{"slug":"gmberton-deep-visual-geo-localization-benchmark","name":"Deep Visual Geo Localization Benchmark","description":"Official code for CVPR 2022 (Oral) paper \"Deep Visual Geo-localization Benchmark\"","tagline":"Official code for CVPR 2022 (Oral) paper \"Deep Visual Geo-localization Benchmark\"","category":"robotics-iot","tags":["computer-vision","automation","robotics-iot","benchmark","datasets","deep-learning","descriptors","geolocalization","image-retrieval","localization"],"author":{"name":"gmberton","verified":false,"url":"https://github.com/gmberton"},"attribution":{"status":"community_indexed","statusLabel":"Community indexed","shortLabel":"COMMUNITY INDEXED","sourceLabel":"GitHub star discovery","sourceDetail":"gmberton/deep-visual-geo-localization-benchmark","creatorName":"gmberton","creatorUrl":"https://github.com/gmberton","sourceUrl":"https://github.com/gmberton/deep-visual-geo-localization-benchmark","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/gmberton-deep-visual-geo-localization-benchmark#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals."},"stats":{"stars":256,"forks":32,"downloads":0,"rating":0,"review_count":0,"quality_score":43.57},"quality":{"score":71,"tier":"strong","label":"Strong","summary":"Solid option that is likely worth shortlisting for production workflows.","signals":[{"label":"GitHub stars","value":"256","tone":"neutral"},{"label":"Freshness","value":"4mo ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v4","score":79,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout.","recommendedAction":"Test in a sandbox workflow and compare its install path with close alternatives.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":62,"weight":0.13,"status":"info","detail":"256 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":57,"weight":0.08,"status":"warn","detail":"256 stars, 32 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":76,"weight":0.14,"status":"info","detail":"4mo since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":90,"weight":0.14,"status":"pass","detail":"Metadata includes enough usage and workflow context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":90,"weight":0.12,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add gmberton/deep-visual-geo-localization-benchmark"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":86,"weight":0.07,"status":"pass","detail":"filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/gmberton/deep-visual-geo-localization-benchmark"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"info","label":"GitHub adoption","detail":"256 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"256 stars, 32 forks; issue activity unavailable in current metadata"},{"status":"info","label":"Recent maintenance","detail":"4mo since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"pass","label":"Dependency/runtime risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add gmberton/deep-visual-geo-localization-benchmark"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"pass","label":"Permission surface","detail":"filesystem or document access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/gmberton/deep-visual-geo-localization-benchmark"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Install command has no obvious high-risk pattern"],"warnings":["Quality score needs review","Stars/forks activity: 256 stars, 32 forks; issue activity unavailable in current metadata"],"evidence":{"stars":"256 GitHub stars","repoActivity":"256 stars, 32 forks","lastPushed":"4mo since push","license":"MIT","repository":"https://github.com/gmberton/deep-visual-geo-localization-benchmark","install":"npx skills add gmberton/deep-visual-geo-localization-benchmark","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add gmberton/deep-visual-geo-localization-benchmark","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","4mo since push"]},"agentCompatibility":["Python","Computer Vision","Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["Quality score needs review","Stars/forks activity: 256 stars, 32 forks; issue activity unavailable in current metadata"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["robotics-iot","computer-vision","automation","benchmark","datasets","deep-learning"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"knownRisks":["Quality score needs review","Stars/forks activity: 256 stars, 32 forks; issue activity unavailable in current metadata"]},"safety":{"score":63,"level":"review_before_install","label":"Review before install","safety_tier":{"tier":"reviewed","label":"Reviewed with permission notes","badge":"REVIEWED","summary":"Usable candidate, but the agent should surface permission and audit notes before installation.","recommended_action":"Require human approval before installing into a real workspace.","auto_install_policy":"review","reasons":["Quality score needs review","63/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"needs_review","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":["Quality score needs review"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","badge":"REVIEWED","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.","reasons":["Quality score needs review","63/100 agent safety score"]},"supply_profile":{"track":{"slug":"coding","label":"Coding and developer agents","shortLabel":"Coding","description":"Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills."