{"slug":"jaakla-open-map-stack","name":"open-map-stack","description":"Use textual agent instructions for GIS and geospatial work: source discovery and provenance, vector/raster/point-cloud pipelines, CRS and metric analysis, spatial SQL, routing and isochrones, QGIS projects, tile generation, and web maps. Use advanced tools and formats such as OSM, Overture, STAC, Sentinel/Landsat, LiDAR, GeoPackage, GeoParquet, COG, PMTiles, WMS/WFS/OGC APIs, GDAL, GeoPandas, DuckDB Spatial, PostGIS, QGIS, MapLibre, and Estonian spatial data including ETAK and EPSG:3301. Open-first, with hosted services when scale or reliability requires them. Do not use for casual map references, simple place lookups, or ordinary travel directions without analytical GIS work.","long_description":"---\nname: open-map-stack\ndescription: \"Use textual agent instructions for GIS and geospatial work: source discovery and provenance, vector/raster/point-cloud pipelines, CRS and metric analysis, spatial SQL, routing and isochrones, QGIS projects, tile generation, and web maps. Use advanced tools and formats such as OSM, Overture, STAC, Sentinel/Landsat, LiDAR, GeoPackage, GeoParquet, COG, PMTiles, WMS/WFS/OGC APIs, GDAL, GeoPandas, DuckDB Spatial, PostGIS, QGIS, MapLibre, and Estonian spatial data including ETAK and EPSG:3301. Open-first, with hosted services when scale or reliability requires them. Do not use for casual map references, simple place lookups, or ordinary travel directions without analytical GIS work.\"\n---\n\n# OpenMapStack Toolkit\n\nProduction-grade geospatial workflows with an open-first stack and pragmatic hosted/SaaS choices when global scale, latency, SLA, or data quality makes local processing a poor fit. Cloud-native by default: STAC for discovery, GeoParquet + COG + PMTiles for storage, DuckDB and PostGIS for compute, MapLibre and Martin for delivery.\n\n## Reproducible project-first contract\n\n> **Core principle: reasoning may be exploratory; the delivered analysis must be deterministic, inspectable, and reproducible.**\n\nFor any material multi-stage GIS analysis, do not optimize for reaching the final map, dashboard, or answer quickly. A one-off polished dashboard is **not** the deliverable — a reproducible technical GIS project is. First establish a reusable project artifact, then derive the map/dashboard/report from it.\n\nBefore treating an analysis as complete, you MUST compile (or maintain) a project like `examples/tartu-development`: a canonical `project.yaml` (`openmapstack-project/v1`), `pipeline.py`, and `README.md`; pinned sources with timestamps, selections and licensing; explicit assumptions; every manual addition or correction stored as real geodata; deterministic ordered steps with explicit CRS; machine-readable validation rules plus the report from the run; and output definitions with semantic presentation intent and provenance surfaced in the rendered view. **`references/project-spec.md` is the full schema — read it before compiling a project.**\n\nWorkflow (agent may retry/experiment internally, but the accepted analysis is recompiled deterministically):\n\n```\nUSER QUESTION\n    ↓\ninterpretation / exploration        (internal, may be ad-hoc)\n    ↓\nCOMPILE GIS PROJECT                 project.yaml + pipeline + manifest + overrides + validation\n    ↓\nEXECUTE PROJECT\n    ↓\nvalidated derived datasets\n    ↓\nQGIS project / standardized web view\n    ↓\nFINAL ANALYSIS / DASHBOARD / ANSWER\n```\n\nThe polished map/dashboard is a **view over the project**, not the canonical definition of the analysis.\n\nHard rules for every material analysis — each is expanded in `references/project-spec.md`:\n\n* **Real source data mandatory; never hallucinate coordinates.** Fabricating coordinates or synthesizing baseline geometry is forbidden without explicit, informed user consent. Hypothetical or planned features go in `data/overrides/` with provenance, rationale, and evidence.\n* **Never mutate source data.** Immutable source + project override layer = effective input. Distinguish external facts, transformations, corrections, assumptions, and hypothetical data.\n* **Overrides must be executable and verified.** Target a real source feature; for attribute changes the asserted prior value must match. Evidence must be non-placeholder. Validation reports each override `applied`, `rejected`, or `not_testable` — listing one is not applying it. Scenario features stay labeled hypothetical and visually distinct from authoritative layers.\n* **Record, don't memoize on chat.** Encode every manual fix as data or pipeline logic. A fresh environment with the documented sources must reproduce the project; the transcript is not part of the dependency graph.\n* **Prove semantic predicates from data.** Ownership, active status, public access, legal designation: the source must expose an authoritative field or documented mapping. Preserve unknown as unknown; never default a missing value to the desired class.\n* **Bounded APIs must prove completeness.** Record `numberMatched`/equivalent and page until returned == matched. A response filled to the request limit is incomplete until proven otherwise.\n* **Validation is a pipeline stage**, not prose advice, with machine-readable results. Every declared check appears exactly once in the report; `warning`/`not_testable` propagate to run and project status; run IDs and hashes resolve to a real `runs/*.json` record.\n* **Run the project CLI when available.** Use `openmapstack validate project.yaml` before delivery and `openmapstack run project.yaml` for the canonical execution path. The CLI audits the manifest, provenance, graph, artifacts, report, and run record; it does not replace domain GIS checks performed by the pipeline.\n* **The manifest must resolve.** Every step input is a source key or an earlier step's output, spelled as the producer declared it; every `generated_by` names a real step (`manifest_graph_resolves`).