{"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","long_description":"---\nname: mapbox-geospatial-operations\ndescription: Expert guidance on choosing the right geospatial tool based on problem type, accuracy requirements, and performance needs\n---\n\n# Mapbox Geospatial Operations Skill\n\nExpert guidance for AI assistants on choosing the right geospatial tools from the Mapbox MCP Server. Focuses on selecting tools based on **what the problem requires** - geometric calculations vs routing, straight-line vs road network, and accuracy needs.\n\n## Core Principle: Problem Type Determines Tool Choice\n\nThe Mapbox MCP Server provides two categories of geospatial tools:\n\n1. **Offline Geometric Tools** - Use Turf.js for pure geometric/spatial calculations\n2. **Routing & Navigation APIs** - Use Mapbox APIs when you need real-world routing, traffic, or travel times\n\n**The key question: What does the problem actually require?**\n\n### Decision Framework\n\n| Problem Characteristic                                 | Tool Category     | Why                                      |\n| ------------------------------------------------------ | ----------------- | ---------------------------------------- |\n| **Straight-line distance** (as the crow flies)         | Offline geometric | Accurate for geometric distance          |\n| **Road/path distance** (as the crow drives)            | Routing API       | Only routing APIs know road networks     |\n| **Travel time**                                        | Routing API       | Requires routing with speed/traffic data |\n| **Point containment** (is X inside Y?)                 | Offline geometric | Pure geometric operation                 |\n| **Geographic shapes** (buffers, centroids, areas)      | Offline geometric | Mathematical/geometric operations        |\n| **Traffic-aware routing**                              | Routing API       | Requires real-time traffic data          |\n| **Route optimization** (best order to visit)           | Routing API       | Complex routing algorithm                |\n| **High-frequency checks** (e.g., real-time geofencing) | Offline geometric | Instant response, no latency             |\n\n## Decision Matrices by Use Case\n\n### Distance Calculations\n\n**User asks: \"How far is X from Y?\"**\n\n| What They Actually Mean                            | Tool Choice                         | Why                                      |\n| -------------------------------------------------- | ----------------------------------- | ---------------------------------------- |\n| Straight-line distance (as the crow flies)         | `distance_tool`                     | Accurate for geometric distance, instant |\n| Driving distance (as the crow drives)              | `directions_tool`                   | Only routing knows actual road distance  |\n| Walking/cycling distance (as the crow walks/bikes) | `directions_tool`                   | Need specific path network               |\n| Travel time                                        | `directions_tool` or `matrix_tool`  | Requires routing with speed data         |\n| Distance with current traffic                      | `directions_tool` (driving-traffic) | Need real-time traffic consideration     |\n\n**Example: \"What's the distance between these 5 warehouses?\"**\n\n- As the crow flies → `distance_tool` (10 calculations, instant)\n- As the crow drives → `matrix_tool` (5×5 matrix, one API call, returns actual route distances)\n\n**Key insight:** Use the tool that matches what \"distance\" means in context. Always clarify: crow flies or crow drives?\n\n### Proximity and Containment\n\n**User asks: \"Which points are near/inside this area?\"**\n\n| Query Type                   | Tool Choice                                           | Why                                                           |\n| ---------------------------- | ----------------------------------------------------- | ------------------------------------------------------------- |\n| \"Within X meters radius\"     | `distance_tool` + filter                              | Simple geometric radius                                       |\n| \"Within X minutes drive\"     | `isochrone_tool` → `point_in_polygon_tool`            | Need routing for travel-time zone, then geometric containment |\n| \"Inside this polygon\"        | `point_in_polygon_tool`                               | Pure geometric containment test                               |\n| \"Reachable by car in 30 min\" | `isochrone_tool`                                      | Requires routing + traffic                                    |\n| \"Nearest to this point\"      | `distance_tool` (geometric) or `matrix_tool` (routed) | Depends on definition of \"nearest\"                            |\n\n**Example: \"Are these 200 addresses in our 30-minute delivery zone?