{"slug":"mapbox-mapbox-geospatial-operations","name":"mapbox-geospatial-operations","description":"Expert guidance on choosing the right geospatial tool based on problem type, accuracy requirements, and performance needs","tagline":"Expert guidance on choosing the right geospatial tool based on problem type, accuracy requirements, and performance needs","category":"research","tags":["agent-skill"],"author":{"name":"mapbox","verified":false,"url":"https://github.com/mapbox"},"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"github candidate review","sourceDetail":"mapbox/mapbox-agent-skills","creatorName":"mapbox","creatorUrl":"https://github.com/mapbox","sourceUrl":"https://github.com/mapbox/mapbox-agent-skills/tree/main/skills/mapbox-geospatial-operations","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/mapbox-mapbox-geospatial-operations#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":75,"forks":15,"verified_installs":0,"install_attempts":0,"successful_runs":0,"total_outcomes":0,"downloads":0,"rating":0,"review_count":0,"quality_score":36.27},"quality":{"score":65,"tier":"promising","label":"Promising","summary":"Useful candidate, but compare it with alternatives before adopting.","signals":[{"label":"GitHub stars","value":"75","tone":"neutral"},{"label":"Freshness","value":"13d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":["The provided SKILL.md excerpt is incomplete; the Routing & Navigation section is cut off, making the full workflow harder to evaluate."]},"trust":{"version":"trust-score-v4","score":69,"tier":"review","label":"Manual review","summary":"Potentially useful, but at least one trust signal needs human inspection.","recommendedAction":"Inspect the repository, license, and recent activity before connecting it to agent workflows.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":48,"weight":0.13,"status":"warn","detail":"75 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":48,"weight":0.08,"status":"warn","detail":"75 stars, 15 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"13d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":86,"weight":0.14,"status":"pass","detail":"Metadata includes enough usage and workflow context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":82,"weight":0.12,"status":"pass","detail":"network or browser surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add mapbox/mapbox-agent-skills --skill mapbox-geospatial-operations"},{"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":"network or browser access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/mapbox/mapbox-agent-skills/tree/main/skills/mapbox-geospatial-operations"},{"id":"review_status","label":"Review status","score":66,"weight":0.05,"status":"info","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":"warn","label":"GitHub adoption","detail":"75 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"75 stars, 15 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"13d 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":"network or browser surface"},{"status":"pass","label":"Install availability","detail":"npx skills add mapbox/mapbox-agent-skills --skill mapbox-geospatial-operations"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"pass","label":"Permission surface","detail":"network or browser access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/mapbox/mapbox-agent-skills/tree/main/skills/mapbox-geospatial-operations"},{"status":"info","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","Recently maintained repository","Install command has no obvious high-risk pattern"],"warnings":["The provided SKILL.md excerpt is incomplete; the Routing & Navigation section is cut off, making the full workflow harder to evaluate.","Quality score needs review","GitHub adoption: 75 GitHub stars","Stars/forks activity: 75 stars, 15 forks; issue activity unavailable in current metadata"],"evidence":{"stars":"75 GitHub stars","repoActivity":"75 stars, 15 forks","lastPushed":"13d since push","license":"MIT","repository":"https://github.com/mapbox/mapbox-agent-skills/tree/main/skills/mapbox-geospatial-operations","install":"npx skills add mapbox/mapbox-agent-skills --skill mapbox-geospatial-operations","installSafety":"standard package or runtime install path","permissionSurface":"network or browser access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add mapbox/mapbox-agent-skills --skill mapbox-geospatial-operations","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","13d since push"]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["The provided SKILL.md excerpt is incomplete; the Routing & Navigation section is cut off, making the full workflow harder to evaluate.","Quality score needs review","GitHub adoption: 75 GitHub stars","Stars/forks activity: 75 stars, 15 