\n* **One canonical implementation creates every declared output.** Convenience/E2E entrypoints may wrap `pipeline.py` but must not duplicate its processing, QGIS, or report logic.\n* **Build a layer- and style-perfect QGIS project (`project.qgz`)** mirroring the web view: matching layer-tree groups, identical categorized styles, `./path.gpkg|layername=name` datasources, and a regional tiled basemap. **Success means valid layers, not exit code 0** — pin the runtime, and when PyQGIS is available require every layer `isValid()`; otherwise record `not_testable`, never an implicit pass. Two traps make a project that passes every one of those checks still show the wrong map, so check them explicitly:\n  * **Every layer declares its own `<srs>`, basemaps included.** A layer without one is assumed to be in the project CRS and never reprojected — a Web Mercator basemap in an EPSG:3301 project then renders ~1500 km from the data, under correctly placed analysis layers. Prefer building layers through the PyQGIS API, which resolves the provider's CRS for you; the trap is specific to hand-written `.qgs` XML.\n  * **A QGIS layer tree stacks the opposite way to a web map.** `presentation.map.layers` is ordered bottom-to-top, while a layer tree paints its *first* entry on top, so write the tree in reverse manifest order with the basemap last. Copying the manifest order verbatim puts opaque analysis fills over the point layers that belong above them, and the points vanish.\n* **Separate analysis semantics from rendering.** Declare semantic presentation roles; don't reinvent layout/colors/UX per run.\n* **Ship a reconfigurable view, and never let it misrepresent the run.** Organise the sidebar into tabs of collapsible sections, give every layer group an on/off control, and expose the analysis parameters and scenario overrides as live controls. Each control opens at the value declared in `presentation.controls` and returning there must reproduce the published numbers; any other position labels itself exploratory and offers a reset. The browser re-applies published rules to values the pipeline measured — it never measures geometry, and a control that changes a shape switches between buffers the pipeline materialised.\n* **Labels must match the operation.** A Euclidean buffer is a \"2 km straight-line proxy\", not a walking catchment, and column names must say so too. State the measurement basis (nearest edge vs centroid) as an assumption — it changes which features qualify.\n* Cheat-sheet: `references/project-spec.md` defines the full schema; `templates/` gives ready scaffolds; `examples/tartu-development` is a worked reference project matching the acceptance scenario.\n\n## Modules — read the relevant reference(s) before starting work\n\n| If the task involves... | Read |\n|---|---|\n| Finding or sourcing data (OSM, Overture, Sentinel, Landsat, building footprints, regional portals, STAC catalogs, MCP-based discovery) | `references/data-sources.md` |\n| Choosing local processing vs online/hosted/SaaS services for global or continental scale; basemaps, elevation, routing, geocoding, place search, postcode lookup APIs | `references/services-and-scale.md` |\n| Choosing a format, converting between formats, or any CRS / projection / EPSG question | `references/formats-and-crs.md` |\n| Compiling a reproducible GIS project artifact (`project.yaml`, pipeline, overrides, validation, presentation) | `references/project-spec.md` + `templates/` |\n| Running GDAL/OGR, GeoPandas, xarray, DuckDB, PostGIS, or PDAL — the actual processing | `references/processing.md` |\n| Writing or reviewing spatial SQL / GeoSQL in DuckDB Spatial, PostGIS, BigQuery GIS, Snowflake, or Sedona | `references/spatial-sql.md` |\n| Vector analytics, raster analytics, terrain/hydrology, network analysis, point cloud workflows | `references/analytics.md` |\n| Tile generation (PMTiles, MVT), tile servers (Martin, TiTiler), delivered rendering (MapLibre, deck.gl), or exploration rendering (kepler.gl, lonboard) | `references/web-delivery.md` |\n| QGIS desktop, QGIS plugin ecosystem, QGIS MCP, PyQGIS scripting, Processing toolbox | `references/qgis.md` |\n| Reproducibility, validation, license attribution, tile smoke tests, deployment checks | `references/validation-and-ops.md` |\n\nFor simple one-shot questions (single CRS conversion, one `ogr2ogr` invocation), the relevant reference alone is sufficient — a full project artifact is not needed. For multi-stage pipelines, read `data-sources.md` and `processing.md` together, and see `project-spec.md` + `templates/` to compile analysis into a rerunnable project. For end-to-end \"from raw data to web map\" tasks, also read `web-delivery.md`.\n\n## Global defaults — apply unless the user specifies otherwise\n\n* **Storage formats:** GeoParquet (vector analytics), COG (raster), PMTiles (tile delivery), GeoPackage (desktop interchange). Never produce Shapefile as new output.\n* **CRS:** WGS84 (EPSG:4326) for storage; Web Mercator (EPSG:3857) for web rendering; local projected CRS for any metric computation (distance, area, buffer). For Estonia, EPSG:3301 (L-EST97).\n* **Compute placement:** push spatial joins and aggregations to DuckDB or PostGIS — not Python loops. R-tree / GIST / spatial indexing is mandatory at scale.\n* **Discovery first:** check STAC catalogs (Microsoft Planetary Computer, Earth Search, Overture STAC) before downloading anything. Lazy load with `odc-stac` or `stackstac` and only materialize what's needed.\n* **Cloud-native access:** prefer querying remote GeoParquet/COG over downloading. DuckDB with `httpfs` extension is the default pattern for Overture and similar S3-hosted datasets.\n* **Scale first:** local tools are fine for city/state work; at continental/global scale prefer cloud-native partitioned datasets, precomputed tiles, hosted APIs, or SaaS when they are more reliable than local batch processing.