},"scenario":{"label":"Coding agents","description":"I need a coding agent that can understand a repository, edit code, and review pull requests.","useCases":[{"slug":"coding-agents","title":"Coding agents"},{"slug":"rag-knowledge","title":"RAG and knowledge"},{"slug":"github-automation","title":"GitHub automation"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor","Python"],"install":{"ready":true,"command":"npx skills add gmberton/deep-visual-geo-localization-benchmark","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":256,"starsLabel":"256","forks":32,"license":"MIT","qualityScore":71,"trustScore":79,"auditScore":79},"maintenance":{"status":"active","label":"4mo since push","daysSincePush":110,"lastPushedAt":"2026-03-15T09:50:51+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["Quality score needs review","Stars/forks activity: 256 stars, 32 forks; issue activity unavailable in current metadata","Needs review"]},"coverageTags":["Coding","Coding agents","robotics-iot","computer-vision","automation","benchmark","datasets","deep-learning"]},"audit":{"audit_score":79,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Quality score needs review","Stars/forks activity: 256 stars, 32 forks; issue activity unavailable in current metadata"]},"decision":{"readiness_score":70,"readiness_label":"Prototype first","headline":"Fallback candidate for Coding agents","role":"Fallback candidate","primary_fit":"Coding agents","best_for":["Coding agents workflows","Claude Code teams","builders willing to evaluate younger projects"],"risks":["No OpenAgentSkill engagement data yet"],"next_steps":["Install it in a sandbox agent and run one Coding agents task end to end.","Compare output quality, latency, and failure behavior against at least one alternative.","Promote it into production only after reviewing repository permissions, license, and maintenance signals."]},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"gmberton-deep-visual-geo-localization-benchmark","name":"Deep Visual Geo Localization Benchmark","description":"Official code for CVPR 2022 (Oral) paper \"Deep Visual Geo-localization Benchmark\"","category":"robotics-iot","url":"https://www.openagentskill.com/skills/gmberton-deep-visual-geo-localization-benchmark","repository":"https://github.com/gmberton/deep-visual-geo-localization-benchmark","github_repo":"gmberton/deep-visual-geo-localization-benchmark"},"suited_tasks":["Coding agents workflows","Claude Code teams","builders willing to evaluate younger projects","Inspect source files","Explain architecture","Patch bugs and verify changes","Chunk documents","Create embeddings"],"suited_agents":["Python","Computer Vision","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add gmberton/deep-visual-geo-localization-benchmark","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add gmberton/deep-visual-geo-localization-benchmark"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Deep Visual Geo Localization Benchmark\" agent skill from https://github.com/gmberton/deep-visual-geo-localization-benchmark. 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: Official code for CVPR 2022 (Oral) paper \"Deep Visual Geo-localization Benchmark\""},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Deep Visual Geo Localization Benchmark\" as a Claude Code skill from https://github.com/gmberton/deep-visual-geo-localization-benchmark. 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: Official code for CVPR 2022 (Oral) paper \"Deep Visual Geo-localization Benchmark\""},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Deep Visual Geo Localization Benchmark\" from https://github.com/gmberton/deep-visual-geo-localization-benchmark 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: Official code for CVPR 2022 (Oral) paper \"Deep Visual Geo-localization Benchmark\""}],"handoff_url":"https://www.openagentskill.com/api/skills/gmberton-deep-visual-geo-localization-benchmark/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/gmberton-deep-visual-geo-localization-benchmark"},"trust":{"score":79,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"256 GitHub stars","repoActivity":"256 stars, 32 forks","lastPushed":"4mo since push","license":"MIT","repository":"https://github.com/gmberton/deep-visual-geo-localization-benchmark","install":"npx skills add gmberton/deep-visual-geo-localization-benchmark","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":["robotics-iot","computer-vision","automation","benchmark","datasets","deep-learning"],"known_risks":["Quality