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":["research","agent-skill"],"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":["The provided SKILL.md excerpt is incomplete; the Routing & Navigation section is cut off, making the full workflow harder to evaluate.","Quality score needs review","GitHub adoption: 75 GitHub stars","Stars/forks activity: 75 stars, 15 forks; issue activity unavailable in current metadata"]},"safety":{"score":61,"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":["The provided SKILL.md excerpt is incomplete; the Routing & Navigation section is cut off, making the full workflow harder to evaluate.","61/100 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":"database","label":"Database access","reason":"Skill may inspect schemas, query databases, or work with persistent stores.","severity":"medium"}],"policy_warnings":["The provided SKILL.md excerpt is incomplete; the Routing & Navigation section is cut off, making the full workflow harder to evaluate."],"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":["The provided SKILL.md excerpt is incomplete; the Routing & Navigation section is cut off, making the full workflow harder to evaluate.","61/100 agent safety score"]},"supply_profile":{"track":{"slug":"research","label":"Research and knowledge work","shortLabel":"Research","description":"Deep research, source comparison, literature review, RAG, knowledge search, and reports."},"scenario":{"label":"Research agents","description":"I need my agent to research a topic, compare sources, and produce a concise report.","useCases":[{"slug":"browser-automation","title":"Browser automation"},{"slug":"research-agents","title":"Research agents"},{"slug":"local-desktop","title":"Local desktop"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add mapbox/mapbox-agent-skills --skill mapbox-geospatial-operations","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":75,"starsLabel":"75","forks":15,"license":"MIT","qualityScore":65,"trustScore":69,"auditScore":77},"maintenance":{"status":"fresh","label":"13d since push","daysSincePush":13,"lastPushedAt":"2026-08-25T17:50:04+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["The provided SKILL.md excerpt is incomplete; the Routing & Navigation section is cut off, making the full workflow harder to evaluate.","No explicit setup or prerequisites section is visible (e.g., needing Mapbox MCP Server, API keys, or environment configuration).","The skill does not include exact tool signatures or example tool call payloads, which would help agents apply the guidance reliably.","Quality score needs review","GitHub adoption: 75 GitHub stars"]},"coverageTags":["Research","Research agents","agent-skill"]},"audit":{"audit_score":77,"risk_level":"needs_review","risk_label":"Needs review","warnings":["The provided SKILL.md excerpt is incomplete; the Routing & Navigation section is cut off, making the full workflow harder to evaluate.","No explicit setup or prerequisites section is visible (e.g., needing Mapbox MCP Server, API keys, or environment configuration).","The skill does not include exact tool signatures or example tool call payloads, which would help agents apply the guidance reliably.","Quality score needs review","GitHub adoption: 75 GitHub stars"]},"decision":{"readiness_score":64,"readiness_label":"Prototype first","headline":"Fallback candidate for Browser automation","role":"Fallback candidate","primary_fit":"Browser automation","best_for":["Browser automation workflows","Claude Code teams","builders willing to evaluate younger projects"],"risks":["The provided SKILL.md excerpt is incomplete; the Routing & Navigation section is cut off, making the full workflow harder to evaluate.","No OpenAgentSkill engagement data yet"],"next_steps":["Install it in a sandbox agent and run one Browser automation 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":"mapbox-mapbox-geospatial-operations","name":"mapbox-geospatial-operations","description":"Expert guidance on choosing the right geospatial tool based on problem type, accuracy requirements, and performance needs","category":"research","url":"https://www.openagentskill.com/skills/mapbox-mapbox-geospatial-operations","repository":"https://github.com/mapbox/mapbox-agent-skills/tree/main/skills/mapbox-geospatial-operations","github_repo":"mapbox/mapbox-agent-skills"},"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","Search sources","Extract claims"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add mapbox/mapbox-agent-skills --skill mapbox-geospatial-operations","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add mapbox-mapbox-geospatial-operations"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"mapbox-geospatial-operations\" agent skill from https://github.com/mapbox/mapbox-agent-skills/tree/main/skills/mapbox-geospatial-operations. 