\n* **License hygiene:** preserve license metadata through every transformation. OSM is ODbL (share-alike); Overture varies by source; Sentinel is free-with-attribution; national data varies.\n* **Runtime hygiene:** prefer `conda-forge` environments or containers for GDAL/PROJ/GEOS/QGIS stacks. Avoid pip-only geospatial environments unless the project already proves they work.\n\n## Format decision matrix\n\n| Use case | Format |\n|---|---|\n| Cloud analytics on vector | GeoParquet |\n| Streaming vector over HTTP | FlatGeobuf |\n| Desktop interchange | GeoPackage |\n| Web map vector tiles | PMTiles (containing MVT) |\n| Raster archive / serving | COG |\n| n-dimensional raster (time series, climate) | Zarr or NetCDF |\n| Point cloud archive | COPC (cloud-optimized LAZ) |\n| API response payload (small only) | GeoJSON |\n| Legacy compatibility (input only) | Shapefile |\n\n## Compute decision matrix\n\n| Scale / context | Use |\n|---|---|\n| < 50M features, single machine, ad-hoc | DuckDB S","tagline":"Use textual agent instructions for GIS and geospatial work: source discovery and provenance, vector/raster/point-cloud pipelines, CRS and metric analysis, spatial SQL, routing and isochrones, QGIS projects, tile generation, and web maps. Use advanced tools and formats such as OSM","category":"research","tags":["agent-skill"],"author":"jaakla","verified":false,"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"recursive skill source sync","sourceDetail":"jaakla/openmapstack","creatorName":"jaakla","creatorUrl":"https://github.com/jaakla","sourceUrl":"https://github.com/jaakla/openmapstack/blob/main/SKILL.md","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/jaakla-open-map-stack#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. 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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 jaakla/openmapstack --skill open-map-stack","trust_score":56,"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":["SKILL.md does not include explicit setup/installation requirements (e.g., installing the openmapstack CLI, GDAL, PostGIS, DuckDB Spatial), so an agent may not know how to bootstrap the environment.","Quality score needs review","Permission surface needs review: shell or command execution, network or browser access","GitHub adoption: 68 GitHub stars","Stars/forks activity: 68 stars, 11 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, network or browser surface","Permission surface: shell or command execution, network or browser access"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":64,"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":64,"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":"68 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":48,"weight":0.08,"status":"warn","detail":"68 stars, 11 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"4d 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":56,"weight":0.12,"status":"warn","detail":"command execution surface, network or browser surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add jaakla/openmapstack --skill open-map-stack"},{"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":50,"weight":0.07,"status":"warn","detail":"shell or command execution, network or browser access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/jaakla/openmapstack/blob/main/SKILL.md"},{"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":"68 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"68 stars, 11 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"4d 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":"warn","label":"Dependency/runtime risk","detail":"command execution surface, network or browser surface"},{"status":"pass","label":"Install availability","detail":"npx skills add jaakla/openmapstack --skill open-map-stack"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"warn","label":"Permission surface","detail":"shell or command execution, network or browser access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/jaakla/openmapstack/blob/main/SKILL.md"},{"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":"0 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":["SKILL.md does not include explicit setup/installation requirements (e.g., installing the openmapstack CLI, GDAL, PostGIS, DuckDB Spatial), so an agent may not know how to bootstrap the environment.","Quality score needs review","Permission surface needs review: shell or command execution, network or browser access","GitHub adoption: 68 GitHub stars","Stars/forks activity: 68 stars, 11 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, network or browser surface","Permission surface: shell or command execution, network or browser access"],"evidence":{"stars":"68 GitHub stars","repoActivity":"68 stars, 11 forks","lastPushed":"4d since push","license":"MIT","repository":"https://github.com/jaakla/openmapstack/blob/main/SKILL.md","install":"npx skills add jaakla/openmapstack --skill open-map-stack","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, network or browser access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add jaakla/openmapstack --skill open-map-stack","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","4d since push"]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["SKILL.md does not include explicit setup/installation requirements (e.g., installing the openmapstack CLI, GDAL, PostGIS, DuckDB Spatial), so an agent may not know how to bootstrap the environment.","Quality score needs review","Permission surface needs review: shell or command execution, network or browser access","GitHub adoption: 68 GitHub stars","Stars/forks activity: 68 stars, 11 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":["SKILL.md does not include explicit setup/installation requirements (e.g., installing the openmapstack CLI, GDAL, PostGIS, DuckDB Spatial), so an agent may not know how