score needs review","Stars/forks activity: 256 stars, 32 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":79,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Quality score needs review","Stars/forks activity: 256 stars, 32 forks; issue activity unavailable in current metadata"]},"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":71,"label":"Strong"},"supply":{"track":"Coding and developer agents","scenario":"Coding agents","maintenance":"4mo since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","Quality score needs review","Stars/forks activity: 256 stars, 32 forks; issue activity unavailable in current metadata","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"agent_contract":{"task_input":"Use Deep Visual Geo Localization Benchmark in an agent workflow","recommended_action":"Require human approval before installing into a real workspace.","install_policy":"review","minimum_review_before_use":["Trust: 79/100 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":"gmberton-deep-visual-geo-localization-benchmark (Deep Visual Geo Localization Benchmark)","install_command":"npx skills add gmberton/deep-visual-geo-localization-benchmark","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":"gmberton-deep-visual-geo-localization-benchmark","task":"Use Deep Visual Geo Localization Benchmark in an 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/gmberton-deep-visual-geo-localization-benchmark","api":"https://www.openagentskill.com/api/agent/skills/gmberton-deep-visual-geo-localization-benchmark","audit":"https://www.openagentskill.com/skills/gmberton-deep-visual-geo-localization-benchmark/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=gmberton-deep-visual-geo-localization-benchmark&task=Use%20Deep%20Visual%20Geo%20Localization%20Benchmark%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20Deep%20Visual%20Geo%20Localization%20Benchmark%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20Deep%20Visual%20Geo%20Localization%20Benchmark%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/gmberton-deep-visual-geo-localization-benchmark/install","manifest":"https://www.openagentskill.com/api/registry/manifest/gmberton-deep-visual-geo-localization-benchmark"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"gmberton-deep-visual-geo-localization-benchmark","name":"Deep Visual Geo Localization Benchmark","description":"Official code for CVPR 2022 (Oral) paper \"Deep Visual Geo-localization Benchmark\"","category":"robotics-iot","url":"https://www.openagentskill.com/skills/gmberton-deep-visual-geo-localization-benchmark","repository":"https://github.com/gmberton/deep-visual-geo-localization-benchmark","github_repo":"gmberton/deep-visual-geo-localization-benchmark"},"suited_tasks":["Coding agents workflows","Claude Code teams","builders willing to evaluate younger projects","Inspect source files","Explain architecture","Patch bugs and verify changes","Chunk documents","Create embeddings"],"suited_agents":["Python","Computer Vision","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add gmberton/deep-visual-geo-localization-benchmark","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add gmberton/deep-visual-geo-localization-benchmark"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Deep Visual Geo Localization Benchmark\" agent skill from https://github.com/gmberton/deep-visual-geo-localization-benchmark. 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: Official code for CVPR 2022 (Oral) paper \"Deep Visual Geo-localization Benchmark\""},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Deep Visual Geo Localization Benchmark\" as a Claude Code skill from https://github.com/gmberton/deep-visual-geo-localization-benchmark. 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: Official code for CVPR 2022 (Oral) paper \"Deep Visual Geo-localization Benchmark\""},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Deep Visual Geo Localization Benchmark\" from https://github.com/gmberton/deep-visual-geo-localization-benchmark 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: Official code for CVPR 2022 (Oral) paper \"Deep Visual Geo-localization Benchmark\""}],"handoff_url":"https://www.openagentskill.com/api/skills/gmberton-deep-visual-geo-localization-benchmark/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/gmberton-deep-visual-geo-localization-benchmark"},"trust":{"score":79,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"256 GitHub stars","repoActivity":"256 stars, 32 forks","lastPushed":"4mo since push","license":"MIT","repository":"https://github.com/gmberton/deep-visual-geo-localization-benchmark","install":"npx skills add gmberton/deep-visual-geo-localization-benchmark","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":["robotics-iot","computer-vision","automation","benchmark","datasets","deep-learning"],"known_risks":["Quality