Topic · Data & Analytics
Best geospatial analysis skills for Claude Code, Codex and other agents.
- skills
- 94
- official
- 9
Geospatial analysis skills, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | 1.Antv L7 Comprehensive guide for AntV L7 geospatial visualization library. | antvis/ | 4.1k | — | ~1.4k | Automated safety check: Pass | MIT | 28 days ago |
| 2 | 照片拍摄地点定位（看图找地点 / 网络迷踪 / 图寻 / 推拍摄时间）。给一张或几张照片，先一条命令做完元数据、OCR、以图搜图（intake.py），把线索和候选记到候选盘（board.py）上由脚本排名、给下一步；查表线索用 clues.py；卫星图和街景都是"机器先排序、人只看前几名"（satscan.py、match.py）；每个结论都用真实数据核对，输出坐标 +… | Oldcircle/ | 814 | — | ~2.7k | Automated safety check: Pass | MIT | 13 days ago |
| 3 | Answer questions about spatial data using DuckDB. An agent skill from duckdb/duckdb-skills. | duckdb/ | 599 | 1 repo | ~1k | Automated safety check: Notes | MIT | 5 mo ago |
| 4 | 4.Antv L7 基于 WebGL 的大规模地理空间数据可视化引擎。适用于： (1) 创建交互式 WebGL 地图应用 (2) 可视化地理空间数据（点、线、面、热力图） (3) 构建位置数据驾驶舱 (4) 添加地图图层、交互和动画效果 (5) 处理并展示 GeoJSON、CSV 等空间数据 | antvis/ | 4.1k | — | ~4.4k | Automated safety check: Pass | MIT | 28 days ago |
| 5 | Lets an agent query a ShadowBroker OSINT platform for tracked flights, ships, satellites and news, and place its findings on the map as intel pins. | BigBodyCobain/ | 11k | — | ~8.9k | Automated safety check: Warn | AGPL-3.0 | today |
| 6 | Create well-designed maps that follow standard cartographic conventions. | zzhonglei/ | 186 | — | ~3.1k | Automated safety check: Pass | MIT | 3 days ago |
| 7 | A skill your agent uses when operating or maintaining the RS-PaperClaw pipeline that fetches remote-sensing arXiv papers, creates per-paper issues, builds daily digests, reconciles issue sets, and… | thinson/ | 225 | — | ~319 | Automated safety check: Pass | MIT | yesterday |
| 8 | Track, retrieve, screen, and synthesize research frontiers for geospatial AI, remote sensing big data, and transferable computer vision methods. | limi124/ | 141 | — | ~1.3k | Automated safety check: Pass | No licence | 5 mo ago |
| 9 | Auto-ingest a geospatial file (GeoJSON, Shapefile, GeoPackage, KML/KMZ, FlatGeobuf, CSV-with-geometry) into a PortalJS portal on the user's own machine, with no server. | datopian/ | 2.4k | — | ~1.7k | Automated safety check: Pass | MIT | 1 mo ago |
| 10 | 10.Map Creator 根据用户给出的城市、地点列表、地址表或已有 POI JSON，生成 GIS/OSM 城市导览地图、打卡地图、街区指南、小酒馆/咖啡/餐饮点位地图，并可选用 GPT Image 做风格化。用户要求“出一张地图”“生成城市点位图”“检查点位对齐”“用高德解析地址”“做 OSM/GIS 底图”“风格化地图海报”时使用。 | Hatari130/ | 193 | — | ~896 | Automated safety check: Pass | MIT | 2 mo ago |
| 11 | Create a current, source-linked weather briefing for a named city using the Open-Meteo geocoding and forecast APIs. | FrancyJGLisboa/ | 2.4k | — | ~599 | Automated safety check: Pass | MIT | 21 days ago |
| 12 | Deploy and run experiments for ML/DL training (local, remote, or Modal GPU) AND spatial data science / GIScience experiments (local, data-driven). | GRIND-Lab-Core/ | 106 | 1 repo | ~5k | Automated safety check: Notes | No licence | 5 mo ago |
| 13 | Databricks SQL (DBSQL) advanced features and SQL warehouse capabilities. | databricks/ | 345 | 1 repo | ~2.8k | Automated safety check: Pass | Unknown | yesterday |
| 14 | A skill your agent uses for code, build, and test changes in geogeometry to preserve multiplatform support, geospatial correctness, and strict no-new-dependencies policy. | jillesvangurp/ | 138 | — | ~419 | Automated safety check: Pass | Unknown | 3 mo ago |
| 15 | 15.Orchard Use the local Orchard app to interact with macOS Apple apps and services: Calendar, Reminders, Clock, Mail, Contacts, Notes, Music, Weather, Messages, Location/Maps, and Apple Shortcuts. | okooo5km/ | 183 | — | ~5k | Automated safety check: Warn | MIT | today |
| 16 | 16.Weather Fetches current weather conditions and a 7-day forecast for a requested location using Open-Meteo geocoding and forecast APIs. | platonai/ | 1.2k | — | ~1k | Automated safety check: Pass | Apache-2.0 | today |