to bootstrap the environment.","Quality score needs review","Permission surface needs review: shell or command execution, network or browser access","GitHub adoption: 68 GitHub stars","Stars/forks activity: 68 stars, 11 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, network or browser surface","Permission surface: shell or command execution, network or browser access"]},"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":38,"level":"avoid_auto_install","label":"Avoid automatic install","safety_tier":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","summary":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","auto_install_policy":"review","reasons":["High-risk permission hints: Shell or command execution","38/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"needs_review","permission_hints":[{"id":"shell","label":"Shell or command execution","reason":"Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.","severity":"high"},{"id":"browser","label":"Browser automation","reason":"Skill may drive a browser or interact with web pages.","severity":"medium"},{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"},{"id":"database","label":"Database access","reason":"Skill may inspect schemas, query databases, or work with persistent stores.","severity":"medium"}],"policy_warnings":["High-risk permission hints: Shell or command execution","Dependency or permission surface needs review"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","auto_install_policy":"review","auto_install_allowed":false,"blocked":false,"human_review_required":true,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","reasons":["High-risk permission hints: Shell or command execution","38/100 agent safety score"]},"eval":{"version":"openagentskill-skill-eval-v1","status":"failed","score":64,"risk_level":"high","decision":{"recommendation":"do_not_auto_install","reason":"Permission surface: shell or command execution, network or browser access","auto_install_allowed":false,"policy":"block","human_review_required":true},"blockers":["Permission surface: shell or command execution, network or browser access"],"warnings":["Trust score: Potentially useful, but at least one trust signal needs human inspection.","Audit score: Needs review","Agent safety gate: Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","High-risk permission hints: Shell or command execution","Dependency or permission surface needs review","Permission surface may require sandboxing","SKILL.md does not include explicit setup/installation requirements (e.g., installing the openmapstack CLI, GDAL, PostGIS, DuckDB Spatial), so an agent may not know how to bootstrap the environment.","The skill relies on references/project-spec.md as mandatory reading, but that file is not present in the submitted skill bundle; it needs to be included or the agent needs clear instructions to clone/open the repository.","Security guidance for untrusted geodata is implicit rather than explicit; downloaded features and external API responses could contain prompt-injection style content, and API credentials should be handled through environment variables or secret stores.","Quality score needs review","Permission surface needs review: shell or command execution, network or browser access","GitHub adoption: 68 GitHub stars"],"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":94,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate open-map-stack before installing it in an agent workflow","research","RAG and knowledge 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 jaakla/openmapstack --skill open-map-stack"]},{"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 jaakla/openmapstack --skill open-map-stack"]},{"id":"trust_score","label":"Trust score","status":"warn","score":64,"required_for_auto_install":true,"detail":"Potentially useful, but at least one trust signal needs human inspection.","evidence":["Manual review","68 GitHub stars","MIT"]},{"id":"audit_score","label":"Audit score","status":"warn","score":74,"required_for_auto_install":true,"detail":"Needs review","evidence":["Dependency or permission surface needs review"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":38,"required_for_auto_install":true,"detail":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","evidence":["Test manually in an isolated workspace and compare against safer alternatives.","High-risk permission hints: Shell or command execution"]},{"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":"4d since push","evidence":["4d since push"]},{"id":"permission_surface","label":"Permission surface","status":"fail","score":50,"required_for_auto_install":true,"detail":"shell or command execution, network or browser access","evidence":["Shell or command execution: high","Browser automation: medium","Network 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/jaakla-open-map-stack/evals","api":"/api/agent/evals?slug=jaakla-open-map-stack","text":"/api/agent/evals?slug=jaakla-open-map-stack&format=text"}},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"jaakla-open-map-stack","name":"open-map-stack","description":"Use textual agent instructions for GIS and geospatial work: source discovery and provenance, vector/raster/point-cloud pipelines, CRS and metric analysis, spatial SQL, routing and isochrones, QGIS projects, tile generation, and web maps. Use advanced tools and formats such as OSM, Overture, STAC, Sentinel/Landsat, LiDAR, GeoPackage, GeoParquet, COG, PMTiles, WMS/WFS/OGC APIs, GDAL, GeoPandas, DuckDB Spatial, PostGIS, QGIS, MapLibre, and Estonian spatial data including ETAK and EPSG:3301. Open-first, with hosted services when scale or reliability requires them. Do not use for casual map references, simple place lookups, or ordinary travel directions without analytical GIS work.","category":"research","url":"https://www.openagentskill.com/skills/jaakla-open-map-stack","repository":"https://github.com/jaakla/openmapstack/blob/main/SKILL.md","github_repo":"jaakla/openmapstack"},"suited_tasks":["RAG and knowledge workflows","Claude Code teams","builders willing to evaluate younger projects","Chunk documents","Create embeddings","Retrieve and cite relevant passages","Navigate pages","Click and type safely"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","Browser agents","CLI"],"install":{"command":"npx skills add jaakla/openmapstack --skill open-map-stack","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 jaakla-open-map-stack"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"open-map-stack\" agent skill from https://github.com/jaakla/openmapstack/blob/main/SKILL.md. 