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: Expert guidance on choosing the right geospatial tool based on problem type, accuracy requirements, and performance needs 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\":\"mapbox-mapbox-geospatial-operations\",\"task\":\"Install mapbox-geospatial-operations\",\"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 \"mapbox-geospatial-operations\" as a Claude Code skill from https://github.com/mapbox/mapbox-agent-skills/tree/main/skills/mapbox-geospatial-operations. 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: Expert guidance on choosing the right geospatial tool based on problem type, accuracy requirements, and performance needs 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\":\"mapbox-mapbox-geospatial-operations\",\"task\":\"Install mapbox-geospatial-operations\",\"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 \"mapbox-geospatial-operations\" from https://github.com/mapbox/mapbox-agent-skills/tree/main/skills/mapbox-geospatial-operations 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: Expert guidance on choosing the right geospatial tool based on problem type, accuracy requirements, and performance needs 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\":\"mapbox-mapbox-geospatial-operations\",\"task\":\"Install mapbox-geospatial-operations\",\"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/mapbox-mapbox-geospatial-operations/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/mapbox-mapbox-geospatial-operations"},"trust":{"score":69,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"75 GitHub stars","repoActivity":"75 stars, 15 forks","lastPushed":"13d since push","license":"MIT","repository":"https://github.com/mapbox/mapbox-agent-skills/tree/main/skills/mapbox-geospatial-operations","install":"npx skills add mapbox/mapbox-agent-skills --skill mapbox-geospatial-operations","installSafety":"standard package or runtime install path","permissionSurface":"network or browser 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":["research","agent-skill"],"known_risks":["The provided SKILL.md excerpt is incomplete; the Routing & Navigation section is cut off, making the full workflow harder to evaluate.","Quality score needs review","GitHub adoption: 75 GitHub stars","Stars/forks activity: 75 stars, 15 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":77,"risk_level":"needs_review","risk_label":"Needs review","warnings":["The provided SKILL.md excerpt is incomplete; the Routing & Navigation section is cut off, making the full workflow harder to evaluate.","No explicit setup or prerequisites section is visible (e.g., needing Mapbox MCP Server, API keys, or environment configuration).","The skill does not include exact tool signatures or example tool call payloads, which would help agents apply the guidance reliably.","Quality score needs review","GitHub adoption: 75 GitHub stars","Stars/forks activity: 75 stars, 15 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":65,"label":"Promising"},"supply":{"track":"Research and knowledge work","scenario":"Research agents","maintenance":"13d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","The provided SKILL.md excerpt is incomplete; the Routing & Navigation section is cut off, making the full workflow harder to evaluate.","No OpenAgentSkill engagement data yet","No explicit setup or prerequisites section is visible (e.g., needing Mapbox MCP Server, API keys, or environment configuration).","The skill does not include exact tool signatures or example tool call payloads, which would help agents apply the guidance reliably.","Quality score needs review","GitHub adoption: 75 GitHub stars"],"agent_contract":{"task_input":"Use mapbox-geospatial-operations in an agent workflow","recommended_action":"Require human approval before installing into a real workspace.","install_policy":"review","minimum_review_before_use":["Trust: 69/100 Manual review","Audit: 77/100 Needs review","Safety: 61/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"mapbox-mapbox-geospatial-operations (mapbox-geospatial-operations)","install_command":"npx skills add mapbox/mapbox-agent-skills --skill mapbox-geospatial-operations","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":"mapbox-mapbox-geospatial-operations","task":"Use mapbox-geospatial-operations 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/mapbox-mapbox-geospatial-operations","api":"https://www.openagentskill.com/api/agent/skills/mapbox-mapbox-geospatial-operations","audit":"https://www.openagentskill.com/skills/mapbox-mapbox-geospatial-operations/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=mapbox-mapbox-geospatial-operations&task=Use%20mapbox-geospatial-operations%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20mapbox-geospatial-operations%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20mapbox-geospatial-operations%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/mapbox-mapbox-geospatial-operations/install","manifest":"https://www.openagentskill.com/api/registry/manifest/mapbox-mapbox-geospatial-operations"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"mapbox-mapbox-geospatial-operations","name":"mapbox-geospatial-operations","description":"Expert