{"eval":{"version":"openagentskill-skill-eval-v1","slug":"arriemeijer-creator-aerojax","name":"AeroJAX","generated_at":"2026-07-04T04:38:06.156Z","task_input":"Evaluate AeroJAX before installing it in an AI agent workflow","status":"review","score":75,"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":94,"suited_tasks":["Browser automation workflows","Claude Code teams","builders willing to evaluate younger projects","Navigate pages","Click and type safely","Check visual and DOM state","Move data between tools","Transform files"],"suited_agents":["Python","Scientific Computing","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"]},"install":{"command":"npx skills add arriemeijer-creator/AeroJAX","ready":true,"policy":"review","safety_label":"Review before install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add arriemeijer-creator/AeroJAX"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"AeroJAX\" agent skill from https://github.com/arriemeijer-creator/AeroJAX. 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: AeroJAX: A differentiable, structure-preserving framework for real-time flow simulation, control, and inverse design. Architected for neural operator integration and latent-space acceleration. Built with JAX."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"AeroJAX\" as a Claude Code skill from https://github.com/arriemeijer-creator/AeroJAX. 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: AeroJAX: A differentiable, structure-preserving framework for real-time flow simulation, control, and inverse design. Architected for neural operator integration and latent-space acceleration. Built with JAX."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"AeroJAX\" from https://github.com/arriemeijer-creator/AeroJAX 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: AeroJAX: A differentiable, structure-preserving framework for real-time flow simulation, control, and inverse design. Architected for neural operator integration and latent-space acceleration. Built with JAX."}]},"trust":{"score":77,"label":"Strong shortlist","version":"trust-score-v4","evidence":{"stars":"131 GitHub stars","repoActivity":"131 stars, 16 forks","lastPushed":"1mo since push","license":"Unknown","repository":"https://github.com/arriemeijer-creator/AeroJAX","install":"npx skills add arriemeijer-creator/AeroJAX","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"}},"audit":{"score":79,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Quality score needs review","Stars/forks activity: 131 stars, 16 forks; issue activity unavailable in current metadata","License clarity: Unknown"]},"safety_gate":{"score":63,"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"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"}],"policy_warnings":["License is unclear"]},"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 AeroJAX before installing it in an AI agent workflow","geo-science","Browser automation 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 arriemeijer-creator/AeroJAX"]},{"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 arriemeijer-creator/AeroJAX"]},{"id":"trust_score","label":"Trust score","status":"warn","score":77,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","131 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":63,"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":"pass","score":90,"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":"warn","score":42,"required_for_auto_install":true,"detail":"Unknown","evidence":["Unknown"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":88,"required_for_auto_install":false,"detail":"1mo since push","evidence":["1mo since push"]},{"id":"permission_surface","label":"Permission surface","status":"pass","score":86,"required_for_auto_install":true,"detail":"filesystem or document access","evidence":["Network access: medium","Filesystem access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"pass","score":82,"required_for_auto_install":false,"detail":"Alternative skills are available for comparison.","evidence":["frappe-erpnext","cesiumgs-cesium","turfjs-turf","tidwall-tile38"]}],"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.","License clarity: Unknown","License is unclear","Quality score needs review","Stars/forks activity: 131 stars, 16 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","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","License is unclear","Quality score needs review","Stars/forks activity: 131 stars, 16 forks; issue activity unavailable in current metadata","License clarity: Unknown","Production credentials, payments, or irreversible account changes without explicit human review"],"alternatives":[{"slug":"frappe-erpnext","name":"Erpnext","url":"https://www.openagentskill.com/skills/frappe-erpnext","stars":35723,"install_command":"npx skills add frappe/erpnext","trust_score":92,"audit_score":95},{"slug":"cesiumgs-cesium","name":"Cesium","url":"https://www.openagentskill.com/skills/cesiumgs-cesium","stars":15390,"install_command":"npx skills add CesiumGS/cesium","trust_score":93,"audit_score":95},{"slug":"turfjs-turf","name":"Turf","url":"https://www.openagentskill.com/skills/turfjs-turf","stars":10380,"install_command":"npx skills add Turfjs/turf","trust_score":92,"audit_score":95},{"slug":"tidwall-tile38","name":"Tile38","url":"https://www.openagentskill.com/skills/tidwall-tile38","stars":9674,"install_command":"npx skills add tidwall/tile38","trust_score":89,"audit_score":93}],"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"arriemeijer-creator-aerojax","name":"AeroJAX","description":"AeroJAX: A differentiable, structure-preserving framework for real-time flow simulation, control, and inverse design. 