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: Use textual agent instructions for GIS and geospatial work: source discovery and provenance, vector/raster/point-cloud pipelines, CRS and metric analysis, spatial SQL, routing and isochrones, QGIS projects, tile generation, and web maps. Use advanced tools and formats such as OSM, Overture, STAC, Sentinel/Landsat, LiDAR, GeoPackage, GeoParquet, COG, PMTiles, WMS/WFS/OGC APIs, GDAL, GeoPandas, DuckDB Spatial, PostGIS, QGIS, MapLibre, and Estonian spatial data including ETAK and EPSG:3301. Open-first, with hosted services when scale or reliability requires them. Do not use for casual map references, simple place lookups, or ordinary travel directions without analytical GIS work. 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\":\"jaakla-open-map-stack\",\"task\":\"Install open-map-stack\",\"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 \"open-map-stack\" as a Claude Code skill from https://github.com/jaakla/openmapstack/blob/main/SKILL.md. 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: Use textual agent instructions for GIS and geospatial work: source discovery and provenance, vector/raster/point-cloud pipelines, CRS and metric analysis, spatial SQL, routing and isochrones, QGIS projects, tile generation, and web maps. Use advanced tools and formats such as OSM, Overture, STAC, Sentinel/Landsat, LiDAR, GeoPackage, GeoParquet, COG, PMTiles, WMS/WFS/OGC APIs, GDAL, GeoPandas, DuckDB Spatial, PostGIS, QGIS, MapLibre, and Estonian spatial data including ETAK and EPSG:3301. Open-first, with hosted services when scale or reliability requires them. Do not use for casual map references, simple place lookups, or ordinary travel directions without analytical GIS work. 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\":\"jaakla-open-map-stack\",\"task\":\"Install open-map-stack\",\"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 \"open-map-stack\" from https://github.com/jaakla/openmapstack/blob/main/SKILL.md 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: Use textual agent instructions for GIS and geospatial work: source discovery and provenance, vector/raster/point-cloud pipelines, CRS and metric analysis, spatial SQL, routing and isochrones, QGIS projects, tile generation, and web maps. Use advanced tools and formats such as OSM, Overture, STAC, Sentinel/Landsat, LiDAR, GeoPackage, GeoParquet, COG, PMTiles, WMS/WFS/OGC APIs, GDAL, GeoPandas, DuckDB Spatial, PostGIS, QGIS, MapLibre, and Estonian spatial data including ETAK and EPSG:3301. Open-first, with hosted services when scale or reliability requires them. Do not use for casual map references, simple place lookups, or ordinary travel directions without analytical GIS work. 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\":\"jaakla-open-map-stack\",\"task\":\"Install open-map-stack\",\"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/jaakla-open-map-stack/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/jaakla-open-map-stack"},"trust":{"score":64,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"68 GitHub stars","repoActivity":"68 stars, 11 forks","lastPushed":"4d since push","license":"MIT","repository":"https://github.com/jaakla/openmapstack/blob/main/SKILL.md","install":"npx skills add jaakla/openmapstack --skill open-map-stack","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, 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":["SKILL.md does not include explicit setup/installation requirements (e.g., installing the openmapstack CLI, GDAL, PostGIS, DuckDB Spatial), so an agent may not know how to bootstrap the environment.","Quality score needs review","Permission surface needs review: shell or command execution, network or browser access","GitHub adoption: 68 GitHub stars","Stars/forks activity: 68 stars, 11 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, network or browser surface","Permission surface: shell or command execution, network or browser access"]},"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":74,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","SKILL.md does not include explicit setup/installation requirements (e.g., installing the openmapstack CLI, GDAL, PostGIS, DuckDB Spatial), so an agent may not know how to bootstrap the environment.","The skill relies on references/project-spec.md as mandatory reading, but that file is not present in the submitted skill bundle; it needs to be included or the agent needs clear instructions to clone/open the repository.","Security guidance for untrusted geodata is implicit rather than explicit; downloaded features and external API responses could contain prompt-injection style content, and API credentials should be handled through environment variables or secret stores.","Quality score needs review","Permission surface needs review: shell or command execution, network or browser access","GitHub adoption: 68 GitHub stars"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":65,"label":"Promising"},"supply":{"track":"Research and knowledge work","scenario":"RAG and knowledge","maintenance":"4d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","SKILL.md does not include explicit setup/installation