrd-anti-ai-slop-writing/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/jalaalrd-anti-ai-slop-writing"},"trust":{"score":72,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"405 GitHub stars","repoActivity":"405 stars, 0 forks","lastPushed":"Pushed today","license":"Unknown","repository":"https://github.com/jalaalrd/anti-ai-slop-writing/blob/main/skills/anti-ai-slop-writing/SKILL.md","install":"npx skills add jalaalrd/anti-ai-slop-writing --skill anti-ai-slop-writing","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","documentation":"Usable metadata, review docs","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":["productivity","writing","humanizer","anti-slop","agent-skill","Codex"],"known_risks":["Repository license is unclear and requires review before redistribution.","License is unclear","Quality score needs review","Documentation summary is thin","Stars/forks activity: 405 stars, 0 forks; issue activity unavailable in current metadata","License clarity: Unknown"]},"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":79,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Repository license is unclear and requires review before redistribution.","Quality score needs review","Documentation summary is thin","Stars/forks activity: 405 stars, 0 forks; issue activity unavailable in current metadata","License clarity: Unknown"]},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Require human approval before installing into a real workspace."},"quality":{"score":73,"label":"Strong"},"supply":{"track":"Coding and developer agents","scenario":"Coding agents","maintenance":"Pushed today","risk":"Needs review"},"alternative_skills":[{"slug":"larksuite-cli","name":"Cli","url":"https://www.openagentskill.com/skills/larksuite-cli","stars":16552,"install_command":"npx skills add larksuite/cli","trust_score":86,"audit_score":91},{"slug":"hardikpandya-stop-slop","name":"stop-slop","url":"https://www.openagentskill.com/skills/hardikpandya-stop-slop","stars":16263,"install_command":"npx skills add hardikpandya/stop-slop --skill stop-slop","trust_score":90,"audit_score":94},{"slug":"aaron-he-zhu-aaron-marketing-skills","name":"Aaron Marketing Skills","url":"https://www.openagentskill.com/skills/aaron-he-zhu-aaron-marketing-skills","stars":2578,"install_command":"npx skills add aaron-he-zhu/aaron-marketing-skills","trust_score":89,"audit_score":93},{"slug":"blader-humanizer","name":"Humanizer","url":"https://www.openagentskill.com/skills/blader-humanizer","stars":37414,"install_command":"npx skills add blader/humanizer --skill humanizer","trust_score":88,"audit_score":91}],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","Repository license is unclear and requires review before redistribution.","No OpenAgentSkill engagement data yet","License is unclear","Quality score needs review","Documentation summary is thin","Stars/forks activity: 405 stars, 0 forks; issue activity unavailable in current metadata"],"agent_contract":{"task_input":"Evaluate anti-ai-slop-writing before installing it in an AI agent workflow","recommended_action":"Require human approval before installing into a real workspace.","install_policy":"review","minimum_review_before_use":["Trust: 72/100 Strong shortlist","Audit: 79/100 Needs review","Safety: 67/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"jalaalrd-anti-ai-slop-writing (anti-ai-slop-writing)","install_command":"npx skills add jalaalrd/anti-ai-slop-writing --skill anti-ai-slop-writing","risk_summary":"Needs review; Reviewed with permission notes; 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":"jalaalrd-anti-ai-slop-writing","task":"Evaluate anti-ai-slop-writing 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/jalaalrd-anti-ai-slop-writing","api":"https://www.openagentskill.com/api/agent/skills/jalaalrd-anti-ai-slop-writing","audit":"https://www.openagentskill.com/skills/jalaalrd-anti-ai-slop-writing/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=jalaalrd-anti-ai-slop-writing&task=Evaluate%20anti-ai-slop-writing%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20anti-ai-slop-writing%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Evaluate%20anti-ai-slop-writing%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/jalaalrd-anti-ai-slop-writing/install","manifest":"https://www.openagentskill.com/api/registry/manifest/jalaalrd-anti-ai-slop-writing"}},"endpoints":{"web":"https://www.openagentskill.com/skills/jalaalrd-anti-ai-slop-writing","api":"https://www.openagentskill.com/api/agent/skills/jalaalrd-anti-ai-slop-writing","eval":"https://www.openagentskill.com/api/agent/evals?slug=jalaalrd-anti-ai-slop-writing","audit":"https://www.openagentskill.com/skills/jalaalrd-anti-ai-slop-writing/audit","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20anti-ai-slop-writing%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":"2026-08-24T09:02:35.249Z"}}