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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: AeroJAX: A differentiable, structure-preserving framework for real-time flow simulation, control, and inverse design. Architected for neural operator integration and latent-space acceleration. Built with JAX."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"AeroJAX\" as a Claude Code skill from https://github.com/arriemeijer-creator/AeroJAX. 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: AeroJAX: A differentiable, structure-preserving framework for real-time flow simulation, control, and inverse design. Architected for neural operator integration and latent-space acceleration. Built with JAX."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"AeroJAX\" from https://github.com/arriemeijer-creator/AeroJAX 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: AeroJAX: A differentiable, structure-preserving framework for real-time flow simulation, control, and inverse design. Architected for neural operator integration and latent-space acceleration. Built with JAX."}],"handoff_url":"https://www.openagentskill.com/api/skills/arriemeijer-creator-aerojax/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/arriemeijer-creator-aerojax"},"trust":{"score":77,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"131 GitHub stars","repoActivity":"131 stars, 16 forks","lastPushed":"1mo since push","license":"Unknown","repository":"https://github.com/arriemeijer-creator/AeroJAX","install":"npx skills add arriemeijer-creator/AeroJAX","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document 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":["geo-science","scientific-computing","analysis","cfd","differentiable-physics","fluid-dynamics"],"known_risks":["License is unclear","Quality score needs review","Stars/forks activity: 131 stars, 16 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","Quality score needs review","Stars/forks activity: 131 stars, 16 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":70,"label":"Strong"},"supply":{"track":"Coding and developer agents","scenario":"GitHub automation","maintenance":"1mo since push","risk":"Needs review"},"alternative_skills":[{"slug":"frappe-erpnext","name":"Erpnext","url":"https://www.openagentskill.com/skills/frappe-erpnext","stars":35723,"install_command":"npx skills add frappe/erpnext","trust_score":92,"audit_score":95},{"slug":"cesiumgs-cesium","name":"Cesium","url":"https://www.openagentskill.com/skills/cesiumgs-cesium","stars":15390,"install_command":"npx skills add CesiumGS/cesium","trust_score":93,"audit_score":95},{"slug":"turfjs-turf","name":"Turf","url":"https://www.openagentskill.com/skills/turfjs-turf","stars":10380,"install_command":"npx skills add Turfjs/turf","trust_score":92,"audit_score":95},{"slug":"tidwall-tile38","name":"Tile38","url":"https://www.openagentskill.com/skills/tidwall-tile38","stars":9674,"install_command":"npx skills add tidwall/tile38","trust_score":89,"audit_score":93}],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","License is unclear","Quality score needs review","Stars/forks activity: 131 stars, 16 forks; issue activity unavailable in current metadata","License clarity: Unknown","Production credentials, payments, or irreversible account changes without explicit human review"],"agent_contract":{"task_input":"Evaluate AeroJAX 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: 77/100 Strong shortlist","Audit: 79/100 Needs review","Safety: 63/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"arriemeijer-creator-aerojax (AeroJAX)","install_command":"npx skills add arriemeijer-creator/AeroJAX","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":"arriemeijer-creator-aerojax","task":"Evaluate AeroJAX 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/arriemeijer-creator-aerojax","api":"https://www.openagentskill.com/api/agent/skills/arriemeijer-creator-aerojax","audit":"https://www.openagentskill.com/skills/arriemeijer-creator-aerojax/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=arriemeijer-creator-aerojax&task=Evaluate%20AeroJAX%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20AeroJAX%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Evaluate%20AeroJAX%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/arriemeijer-creator-aerojax/install","manifest":"https://www.openagentskill.com/api/registry/manifest/arriemeijer-creator-aerojax"}},"endpoints":{"web":"https://www.openagentskill.com/skills/arriemeijer-creator-aerojax","api":"https://www.openagentskill.com/api/agent/skills/arriemeijer-creator-aerojax","eval":"https://www.openagentskill.com/api/agent/evals?slug=arriemeijer-creator-aerojax","audit":"https://www.openagentskill.com/skills/arriemeijer-creator-aerojax/audit","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20AeroJAX%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":"2026-07-04T04:38:06.156Z"}}