| 17 | Geospatial routing data handling for depot and station coordinates, route node IDs, internal index mappings, great-circle distance matrices, and route-distance reconstruction. | Raidriar7170/ | 125 | 1 repo | ~1.5k | Automated safety check: Pass | MIT | 11 days ago |
| 18 | Browse, search, and recommend geospatial / GIS / mapping / earth-observation MCP servers, and add newly discovered ones to the tracked list. | sparkgeo/ | 118 | — | ~809 | Automated safety check: Pass | MIT | 2 days ago |
| 19 | Project knowledge for developing and maintaining @cablate/mcp-google-map. | cablate/ | 466 | — | ~774 | Automated safety check: Pass | MIT | 10 days ago |
| 20 | 20.Cesium Map Open and operate the Cesium MCP 3D map, create map objects and GeoJSON layers, or inspect the selected object in the connected map. | gaopengbin/ | 140 | — | ~964 | Automated safety check: Pass | MIT | today |
| 21 | 21.Govmap API This skill should be used when the user asks about 'GovMap layers', 'GovMap API', 'map layers', 'entitiesByPoint', 'layer metadata', 'govmap endpoints', 'what layers are available', 'query map data… | LiorVainer/ | 130 | — | ~1.7k | Automated safety check: Pass | No licence | 4 mo ago |
| 22 | 22.Geomaster Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. | LeonChaoX/ | 937 | 1 repo | ~2.9k | Automated safety check: Pass | MIT | 2 mo ago |
| 23 | Handles vector geospatial data in Python with GeoPandas: reading shapefiles, GeoJSON and GeoPackage, reprojecting, spatial joins, overlays, clipping and maps. | davila7/ | 32k | 10 repos | ~1.8k | Automated safety check: Pass | MIT | today |
| 24 | GEE scripting and remote sensing analysis workflow guide. An agent skill from zzhonglei/GeoCode-Release. | zzhonglei/ | 186 | — | ~1.6k | Automated safety check: Pass | MIT | 3 days ago |
| 25 | Guide users through their first interaction with the Cesium 3D globe via MCP tools | gaopengbin/ | 140 | — | ~354 | Automated safety check: Pass | MIT | today |
| 26 | Comprehensive best practices for robot perception systems covering cameras, LiDARs, depth sensors, IMUs, and multi-sensor setups. | arpitg1304/ | 368 | — | ~15k | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 27 | A skill your agent uses when running and reporting the analysis for an Annals of the American Association of Geographers manuscript — spatial statistics and modeling, remote-sensing accuracy, or… | brycewang-stanford/ | 1.2k | — | ~1.3k | Automated safety check: Pass | MIT | 10 days ago |
| 28 | 28.Geomaster Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. | agent-skills-hub/ | 111 | 1 repo | ~5.2k | Automated safety check: Pass | MIT | 5 days ago |
| 29 | Imagery provider adaptation skill for HASTE. An agent skill from microsoft/haste. | microsoft/ | 106 | — | ~1.3k | Automated safety check: Pass | MIT | 4 days ago |
| 30 | 30.Geomaster Supports geospatial research workflows for remote sensing, vector and raster GIS, spatial statistics, terrain and network analysis, and machine learning for Earth observation. | K-Dense-AI/ | 48k | 1 repo | ~2.8k | Automated safety check: Pass | MIT | 2 days ago |
| 31 | Azure Maps SDK for .NET. An agent skill from microsoft/skills. | microsoft/ | 3.1k | 6 repos | ~3.9k | Automated safety check: Pass | MIT | yesterday |
| 32 | A skill your agent uses when defending the research design of an Annals of the American Association of Geographers manuscript — spatial/quantitative analysis and GIScience, remote-sensing and… | brycewang-stanford/ | 1.2k | — | ~1.4k | Automated safety check: Pass | MIT | 10 days ago |
| 33 | Turn a refined GIScience / remote sensing / spatial data science proposal into a detailed, claim-driven experiment roadmap. | GRIND-Lab-Core/ | 106 | — | ~3.3k | Automated safety check: Warn | No licence | 5 mo ago |