\"**\n\n1. Create zone → `isochrone_tool` (routing API - need travel time)\n2. Check addresses → `point_in_polygon_tool` (geometric - 200 instant checks)\n\n**Key insight:** Routing for creating travel-time zones, geometric for containment checks\n\n### Routing and Navigation\n\n**User asks: \"What's the best route?\"**\n\n| Scenario                            | Tool Choice                         | Why                               |\n| ----------------------------------- | ----------------------------------- | --------------------------------- |\n| A to B directions                   | `directions_tool`                   | Turn-by-turn routing              |\n| Optimal order for multiple stops    | `optimization_tool`                 | Solves traveling salesman problem |\n| Clean GPS trace                     | `map_matching_tool`                 | Snaps to road network             |\n| Just need bearing/compass direction | `bearing_tool`                      | Simple geometric calculation      |\n| Route with traffic                  | `directions_tool` (driving-traffic) | Real-time traffic awareness       |\n| Fixed-order waypoints               | `directions_tool` with waypoints    | Routing through specific points   |\n\n**Example: \"Navigate from hotel to airport\"**\n\n- Need turn-by-turn → `directions_tool`\n- Just need to know \"it's northeast\" → `bearing_tool`\n\n**Key insight:** Routing tools for actual navigation, geometric tools for directional info\n\n### Area and Shape Operations\n\n**User asks: \"Create a zone around this location\"**\n\n| Requirement               | Tool Choice      | Why                      |\n| ------------------------- | ---------------- | ------------------------ |\n| Simple circular buffer    | `buffer_tool`    | Geometric circle/radius  |\n| Travel-time zone          | `isochrone_tool` | Based on routing network |\n| Calculate area size       | `area_tool`      | Geometric calculation    |\n| Simplify complex boundary | `simplify_tool`  | Geometric simplification |\n| Find center of shape      | `centroid_tool`  | Geometric centroid       |\n\n**Example: \"Show 5km coverage around each store\"**\n\n- 5km radius → `buffer_tool` (geometric circles)\n- \"What customers can reach in 15 min?\" → `isochrone_tool` (routing-based)\n\n**Key insight:** Geometric tools for distance-based zones, routing tools for time-based zones\n\n## Performance and Scale Considerations\n\n### When Volume Affects Tool Choice\n\n**Small operations (< 100 calculations):**\n\n- Geometric tools: Instant, iterate freely\n- Routing APIs: Fast enough for most uses\n\n**Medium operations (100-1,000 calculations):**\n\n- Geometric tools: Still fast, no concerns\n- Routing APIs: Consider batch operations (matrix_tool)\n\n**Large operations (> 1,000 calculations):**\n\n- Geometric tools: May need optimization but still fast\n- Routing APIs: Definitely use batch tools (matrix_tool handles up to 25×25)\n\n**Key insight:** Volume rarely affects geometric tool choice, but routing APIs have batch tools for efficiency\n\n### Real-Time vs Batch\n\n| Use Case                            | Approach             | Tool Choice                              |\n| ----------------------------------- | -------------------- | ---------------------------------------- |\n| Real-time geofencing (every second) | Geometric checks     | `point_in_polygon_tool` (instant)        |\n| Route planning (one-time)           | Full routing         | `directions_tool` or `optimization_tool` |\n| Periodic proximity checks           | Geometric distance   | `distance_tool`                          |\n| Live traffic routing                | Routing with traffic | `directions_tool` (driving-traffic)      |\n\n**Architecture note for high-frequency geofencing:** If the application calls containment checks at very high rates (e.g., 50 vehicles every 2 seconds = 25 checks/second), calling MCP tools over the network adds agent-reasoning overhead that makes it impractical. In those cases, recommend using Turf.js directly in-process (`turf.booleanPointInPolygon`) for the hot path, and reserve MCP tools for peripheral tasks like zone definition (`isochrone_tool`), rerouting (`directions_tool`), or visualization (`static_map_image_tool`).\n\n## Common Scenarios and Optimal Approaches\n\n### Scenario 1: Store Locator\n\n**User: \"Find the closest store and show 5km coverage\"**\n\n**Optimal approach:**\n\n1. Search stores → `category_search_tool` (returns distances automatically)\n2. Create coverage zone → `buffer_tool` (5km geometric circle)\n3. Visualize → `static_map_image_tool`\n\n**Why:** Search already gives distances; geometric buffer for simple radius\n\n### Scenario 2: Delivery Route Optimization\n\n**User: \"Optimize delivery to 8 addresses / stops\"**\n\n**Optimal approach:**\n\n1. **Geocode addresses (if needed)** → Use `search_and_geocode_tool` to convert any street addresses to coordinates. Even when coordinates are already provided, mention this as an optional pre-step — real-world delivery lists often contain a mix of addresses and coordinates.