guidance on choosing the right geospatial tool based on problem type, accuracy requirements, and performance needs","category":"research","url":"https://www.openagentskill.com/skills/mapbox-mapbox-geospatial-operations","repository":"https://github.com/mapbox/mapbox-agent-skills/tree/main/skills/mapbox-geospatial-operations","github_repo":"mapbox/mapbox-agent-skills"},"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","Search sources","Extract claims"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add mapbox/mapbox-agent-skills --skill mapbox-geospatial-operations","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add mapbox-mapbox-geospatial-operations"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"mapbox-geospatial-operations\" agent skill from https://github.com/mapbox/mapbox-agent-skills/tree/main/skills/mapbox-geospatial-operations. 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: Expert guidance on choosing the right geospatial tool based on problem type, accuracy requirements, and performance needs 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\":\"mapbox-mapbox-geospatial-operations\",\"task\":\"Install mapbox-geospatial-operations\",\"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 \"mapbox-geospatial-operations\" as a Claude Code skill from https://github.com/mapbox/mapbox-agent-skills/tree/main/skills/mapbox-geospatial-operations. 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: Expert guidance on choosing the right geospatial tool based on problem type, accuracy requirements, and performance needs 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\":\"mapbox-mapbox-geospatial-operations\",\"task\":\"Install mapbox-geospatial-operations\",\"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 \"mapbox-geospatial-operations\" from https://github.com/mapbox/mapbox-agent-skills/tree/main/skills/mapbox-geospatial-operations 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: Expert guidance on choosing the right geospatial tool based on problem type, accuracy requirements, and performance needs 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\":\"mapbox-mapbox-geospatial-operations\",\"task\":\"Install mapbox-geospatial-operations\",\"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/mapbox-mapbox-geospatial-operations/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/mapbox-mapbox-geospatial-operations"},"trust":{"score":69,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"75 GitHub stars","repoActivity":"75 stars, 15 forks","lastPushed":"13d since push","license":"MIT","repository":"https://github.com/mapbox/mapbox-agent-skills/tree/main/skills/mapbox-geospatial-operations","install":"npx skills add mapbox/mapbox-agent-skills --skill mapbox-geospatial-operations","installSafety":"standard package or runtime install path","permissionSurface":"network or browser 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":["research","agent-skill"],"known_risks":["The provided SKILL.md excerpt is incomplete; the Routing & Navigation section is cut off, making the full workflow harder to evaluate.","Quality score needs review","GitHub adoption: 75 GitHub stars","Stars/forks activity: 75 stars, 15 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":77,"risk_level":"needs_review","risk_label":"Needs review","warnings":["The provided SKILL.md excerpt is incomplete; the Routing & Navigation section is cut off, making the full workflow harder to evaluate.","No explicit setup or prerequisites section is visible (e.g., needing Mapbox MCP Server, API keys, or environment configuration).","The skill does not include exact tool signatures or example tool call payloads, which would help agents apply the guidance reliably.","Quality score needs review","GitHub adoption: 75 GitHub stars","Stars/forks activity: 75 stars, 15 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":65,"label":"Promising"},"supply":{"track":"Research and knowledge work","scenario":"Research agents","maintenance":"13d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","The provided SKILL.md excerpt is incomplete; the Routing & Navigation section is cut off, making the full workflow harder to evaluate.","No OpenAgentSkill engagement data yet","No explicit setup or prerequisites section is visible (e.g., needing Mapbox MCP Server, API keys, or environment configuration).","The skill does not include exact tool signatures or example tool call payloads, which would help agents apply the guidance reliably.","Quality score needs review","GitHub