| 34 | 34.Geopandas Guidance and local audit tools for Python workflows that directly use GeoPandas GeoSeries, GeoDataFrame, spatial operations, or vector-data I/O. | K-Dense-AI/ | 48k | 1 repo | ~3.8k | Automated safety check: Notes | MIT | 2 days ago |
| 35 | Countries, states, cities, ResolveLocationAction, Location base model, LocationType enum, geocoding, and location-level Redis data. | OpenLitterMap/ | 134 | — | ~1.7k | Automated safety check: Pass | GPL-3.0 | 22 days ago |
| 36 | Integrates Amazon Location Service APIs for AWS applications. | awslabs/ | 912 | — | ~4k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 37 | Builds dashboards, reports, and data-driven interfaces requiring charts, graphs, or visual analytics. | ancoleman/ | 526 | — | ~2.4k | Automated safety check: Pass | MIT | 10 mo ago |
| 38 | 38.Mapkit Implement, review, or improve maps and location features in iOS/macOS apps using MapKit and CoreLocation. | dpearson2699/ | 1.2k | — | ~4.1k | Automated safety check: Pass | Unknown | 2 mo ago |
| 39 | Spatial analysis of cell neighborhoods and interactions in IMC data. | FreedomIntelligence/ | 3.1k | 1 repo | ~1.9k | Automated safety check: Pass | No licence | 2 mo ago |
| 40 | Process, analyze, and visualize geospatial data at scale. An agent skill from curiositech/some_claude_skills. | curiositech/ | 243 | — | ~3k | Automated safety check: Pass | MIT | 1 mo ago |
| 41 | Add geolocation capabilities to .NET MAUI apps using Microsoft.Maui.Devices.Sensors. | davidortinau/ | 174 | — | ~1.2k | Automated safety check: Pass | MIT | 3 mo ago |
| 42 | 42.Maui Maps Guidance for adding map controls, pins, polygons, polylines, geocoding, Google Maps API key configuration, and platform setup in .NET MAUI apps using Microsoft.Maui.Controls.Maps. | davidortinau/ | 174 | — | ~1.1k | Automated safety check: Pass | MIT | 3 mo ago |
| 43 | Guideline-driven spatial analysis skill. An agent skill from GRIND-Lab-Core/night_owl_research_agent. | GRIND-Lab-Core/ | 106 | — | ~8.1k | Automated safety check: Warn | No licence | 5 mo ago |
| 44 | Analyze spatial cell-cell interactions, neighborhoods, and niches in IMC/MIBI data with squidpy and imcRtools, covering neighborhood-enrichment permutation nulls, the abundance-vs-density confound… | GPTomics/ | 1.2k | 1 repo | ~3.5k | Automated safety check: Pass | MIT | 1 mo ago |
| 45 | Orchestrates imaging mass cytometry from raw MCD acquisitions to patient-level spatial analysis, chaining steinbock preprocessing, Mesmer/Cellpose segmentation, single-cell quantification… | GPTomics/ | 1.2k | 1 repo | ~4.6k | Automated safety check: Pass | MIT | 1 mo ago |
| 46 | 46.Geopandas Spatial data: GeoDataFrames, spatial joins, CRS/projections, choropleth/interactive maps, spatial autocorrelation, PySAL. | brycewang-stanford/ | 4.5k | — | ~3.5k | Automated safety check: Pass | Unknown | 2 days ago |
| 47 | 47.Plotly Plotly interactive visualization. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. | brycewang-stanford/ | 4.5k | — | ~1.9k | Automated safety check: Pass | Unknown | 2 days ago |
| 48 | 48.Plotnine plotnine static visualization (ggplot2 syntax for Python). An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. | brycewang-stanford/ | 4.5k | — | ~1.5k | Automated safety check: Pass | Unknown | 2 days ago |
Questions, answered from the data.
What is the best geospatial analysis skill?
Antv L7 from antvis/L7 ranks first of the 94 geospatial analysis skills listed here, with the highest score: its repository has 4.1k GitHub stars, its SKILL.md loads about 1.4k tokens and it passes the automated safety check with no findings. Next come Geo Sleuth and Spatial.
Which geospatial analysis skills are official?
9 of the 94 geospatial analysis skills are official, published by the vendor's own GitHub organization: Spatial, Databricks Dbsql, Imagery Provider Adaptation, Azure Maps Search Dotnet, Amazon Location Service and 4 more.
How are these skills ranked?
By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.