requirements (e.g., installing the openmapstack CLI, GDAL, PostGIS, DuckDB Spatial), so an agent may not know how to bootstrap the environment.","High-risk permission hints: Shell or command execution","Dependency or permission surface needs review","Permission surface may require sandboxing","The skill relies on references/project-spec.md as mandatory reading, but that file is not present in the submitted skill bundle; it needs to be included or the agent needs clear instructions to clone/open the repository.","Security guidance for untrusted geodata is implicit rather than explicit; downloaded features and external API responses could contain prompt-injection style content, and API credentials should be handled through environment variables or secret stores."],"agent_contract":{"task_input":"Use open-map-stack in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 64/100 Manual review","Audit: 74/100 Needs review","Safety: 38/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"jaakla-open-map-stack (open-map-stack)","install_command":"npx skills add jaakla/openmapstack --skill open-map-stack","risk_summary":"Needs review; Experimental; 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":"jaakla-open-map-stack","task":"Use open-map-stack 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/jaakla-open-map-stack","api":"https://www.openagentskill.com/api/agent/skills/jaakla-open-map-stack","audit":"https://www.openagentskill.com/skills/jaakla-open-map-stack/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=jaakla-open-map-stack&task=Use%20open-map-stack%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20open-map-stack%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20open-map-stack%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/jaakla-open-map-stack/install","manifest":"https://www.openagentskill.com/api/registry/manifest/jaakla-open-map-stack"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"jaakla-open-map-stack","name":"open-map-stack","description":"Use textual agent instructions for GIS and geospatial work: source discovery and provenance, vector/raster/point-cloud pipelines, CRS and metric analysis, spatial SQL, routing and isochrones, QGIS projects, tile generation, and web maps. Use advanced tools and formats such as OSM, Overture, STAC, Sentinel/Landsat, LiDAR, GeoPackage, GeoParquet, COG, PMTiles, WMS/WFS/OGC APIs, GDAL, GeoPandas, DuckDB Spatial, PostGIS, QGIS, MapLibre, and Estonian spatial data including ETAK and EPSG:3301. Open-first, with hosted services when scale or reliability requires them. Do not use for casual map references, simple place lookups, or ordinary travel directions without analytical GIS work.","category":"research","url":"https://www.openagentskill.com/skills/jaakla-open-map-stack","repository":"https://github.com/jaakla/openmapstack/blob/main/SKILL.md","github_repo":"jaakla/openmapstack"},"suited_tasks":["RAG and knowledge workflows","Claude Code teams","builders willing to evaluate younger projects","Chunk documents","Create embeddings","Retrieve and cite relevant passages","Navigate pages","Click and type safely"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","Browser agents","CLI"],"install":{"command":"npx skills add jaakla/openmapstack --skill open-map-stack","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 jaakla-open-map-stack"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"open-map-stack\" agent skill from https://github.com/jaakla/openmapstack/blob/main/SKILL.md. 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: Use textual agent instructions for GIS and geospatial work: source discovery and provenance, vector/raster/point-cloud pipelines, CRS and metric analysis, spatial SQL, routing and isochrones, QGIS projects, tile generation, and web maps. Use advanced tools and formats such as OSM, Overture, STAC, Sentinel/Landsat, LiDAR, GeoPackage, GeoParquet, COG, PMTiles, WMS/WFS/OGC APIs, GDAL, GeoPandas, DuckDB Spatial, PostGIS, QGIS, MapLibre, and Estonian spatial data including ETAK and EPSG:3301. Open-first, with hosted services when scale or reliability requires them. Do not use for casual map references, simple place lookups, or ordinary travel directions without analytical GIS work. 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\":\"jaakla-open-map-stack\",\"task\":\"Install open-map-stack\",\"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 \"open-map-stack\" as a Claude Code skill from https://github.com/jaakla/openmapstack/blob/main/SKILL.md. 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: Use textual agent instructions for GIS and geospatial work: source discovery and provenance, vector/raster/point-cloud pipelines, CRS and metric analysis, spatial SQL, routing and isochrones, QGIS projects, tile generation, and web maps. Use advanced tools and formats such as OSM, Overture, STAC, Sentinel/Landsat, LiDAR, GeoPackage, GeoParquet, COG, PMTiles, WMS/WFS/OGC APIs, GDAL, GeoPandas, DuckDB Spatial, PostGIS, QGIS, MapLibre, and Estonian spatial data including ETAK and EPSG:3301. Open-first, with hosted services when scale or reliability requires them. Do not use for casual map references, simple place lookups, or ordinary travel directions without analytical GIS work. 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\":\"jaakla-open-map-stack\",\"task\":\"Install open-map-stack\",\"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 \"open-map-stack\" from https://github.com/jaakla/openmapstack/blob/main/SKILL.md 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: Use textual agent instructions for GIS and geospatial work: source discovery and provenance, vector/raster/point-cloud pipelines, CRS and metric analysis, spatial SQL, routing and isochrones, QGIS projects, tile generation, and web maps. Use advanced tools and formats such as OSM, Overture, STAC, Sentinel/Landsat, LiDAR, GeoPackage, GeoParquet, COG, PMTiles, WMS/WFS/OGC APIs, GDAL, GeoPandas, DuckDB Spatial, PostGIS, QGIS, MapLibre, and Estonian spatial data including ETAK and EPSG:3301. Open-first, with hosted services when scale or reliability requires them. Do not use for casual map references, simple place lookups, or ordinary travel directions without analytical GIS work. 