\n2. **Optimize route** → `optimization_tool` (TSP solver — reorders stops to minimize total drive time)\n\n**Why `optimization_tool` and NOT these alternatives:**\n\n- **`directions_tool`** only routes A → B (or through fixed-order waypoints). It does NOT reorder stops — if you pass 8 stops, it routes them in the order given, which is almost never optimal.\n- **`matrix_tool`** gives travel times between all pairs of stops (8×8 = 64 values), but it does NOT compute the optimal ordering. You'd need to solve TSP yourself on top of the matrix — `optimization_tool` does this for you in one call.\n\nAlways mention `search_and_geocode_tool` as a useful companion for geocoding delivery addresses before optimization.\n\n### Scenario 3: Service Area Validation\n\n**User: \"Which of these 200 addresses can we deliver to in 30 minutes?\"**\n\n**Optimal approach:**\n\n1. Create delivery zone → `isochrone_tool` (30-minute driving)\n2. Check each address → `point_in_polygon_tool` (200 geometric checks)\n\n**Why:** Routing for accurate travel-time zone, geometric for fast containment checks\n\n### Scenario 4: GPS Trace Analysis\n\n**User: \"How long was this bike ride?\"**\n\n**Optimal approach:**\n\n1. Clean GPS trace → `map_matching_tool` (snap to bike paths)\n2. Get distance → Use API response or calculate with `distance_tool`\n\n**Why:** Need road/path matching; distance calculation either way works\n\n### Scenario 5: Coverage Analysis\n\n**User: \"What's our total service area?\"**\n\n**Optimal approach:**\n\n1. Create buffers around each location → `buffer_tool`\n2. Calculate total area → `area_tool`\n3. Or, if time-based → `isochrone_tool` for each location\n\n**Why:** Geometric for distance-based coverage, routing for time-based\n\n## Anti-Patterns: Using the Wrong Tool Type\n\n### ❌ Don't: Use geometric tools for routing questions\n\n```javascript\n// WRONG: User asks \"how long to drive there?\"\ndistance_tool({ from: A, to: B });\n// Returns 10km as the crow flies, but actual drive is 15km\n\n// CORRECT: Need routing for driving distance\ndirections_tool({\n  coordinates: [\n    { longitude: A[0], latitude: A[1] },\n    { longitude: B[0], latitude: B[1] }\n  ],\n  routing_profile: 'mapbox/driving'\n});\n// Returns actual road distance and drive time as the crow drives\n```\n\n**Why wrong:** As the crow flie","tagline":"Expert guidance on choosing the right geospatial tool based on problem type, accuracy requirements, and performance needs","category":"research","tags":["agent-skill"],"author":"mapbox","verified":false,"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,"successful_runs":0,"total_outcomes":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-v5","score":61,"base_score":69,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. 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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","No real agent outcome reports yet","Human review required before unattended installation"],"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","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"human_review_before_install"},"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","Trust Score v5 requires review or sandbox-only use before install."]},"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":"Compare alternatives before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v4","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms","source_version"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]},"agent_contract":{"suited_tasks":["research","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add mapbox/mapbox-agent-skills --skill mapbox-geospatial-operations","trust_score":61,"trust_version":"trust-score-v5","risk_level":"medium","do_not_use_when":["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"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"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"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":69,"tier":"review","label":"Manual review","summary":"Potentially useful, but at least one trust signal needs human inspection."