adoption: 75 GitHub stars"],"agent_contract":{"task_input":"Use mapbox-geospatial-operations in an agent workflow","recommended_action":"Require human approval before installing into a real workspace.","install_policy":"review","minimum_review_before_use":["Trust: 69/100 Manual review","Audit: 77/100 Needs review","Safety: 61/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"mapbox-mapbox-geospatial-operations (mapbox-geospatial-operations)","install_command":"npx skills add mapbox/mapbox-agent-skills --skill mapbox-geospatial-operations","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":"mapbox-mapbox-geospatial-operations","task":"Use mapbox-geospatial-operations 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/mapbox-mapbox-geospatial-operations","api":"https://www.openagentskill.com/api/agent/skills/mapbox-mapbox-geospatial-operations","audit":"https://www.openagentskill.com/skills/mapbox-mapbox-geospatial-operations/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=mapbox-mapbox-geospatial-operations&task=Use%20mapbox-geospatial-operations%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20mapbox-geospatial-operations%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20mapbox-geospatial-operations%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/mapbox-mapbox-geospatial-operations/install","manifest":"https://www.openagentskill.com/api/registry/manifest/mapbox-mapbox-geospatial-operations"}},"platforms":["Claude Code"],"use_cases":[{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"},{"slug":"research-agents","title":"Research agents","url":"https://www.openagentskill.com/use-cases/research-agents"},{"slug":"local-desktop","title":"Local desktop","url":"https://www.openagentskill.com/use-cases/local-desktop"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"}],"install":"npx skills add mapbox/mapbox-agent-skills --skill mapbox-geospatial-operations","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add mapbox-mapbox-geospatial-operations","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"mapbox-geospatial-operations\" agent skill from https://github.com/mapbox/mapbox-agent-skills/tree/main/skills/mapbox-geospatial-operations. 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: Expert guidance on choosing the right geospatial tool based on problem type, accuracy requirements, and performance needs 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\":\"mapbox-mapbox-geospatial-operations\",\"task\":\"Install mapbox-geospatial-operations\",\"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.","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 \"mapbox-geospatial-operations\" as a Claude Code skill from https://github.com/mapbox/mapbox-agent-skills/tree/main/skills/mapbox-geospatial-operations. 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: Expert guidance on choosing the right geospatial tool based on problem type, accuracy requirements, and performance needs 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\":\"mapbox-mapbox-geospatial-operations\",\"task\":\"Install mapbox-geospatial-operations\",\"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.","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 \"mapbox-geospatial-operations\" from https://github.com/mapbox/mapbox-agent-skills/tree/main/skills/mapbox-geospatial-operations 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: Expert guidance on choosing the right geospatial tool based on problem type, accuracy requirements, and performance needs 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\":\"mapbox-mapbox-geospatial-operations\",\"task\":\"Install mapbox-geospatial-operations\",\"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.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/mapbox/mapbox-agent-skills/tree/main/skills/mapbox-geospatial-operations","github_repo":"mapbox/mapbox-agent-skills","version":"1.0.0","license":"MIT","updated_at":"2026-09-07T22:03:30.883686+00:00","canonical_key":"mapbox/mapbox-agent-skills#skills/mapbox-geospatial-operations","recommendation_reasons":["Install handoff is available","Repository freshness signal is available"],"urls":{"web":"https://www.openagentskill.com/skills/mapbox-mapbox-geospatial-operations","api":"https://www.openagentskill.com/api/agent/skills/mapbox-mapbox-geospatial-operations","install_api":"https://www.openagentskill.com/api/skills/mapbox-mapbox-geospatial-operations/install","audit":"https://www.openagentskill.com/skills/mapbox-mapbox-geospatial-operations/audit","repository":"https://github.com/mapbox/mapbox-agent-skills/tree/main/skills/mapbox-geospatial-operations"},"meta":{"endpoint":"/api/registry/manifest/{slug}","canonical_agent_endpoint":"/api/agent/skills/mapbox-mapbox-geospatial-operations","agent_friendly":true,"api_version":"1.0","generated_at":"2026-09-08T07:00:33.254Z"}}