{"adoption": {"forks": 250, "observed_at": "2026-08-28T04:03:46.897250+00:00", "stars": 1152}, "canonical_url": "https://ross.abutalabs.com/products/titiler", "card": {"archived": false, "artifact_type": "service", "description": "Build your own Raster dynamic map tile services", "domain": ["web-development", "data-science"], "enriched": true, "function": ["http-server", "web-framework", "image-processing", "api-framework"], "health_score": 100, "homepage": "https://developmentseed.org/titiler/", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["developmentseed/titiler"], "name": "developmentseed/titiler", "platform": ["python", "serverless", "cloud", "self-hosted"], "pushed_at": "2026-08-24T08:13:33+00:00", "repo": "developmentseed/titiler", "stars": 1152, "tags": ["dynamic-tiling", "cog", "stac", "mosaic", "map-tiles", "gdal", "rasterio", "fastapi", "ogc-tiles-api", "aws-lambda", "maps", "geospatial", "docker"], "topics": ["fastapi", "cog", "aws-cdk", "aws-lambda", "stac", "cogeotiff", "mosaicjson", "raster", "dynamic", "server", "rest", "gdal", "rasterio", "tile", "map-tile-server", "map-tiles"], "urls": [], "use_cases": ["serve map tiles from cloud optimized geotiffs", "build a dynamic raster tile server for web maps", "create tile endpoints for STAC satellite imagery", "serve virtual mosaics from mosaic", "deploy a serverless tile API on AWS Lambda", "render zarr or netcdf multidimensional datasets as tiles", "support multiple tile matrix sets and projections in a tile service"], "what_it_is": "TiTiler is a set of Python packages for building dynamic raster map tile services on top of FastAPI and Rasterio/GDAL. It serves tiles from Cloud Optimized GeoTIFFs, STAC items, Zarr datasets, and MosaicJSON virtual mosaics with support for multiple projections and OGC tile APIs.", "when_to_avoid": ["you only need to serve pre-rendered static tiles from a file server", "your data is vector rather than raster", "you want a turnkey GIS server with full WMS/WFS support rather than a tiling framework"], "when_to_choose": ["you need on-the-fly map tiles from COGs, STAC, or Zarr without pre-generating tiles", "you want a customizable FastAPI-based tiling service deployable to Lambda, ECS, or Kubernetes", "you need OGC Tiles/WMTS API compliance and multiple projections"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/titiler", "repo": "developmentseed/titiler", "role": "main", "score": 98}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:03:46.897250+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T06:33:32.515370+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "97fbffe30ca08ba68c6a5532eea3a20c39329993373d34d92010337ae36254fc", "fetched_at": "2026-08-28T04:03:46.897250+00:00", "kind": "readme", "missing": false, "url": "https://github.com/developmentseed/titiler"}, {"content_hash": "113205ed04a2003bf58bd24402312a0a8834d33fd49614b90b8ea9e9dc2705b6", "fetched_at": "2026-08-29T12:38:19.146359+00:00", "kind": "homepage", "missing": false, "url": "https://developmentseed.org/titiler/"}, {"content_hash": "8de8cd25b533688b17933214764b770ec5b1ac870fc951a58fa16d5e1736d4d7", "fetched_at": "2026-08-29T12:38:19.155763+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/titiler/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:03:46.897250+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T06:33:32.515370+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "97fbffe30ca08ba68c6a5532eea3a20c39329993373d34d92010337ae36254fc", "fetched_at": "2026-08-28T04:03:46.897250+00:00", "kind": "readme", "missing": false, "url": "https://github.com/developmentseed/titiler"}, {"content_hash": "113205ed04a2003bf58bd24402312a0a8834d33fd49614b90b8ea9e9dc2705b6", "fetched_at": "2026-08-29T12:38:19.146359+00:00", "kind": "homepage", "missing": false, "url": "https://developmentseed.org/titiler/"}, {"content_hash": "8de8cd25b533688b17933214764b770ec5b1ac870fc951a58fa16d5e1736d4d7", "fetched_at": "2026-08-29T12:38:19.155763+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/titiler/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T06:33:32.515370+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "97fbffe30ca08ba68c6a5532eea3a20c39329993373d34d92010337ae36254fc", "fetched_at": "2026-08-28T04:03:46.897250+00:00", "kind": "readme", "missing": false, "url": "https://github.com/developmentseed/titiler"}, {"content_hash": "113205ed04a2003bf58bd24402312a0a8834d33fd49614b90b8ea9e9dc2705b6", "fetched_at": "2026-08-29T12:38:19.146359+00:00", "kind": "homepage", "missing": false, "url": "https://developmentseed.org/titiler/"}, {"content_hash": "8de8cd25b533688b17933214764b770ec5b1ac870fc951a58fa16d5e1736d4d7", "fetched_at": "2026-08-29T12:38:19.155763+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/titiler/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:03:46.897250+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