}}},"trust_score_v4":{"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":"pass","label":"OpenAgentSkill usage","detail":"1 views, 0 install copies"},{"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"]},"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"]},"outcome_stats":null,"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,"blocked":false,"human_review_required":true,"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"]},"eval":{"version":"openagentskill-skill-eval-v1","status":"review","score":70,"risk_level":"medium","decision":{"recommendation":"manual_review","reason":"Require human approval before installing into a real workspace.","auto_install_allowed":false,"policy":"review","human_review_required":true},"blockers":[],"warnings":["Trust score: Potentially useful, but at least one trust signal needs human inspection.","Audit score: Needs review","Agent safety gate: Usable candidate, but the agent should surface permission and audit notes before installation.","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"],"validation_plan":["Inspect repository, README/SKILL.md, license, and recent commits before production use.","Install in an isolated workspace or sandbox with no production secrets available.","Run the smallest representative task and record files touched, commands run, network access, and outputs.","Compare the selected skill against at least one alternative when the eval status is review or failed.","Promote only after the agent reports a successful verification result and unresolved warnings are accepted."],"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":84,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate mapbox-geospatial-operations before installing it in an agent workflow","research","Browser automation workflows; Claude Code teams; builders willing to evaluate younger projects"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add mapbox/mapbox-agent-skills --skill mapbox-geospatial-operations"]},{"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 mapbox/mapbox-agent-skills --skill mapbox-geospatial-operations"]},{"id":"trust_score","label":"Trust score","status":"warn","score":69,"required_for_auto_install":true,"detail":"Potentially useful, but at least one trust signal needs human inspection.","evidence":["Manual review","75 GitHub stars","MIT"]},{"id":"audit_score","label":"Audit score","status":"warn","score":77,"required_for_auto_install":true,"detail":"Needs review","evidence":["The provided SKILL.md excerpt is incomplete; the Routing & Navigation section is cut off, making the full workflow harder to evaluate."]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":61,"required_for_auto_install":true,"detail":"Usable candidate, but the agent should surface permission and audit notes before installation.","evidence":["Require human approval before installing into a real workspace.","The provided SKILL.md excerpt is incomplete; the Routing & Navigation section is cut off, making the full workflow harder to evaluate."]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"pass","score":86,"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":"MIT","evidence":["MIT"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"13d since push","evidence":["13d since push"]},{"id":"permission_surface","label":"Permission surface","status":"pass","score":86,"required_for_auto_install":true,"detail":"network or browser access","evidence":["Network access: medium","Database access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"info","score":55,"required_for_auto_install":false,"detail":"No close alternatives were found in the current shortlist.","evidence":[]}],"endpoints":{"web":"https://www.openagentskill.com/skills/mapbox-mapbox-geospatial-operations/evals","api":"/api/agent/evals?slug=mapbox-mapbox-geospatial-operations","text":"/api/agent/evals?slug=mapbox-mapbox-geospatial-operations&format=text"}},"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 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"],"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 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"],"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"}},"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","quality_score":65,"trust_score":69,"maintenance_score":100,"security_score":81,"install_score":92,"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"]},"quality_signals":{"model":"v2","star_score":13.17,"usage_score":0,"review_score":5.1,"metadata_score":3,"freshness_score":15},"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"}],"stacks":[{"slug":"browser-qa-agent","title":"Browser QA agent","url":"https://www.openagentskill.com/collections/browser-qa-agent"},{"slug":"research-report-agent","title":"Research report agent","url":"https://www.openagentskill.com/collections/research-report-agent"},{"slug":"rag-knowledge-base","title":"RAG knowledge base","url":"https://www.openagentskill.com/collections/rag-knowledge-base"}],"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","urls":{"web":"https://www.openagentskill.com/skills/mapbox-mapbox-geospatial-operations","repository":"https://github.com/mapbox/mapbox-agent-skills/tree/main/skills/mapbox-geospatial-operations","api":"/api/agent/skills/mapbox-mapbox-geospatial-operations","install_api":"/api/skills/mapbox-mapbox-geospatial-operations/install"},"meta":{"created_at":"2026-09-07T22:03:30.816243+00:00","updated_at":"2026-09-07T22:03:30.883686+00:00","agent_friendly":true}}