{"task":"Use ICCV2025 Papers With Code in an agent workflow","recommendations":[{"rank":1,"skill":"ICCV2025 Papers With Code","slug":"amusi-iccv2025-papers-with-code","description":"ICCV 2025 论文和开源项目合集","confidence":"1.00","match_label":"Strong task match","safety_adjusted_score":291.3141730331216,"install":"npx skills add amusi/ICCV2025-Papers-with-Code","repository":"https://github.com/amusi/ICCV2025-Papers-with-Code","stats":{"stars":2881,"downloads":0,"rating":0,"quality_score":54.92},"quality":{"score":83,"tier":"strong","label":"Strong","summary":"Solid option that is likely worth shortlisting for production workflows.","signals":[{"label":"GitHub stars","value":"2.9K","tone":"positive"},{"label":"Freshness","value":"12mo ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Unknown","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v3","score":84,"tier":"strong","label":"Strong shortlist","summary":"Good 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ICCV 2025 论文和开源项目合集"},{"rank":2,"skill":"Claude Workflow V2","slug":"cloudai-x-claude-workflow-v2","description":"Universal Claude Code workflow plugin with agents, skills, hooks, and commands","confidence":"1.00","match_label":"Strong task match","safety_adjusted_score":262.6393443895364,"install":"npx skills add CloudAI-X/claude-workflow-v2","repository":"https://github.com/CloudAI-X/claude-workflow-v2","stats":{"stars":1368,"downloads":0,"rating":0,"quality_score":63.65},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"1.4K","tone":"positive"},{"label":"Freshness","value":"7d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v3","score":92,"tier":"production","label":"Production candidate","summary":"Strong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency/runtime risk, install safety, permission surface, and install availability.","recommendedAction":"Shortlist for production use, then run a normal repository and dependency review.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":86,"weight":0.13,"status":"pass","detail":"1.4K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":77,"weight":0.08,"status":"info","detail":"1.4K stars, 191 forks; 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Evidence: verified author, 64 quality score. Universal Claude Code workflow plugin with agents, skills, hooks, and commands"},{"rank":3,"skill":"Ralph Claude Code","slug":"frankbria-ralph-claude-code","description":"Autonomous AI development loop for Claude Code with intelligent exit detection","confidence":"1.00","match_label":"Strong task match","safety_adjusted_score":257.72820150160874,"install":"npx skills add frankbria/ralph-claude-code","repository":"https://github.com/frankbria/ralph-claude-code","stats":{"stars":9339,"downloads":0,"rating":0,"quality_score":69.49},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"9.3K","tone":"positive"},{"label":"Freshness","value":"1d ago","tone":"positive"},{"label":"Install 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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: Autonomous AI development loop for Claude Code with intelligent exit detection","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"Ralph Claude Code\" as a Claude Code skill from https://github.com/frankbria/ralph-claude-code. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. 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Evidence: verified author, 69 quality score. Autonomous AI development loop for Claude Code with intelligent exit detection"}],"blocked_candidates":[{"slug":"jkrusina-soccerpredictor","name":"SoccerPredictor","match_score":75.09329191514664,"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","badge":"BLOCKED","summary":"This skill should not be selected by an agent without explicit human security review.","recommended_action":"Do not auto-install. 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Inspect the source, dependencies, and permission surface first.","auto_install_policy":"block","reasons":["Audit risk exceeds the requested agent policy","Audit classified this skill as risky","Audit risk risky exceeds max_risk=medium"]},"url":"https://www.openagentskill.com/skills/alexanderwillner-things-sh/audit"},{"slug":"jxnblk-ok-mdx","name":"Ok Mdx","match_score":70.21144488012605,"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","badge":"BLOCKED","summary":"This skill should not be selected by an agent without explicit human security review.","recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","auto_install_policy":"block","reasons":["Audit risk exceeds the requested agent policy","Audit classified this skill as risky","Audit risk risky exceeds max_risk=medium"]},"url":"https://www.openagentskill.com/skills/jxnblk-ok-mdx/audit"},{"slug":"b3nnyl-figgo","name":"Figgo","match_score":67.77588570592631,"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","badge":"BLOCKED","summary":"This skill should not be selected by an agent without explicit human security review.","recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","auto_install_policy":"block","reasons":["Metadata combines secrets access with shell or command execution","High-risk permission hints: Shell or command execution, Secrets or environment access"]},"url":"https://www.openagentskill.com/skills/b3nnyl-figgo/audit"},{"slug":"regel-loudml","name":"Loudml","match_score":67.76719935738714,"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","badge":"BLOCKED","summary":"This skill should not be selected by an agent without explicit human security review.","recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","auto_install_policy":"block","reasons":["Audit risk exceeds the requested agent policy","Audit classified this skill as risky","Audit risk risky exceeds max_risk=medium"]},"url":"https://www.openagentskill.com/skills/regel-loudml/audit"}],"suggested_composition":{"name":"amusi-iccv2025-papers-with-code-agent-stack","description":"Start with ICCV2025 Papers With Code, then add Claude Workflow V2 + Ralph Claude Code only if the workflow needs extra coverage.","skills":["amusi-iccv2025-papers-with-code","cloudai-x-claude-workflow-v2","frankbria-ralph-claude-code"],"steps":["Prototype the task with ICCV2025 Papers With Code as the primary skill.","Add the second skill only if the first one leaves a capability gap.","Keep the third skill as a fallback during evaluation instead of installing everything at once."]},"suggested_stacks":[{"slug":"coding-review-agent","name":"Coding review agent stack","url":"https://www.openagentskill.com/collections/coding-review-agent","use_case":"coding-agents"},{"slug":"browser-qa-agent","name":"Browser QA agent stack","url":"https://www.openagentskill.com/collections/browser-qa-agent","use_case":"browser-automation"}],"meta":{"timestamp":"2026-06-17T12:03:33.897Z","api_version":"1.0","total_skills_searched":10180,"blocked_candidates":5,"safety_policy":"Blocked candidates are excluded from recommendations. Verified and reviewed candidates receive ranking priority.","public_search_endpoint":"https://www.openagentskill.com/api/skills/search","agent_friendly":true}}