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\":\"jaakla-open-map-stack\",\"task\":\"Install open-map-stack\",\"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/jaakla-open-map-stack/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/jaakla-open-map-stack"},"trust":{"score":64,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"68 GitHub stars","repoActivity":"68 stars, 11 forks","lastPushed":"4d since push","license":"MIT","repository":"https://github.com/jaakla/openmapstack/blob/main/SKILL.md","install":"npx skills add jaakla/openmapstack --skill open-map-stack","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, 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":["SKILL.md does not include explicit setup/installation requirements (e.g., installing the openmapstack CLI, GDAL, PostGIS, DuckDB Spatial), so an agent may not know how to bootstrap the environment.","Quality score needs review","Permission surface needs review: shell or command execution, network or browser access","GitHub adoption: 68 GitHub stars","Stars/forks activity: 68 stars, 11 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, network or browser surface","Permission surface: shell or command execution, network or browser access"]},"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":74,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","SKILL.md does not include explicit setup/installation requirements (e.g., installing the openmapstack CLI, GDAL, PostGIS, DuckDB Spatial), so an agent may not know how to bootstrap the environment.","The skill relies on references/project-spec.md as mandatory reading, but that file is not present in the submitted skill bundle; it needs to be included or the agent needs clear instructions to clone/open the repository.","Security guidance for untrusted geodata is implicit rather than explicit; downloaded features and external API responses could contain prompt-injection style content, and API credentials should be handled through environment variables or secret stores.","Quality score needs review","Permission surface needs review: shell or command execution, network or browser access","GitHub adoption: 68 GitHub stars"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":65,"label":"Promising"},"supply":{"track":"Research and knowledge work","scenario":"RAG and knowledge","maintenance":"4d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","SKILL.md does not include explicit setup/installation requirements (e.g., installing the openmapstack CLI, GDAL, PostGIS, DuckDB Spatial), so an agent may not know how to bootstrap the environment.","High-risk permission hints: Shell or command execution","Dependency or permission surface needs review","Permission surface may require sandboxing","The skill relies on references/project-spec.md as mandatory reading, but that file is not present in the submitted skill bundle; it needs to be included or the agent needs clear instructions to clone/open the repository.","Security guidance for untrusted geodata is implicit rather than explicit; downloaded features and external API responses could contain prompt-injection style content, and API credentials should be handled through environment variables or secret stores."],"agent_contract":{"task_input":"Use open-map-stack in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 64/100 Manual review","Audit: 74/100 Needs review","Safety: 38/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"jaakla-open-map-stack (open-map-stack)","install_command":"npx skills add jaakla/openmapstack --skill open-map-stack","risk_summary":"Needs review; Experimental; 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":"jaakla-open-map-stack","task":"Use open-map-stack 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/jaakla-open-map-stack","api":"https://www.openagentskill.com/api/agent/skills/jaakla-open-map-stack","audit":"https://www.openagentskill.com/skills/jaakla-open-map-stack/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=jaakla-open-map-stack&task=Use%20open-map-stack%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20open-map-stack%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20open-map-stack%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/jaakla-open-map-stack/install","manifest":"https://www.openagentskill.com/api/registry/manifest/jaakla-open-map-stack"}},"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":"RAG and knowledge","description":"I need my agent to build a RAG workflow over documents and retrieve reliable context.","useCases":[{"slug":"rag-knowledge","title":"RAG and knowledge"},{"slug":"browser-automation","title":"Browser automation"},{"slug":"research-agents","title":"Research agents"}]},"applicableAgents":["Claude Code","Browser agents","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add jaakla/openmapstack --skill open-map-stack","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":68,"starsLabel":"68","forks":11,"license":"MIT","qualityScore":65,"trustScore":64,"auditScore":74},"maintenance":{"status":"fresh","label":"4d since push","daysSincePush":4,"lastPushedAt":"2026-09-02T05:28:33+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["Dependency or permission surface needs review","Permission surface may require sandboxing","SKILL.md does not include explicit setup/installation requirements (e.g., installing the openmapstack CLI, GDAL, PostGIS, DuckDB Spatial), so an agent may not know how to bootstrap the environment.","The skill relies on references/project-spec.md as mandatory reading, but that file is not present in the submitted skill bundle; it needs to be included or the agent needs clear instructions to clone/open the repository.","Security guidance for untrusted geodata is implicit rather than explicit; downloaded features and external API responses could contain prompt-injection style content, and API credentials should be handled through environment variables or secret stores."]