score needs review","Stars/forks activity: 256 stars, 32 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":79,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Quality score needs review","Stars/forks activity: 256 stars, 32 forks; issue activity unavailable in current metadata"]},"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":71,"label":"Strong"},"supply":{"track":"Coding and developer agents","scenario":"Coding agents","maintenance":"4mo since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","Quality score needs review","Stars/forks activity: 256 stars, 32 forks; issue activity unavailable in current metadata","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"agent_contract":{"task_input":"Use Deep Visual Geo Localization Benchmark in an agent workflow","recommended_action":"Require human approval before installing into a real workspace.","install_policy":"review","minimum_review_before_use":["Trust: 79/100 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":"gmberton-deep-visual-geo-localization-benchmark (Deep Visual Geo Localization Benchmark)","install_command":"npx skills add gmberton/deep-visual-geo-localization-benchmark","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":"gmberton-deep-visual-geo-localization-benchmark","task":"Use Deep Visual Geo Localization Benchmark in an 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/gmberton-deep-visual-geo-localization-benchmark","api":"https://www.openagentskill.com/api/agent/skills/gmberton-deep-visual-geo-localization-benchmark","audit":"https://www.openagentskill.com/skills/gmberton-deep-visual-geo-localization-benchmark/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=gmberton-deep-visual-geo-localization-benchmark&task=Use%20Deep%20Visual%20Geo%20Localization%20Benchmark%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20Deep%20Visual%20Geo%20Localization%20Benchmark%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20Deep%20Visual%20Geo%20Localization%20Benchmark%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/gmberton-deep-visual-geo-localization-benchmark/install","manifest":"https://www.openagentskill.com/api/registry/manifest/gmberton-deep-visual-geo-localization-benchmark"}},"platforms":["Python","Computer Vision","Claude Code"],"use_cases":[{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"},{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"},{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"},{"slug":"workflow-automation","title":"Workflow automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"}],"install":"npx skills add gmberton/deep-visual-geo-localization-benchmark","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add gmberton/deep-visual-geo-localization-benchmark","description":"Use the registry command when your workflow supports the OpenAgentSkill installer.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Deep Visual Geo Localization Benchmark\" agent skill from https://github.com/gmberton/deep-visual-geo-localization-benchmark. 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: Official code for CVPR 2022 (Oral) paper \"Deep Visual Geo-localization Benchmark\"","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 \"Deep Visual Geo Localization Benchmark\" as a Claude Code skill from https://github.com/gmberton/deep-visual-geo-localization-benchmark. 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: Official code for CVPR 2022 (Oral) paper \"Deep Visual Geo-localization Benchmark\"","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"Deep Visual Geo Localization Benchmark\" from https://github.com/gmberton/deep-visual-geo-localization-benchmark 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: Official code for CVPR 2022 (Oral) paper \"Deep Visual Geo-localization Benchmark\"","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/gmberton/deep-visual-geo-localization-benchmark","github_repo":"gmberton/deep-visual-geo-localization-benchmark","version":"1.0.0","license":"MIT","updated_at":"2026-06-21T01:57:11.053198+00:00","canonical_key":"gmberton/deep-visual-geo-localization-benchmark","recommendation_reasons":["Install handoff is available","Repository freshness signal is available"],"urls":{"web":"https://www.openagentskill.com/skills/gmberton-deep-visual-geo-localization-benchmark","api":"https://www.openagentskill.com/api/agent/skills/gmberton-deep-visual-geo-localization-benchmark","install_api":"https://www.openagentskill.com/api/skills/gmberton-deep-visual-geo-localization-benchmark/install","audit":"https://www.openagentskill.com/skills/gmberton-deep-visual-geo-localization-benchmark/audit","repository":"https://github.com/gmberton/deep-visual-geo-localization-benchmark"},"meta":{"endpoint":"/api/registry/manifest/{slug}","canonical_agent_endpoint":"/api/agent/skills/gmberton-deep-visual-geo-localization-benchmark","agent_friendly":true,"api_version":"1.0","generated_at":"2026-07-03T23:52:42.545Z"}}