{"eval":{"version":"openagentskill-skill-eval-v1","slug":"wenzhu23333-differential-privacy-based-federated-learning","name":"Differential Privacy Based Federated Learning","generated_at":"2026-06-22T21:19:38.034Z","task_input":"Evaluate Differential Privacy Based Federated Learning before installing it in an AI agent workflow","status":"review","score":66,"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":["Coding agents workflows","Claude Code teams","builders willing to evaluate younger projects","Inspect source files","Explain architecture","Patch bugs and verify changes","Inspect repository metadata","Compare code changes"],"suited_agents":["Python","Privacy","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"]},"install":{"command":"npx skills add wenzhu23333/Differential-Privacy-Based-Federated-Learning","ready":true,"policy":"review","safety_label":"Avoid automatic install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add wenzhu23333/Differential-Privacy-Based-Federated-Learning"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Differential Privacy Based Federated Learning\" agent skill from https://github.com/wenzhu23333/Differential-Privacy-Based-Federated-Learning. 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: Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shakespeare, mnist, cifar-10 and fashion-mnist. )"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Differential Privacy Based Federated Learning\" as a Claude Code skill from https://github.com/wenzhu23333/Differential-Privacy-Based-Federated-Learning. 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: Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shakespeare, mnist, cifar-10 and fashion-mnist. )"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Differential Privacy Based Federated Learning\" from https://github.com/wenzhu23333/Differential-Privacy-Based-Federated-Learning 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: Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shakespeare, mnist, cifar-10 and fashion-mnist. )"}]},"trust":{"score":76,"label":"Strong shortlist","version":"trust-score-v4","evidence":{"stars":"423 GitHub stars","repoActivity":"423 stars, 67 forks","lastPushed":"2y since push","license":"GPL-3.0","repository":"https://github.com/wenzhu23333/Differential-Privacy-Based-Federated-Learning","install":"npx skills add wenzhu23333/Differential-Privacy-Based-Federated-Learning","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":68,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Repository appears stale","Repository looks stale","Quality score needs review","Recent maintenance: 2y since push"]},"safety_gate":{"score":52,"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"}],"policy_warnings":["Repository appears stale"]},"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 Differential Privacy Based Federated Learning before installing it in an AI agent workflow","legal-compliance","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 wenzhu23333/Differential-Privacy-Based-Federated-Learning"]},{"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 wenzhu23333/Differential-Privacy-Based-Federated-Learning"]},{"id":"trust_score","label":"Trust score","status":"warn","score":76,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","423 GitHub stars","GPL-3.0"]},{"id":"audit_score","label":"Audit score","status":"warn","score":68,"required_for_auto_install":true,"detail":"Needs review","evidence":["Repository appears stale"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":52,"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.","Repository appears stale"]},{"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":"pass","score":86,"required_for_auto_install":true,"detail":"GPL-3.0","evidence":["GPL-3.0"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"fail","score":38,"required_for_auto_install":false,"detail":"2y since push","evidence":["2y 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":["caddyserver-caddy","raphire-win11debloat","adguardteam-adguardhome","lissy93-web-check"]}],"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. 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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: Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shakespeare, mnist, cifar-10 and fashion-mnist. )"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Differential Privacy Based Federated Learning\" as a Claude Code skill from https://github.com/wenzhu23333/Differential-Privacy-Based-Federated-Learning. 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: Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shakespeare, mnist, cifar-10 and fashion-mnist. )"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Differential Privacy Based Federated Learning\" from https://github.com/wenzhu23333/Differential-Privacy-Based-Federated-Learning 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: Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shakespeare, mnist, cifar-10 and fashion-mnist. )"}],"handoff_url":"https://www.openagentskill.com/api/skills/wenzhu23333-differential-privacy-based-federated-learning/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/wenzhu23333-differential-privacy-based-federated-learning"},"trust":{"score":76,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"423 GitHub stars","repoActivity":"423 stars, 67 forks","lastPushed":"2y since push","license":"GPL-3.0","repository":"https://github.com/wenzhu23333/Differential-Privacy-Based-Federated-Learning","install":"npx skills add wenzhu23333/Differential-Privacy-Based-Federated-Learning","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,"success_rate":null,"install_attempts":0,"risk_blocked":0,"setup_required":0,"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":["legal-compliance","privacy","compliance","deep-learning","differential-privacy","federated-learning"],"known_risks":["Repository looks stale","Quality score needs review","Recent maintenance: 2y since push"]},"audit":{"score":68,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Repository appears stale","Repository looks stale","Quality score needs review","Recent maintenance: 2y since push"]},"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":52,"label":"Needs review"},"supply":{"track":"Legal, policy, and compliance","scenario":"Legal and compliance","maintenance":"2y since push","risk":"Needs review"},"alternative_skills":[{"slug":"caddyserver-caddy","name":"Caddy","url":"https://www.openagentskill.com/skills/caddyserver-caddy","stars":73356,"install_command":"npx skills add caddyserver/caddy","trust_score":92,"audit_score":94},{"slug":"raphire-win11debloat","name":"Win11Debloat","url":"https://www.openagentskill.com/skills/raphire-win11debloat","stars":48230,"install_command":"npx skills add Raphire/Win11Debloat","trust_score":93,"audit_score":94},{"slug":"adguardteam-adguardhome","name":"AdGuardHome","url":"https://www.openagentskill.com/skills/adguardteam-adguardhome","stars":34876,"install_command":"npx skills add AdguardTeam/AdGuardHome","trust_score":92,"audit_score":94},{"slug":"lissy93-web-check","name":"Web Check","url":"https://www.openagentskill.com/skills/lissy93-web-check","stars":33714,"install_command":"npx skills add lissy93/web-check","trust_score":93,"audit_score":95}],"do_not_use_when":["teams that require actively maintained dependencies","production agents without a repository review","Repository looks stale","No OpenAgentSkill engagement data yet","Repository appears stale","Quality score needs review","Recent maintenance: 2y since push","Production credentials, payments, or irreversible account changes without explicit human review"],"agent_contract":{"task_input":"Evaluate Differential Privacy Based Federated Learning 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: 76/100 Strong shortlist","Audit: 68/100 Needs review","Safety: 52/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"wenzhu23333-differential-privacy-based-federated-learning (Differential Privacy Based Federated Learning)","install_command":"npx skills add wenzhu23333/Differential-Privacy-Based-Federated-Learning","risk_summary":"Needs review; 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Agents should read this before installing a reusable skill.","generated_at":"2026-06-22T21:19:38.034Z"}}