},"coverageTags":["Research","RAG and knowledge","agent-skill"]},"audit":{"audit_score":74,"risk_level":"needs_review","risk_label":"Needs review","quality_score":65,"trust_score":64,"maintenance_score":100,"security_score":74,"install_score":92,"warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","SKILL.md does not include explicit setup/installation requirements (e.g., installing the openmapstack CLI, GDAL, PostGIS, DuckDB Spatial), so an agent may not know how to bootstrap the environment.","The skill relies on references/project-spec.md as mandatory reading, but that file is not present in the submitted skill bundle; it needs to be included or the agent needs clear instructions to clone/open the repository.","Security guidance for untrusted geodata is implicit rather than explicit; downloaded features and external API responses could contain prompt-injection style content, and API credentials should be handled through environment variables or secret stores.","Quality score needs review","Permission surface needs review: shell or command execution, network or browser access","GitHub adoption: 68 GitHub stars","Stars/forks activity: 68 stars, 11 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, network or browser surface","Permission surface: shell or command execution, network or browser access"]},"quality_signals":{"model":"v2","star_score":12.87,"usage_score":0,"review_score":5.25,"metadata_score":3,"freshness_score":15},"platforms":["Claude Code","Browser agents"],"use_cases":[{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"},{"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"}],"stacks":[{"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"},{"slug":"browser-qa-agent","title":"Browser QA agent","url":"https://www.openagentskill.com/collections/browser-qa-agent"}],"install":"npx skills add jaakla/openmapstack --skill open-map-stack","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 jaakla-open-map-stack","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 \"open-map-stack\" agent skill from https://github.com/jaakla/openmapstack/blob/main/SKILL.md. 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: Use textual agent instructions for GIS and geospatial work: source discovery and provenance, vector/raster/point-cloud pipelines, CRS and metric analysis, spatial SQL, routing and isochrones, QGIS projects, tile generation, and web maps. Use advanced tools and formats such as OSM, Overture, STAC, Sentinel/Landsat, LiDAR, GeoPackage, GeoParquet, COG, PMTiles, WMS/WFS/OGC APIs, GDAL, GeoPandas, DuckDB Spatial, PostGIS, QGIS, MapLibre, and Estonian spatial data including ETAK and EPSG:3301. Open-first, with hosted services when scale or reliability requires them. Do not use for casual map references, simple place lookups, or ordinary travel directions without analytical GIS work. 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\":\"jaakla-open-map-stack\",\"task\":\"Install open-map-stack\",\"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 \"open-map-stack\" as a Claude Code skill from https://github.com/jaakla/openmapstack/blob/main/SKILL.md. 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: Use textual agent instructions for GIS and geospatial work: source discovery and provenance, vector/raster/point-cloud pipelines, CRS and metric analysis, spatial SQL, routing and isochrones, QGIS projects, tile generation, and web maps. Use advanced tools and formats such as OSM, Overture, STAC, Sentinel/Landsat, LiDAR, GeoPackage, GeoParquet, COG, PMTiles, WMS/WFS/OGC APIs, GDAL, GeoPandas, DuckDB Spatial, PostGIS, QGIS, MapLibre, and Estonian spatial data including ETAK and EPSG:3301. Open-first, with hosted services when scale or reliability requires them. Do not use for casual map references, simple place lookups, or ordinary travel directions without analytical GIS work. 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\":\"jaakla-open-map-stack\",\"task\":\"Install open-map-stack\",\"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 \"open-map-stack\" from https://github.com/jaakla/openmapstack/blob/main/SKILL.md 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: Use textual agent instructions for GIS and geospatial work: source discovery and provenance, vector/raster/point-cloud pipelines, CRS and metric analysis, spatial SQL, routing and isochrones, QGIS projects, tile generation, and web maps. Use advanced tools and formats such as OSM, Overture, STAC, Sentinel/Landsat, LiDAR, GeoPackage, GeoParquet, COG, PMTiles, WMS/WFS/OGC APIs, GDAL, GeoPandas, DuckDB Spatial, PostGIS, QGIS, MapLibre, and Estonian spatial data including ETAK and EPSG:3301. Open-first, with hosted services when scale or reliability requires them. Do not use for casual map references, simple place lookups, or ordinary travel directions without analytical GIS work. 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\":\"jaakla-open-map-stack\",\"task\":\"Install open-map-stack\",\"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/jaakla/openmapstack/blob/main/SKILL.md","github_repo":"jaakla/openmapstack","version":"1.0.0","license":"MIT","urls":{"web":"https://www.openagentskill.com/skills/jaakla-open-map-stack","repository":"https://github.com/jaakla/openmapstack/blob/main/SKILL.md","api":"/api/agent/skills/jaakla-open-map-stack","install_api":"/api/skills/jaakla-open-map-stack/install"},"meta":{"created_at":"2026-08-28T19:36:26.489763+00:00","updated_at":"2026-09-02T05:46:36.010052+00:00","agent_friendly":true}}