:03:46.897250+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:03:46.897250+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T06:33:32.515370+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "97fbffe30ca08ba68c6a5532eea3a20c39329993373d34d92010337ae36254fc", "fetched_at": "2026-08-28T04:03:46.897250+00:00", "kind": "readme", "missing": false, "url": "https://github.com/developmentseed/titiler"}, {"content_hash": "113205ed04a2003bf58bd24402312a0a8834d33fd49614b90b8ea9e9dc2705b6", "fetched_at": "2026-08-29T12:38:19.146359+00:00", "kind": "homepage", "missing": false, "url": "https://developmentseed.org/titiler/"}, {"content_hash": "8de8cd25b533688b17933214764b770ec5b1ac870fc951a58fa16d5e1736d4d7", "fetched_at": "2026-08-29T12:38:19.155763+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/titiler/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:03:46.897250+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:03:46.897250+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T06:33:32.515370+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "97fbffe30ca08ba68c6a5532eea3a20c39329993373d34d92010337ae36254fc", "fetched_at": "2026-08-28T04:03:46.897250+00:00", "kind": "readme", "missing": false, "url": "https://github.com/developmentseed/titiler"}, {"content_hash": "113205ed04a2003bf58bd24402312a0a8834d33fd49614b90b8ea9e9dc2705b6", "fetched_at": "2026-08-29T12:38:19.146359+00:00", "kind": "homepage", "missing": false, "url": "https://developmentseed.org/titiler/"}, {"content_hash": "8de8cd25b533688b17933214764b770ec5b1ac870fc951a58fa16d5e1736d4d7", "fetched_at": "2026-08-29T12:38:19.155763+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/titiler/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:03:46.897250+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:03:46.897250+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:03:46.897250+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T06:33:32.515370+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "97fbffe30ca08ba68c6a5532eea3a20c39329993373d34d92010337ae36254fc", "fetched_at": "2026-08-28T04:03:46.897250+00:00", "kind": "readme", "missing": false, "url": "https://github.com/developmentseed/titiler"}, {"content_hash": "113205ed04a2003bf58bd24402312a0a8834d33fd49614b90b8ea9e9dc2705b6", "fetched_at": "2026-08-29T12:38:19.146359+00:00", "kind": "homepage", "missing": false, "url": "https://developmentseed.org/titiler/"}, {"content_hash": "8de8cd25b533688b17933214764b770ec5b1ac870fc951a58fa16d5e1736d4d7", "fetched_at": "2026-08-29T12:38:19.155763+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/titiler/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:03:46.897250+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:03:46.897250+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T06:33:32.515370+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "97fbffe30ca08ba68c6a5532eea3a20c39329993373d34d92010337ae36254fc", "fetched_at": "2026-08-28T04:03:46.897250+00:00", "kind": "readme", "missing": false, "url": "https://github.com/developmentseed/titiler"}, {"content_hash": "113205ed04a2003bf58bd24402312a0a8834d33fd49614b90b8ea9e9dc2705b6", "fetched_at": "2026-08-29T12:38:19.146359+00:00", "kind": "homepage", "missing": false, "url": "https://developmentseed.org/titiler/"}, {"content_hash": "8de8cd25b533688b17933214764b770ec5b1ac870fc951a58fa16d5e1736d4d7", "fetched_at": "2026-08-29T12:38:19.155763+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/titiler/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T06:33:32.515370+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "97fbffe30ca08ba68c6a5532eea3a20c39329993373d34d92010337ae36254fc", "fetched_at": "2026-08-28T04:03:46.897250+00:00", "kind": "readme", "missing": false, "url": "https://github.com/developmentseed/titiler"}, {"content_hash": "113205ed04a2003bf58bd24402312a0a8834d33fd49614b90b8ea9e9dc2705b6", "fetched_at": "2026-08-29T12:38:19.146359+00:00", "kind": "homepage", "missing": false, "url": "https://developmentseed.org/titiler/"}, {"content_hash": "8de8cd25b533688b17933214764b770ec5b1ac870fc951a58fa16d5e1736d4d7", "fetched_at": "2026-08-29T12:38:19.155763+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/titiler/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T06:33:32.515370+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "97fbffe30ca08ba68c6a5532eea3a20c39329993373d34d92010337ae36254fc", "fetched_at": "2026-08-28T04:03:46.897250+00:00", "kind": "readme", "missing": false, "url": "https://github.com/developmentseed/titiler"}, {"content_hash": "113205ed04a2003bf58bd24402312a0a8834d33fd49614b90b8ea9e9dc2705b6", "fetched_at": "2026-08-29T12:38:19.146359+00:00", "kind": "homepage", "missing": false, "url": "https://developmentseed.org/titiler/"}, {"content_hash": "8de8cd25b533688b17933214764b770ec5b1ac870fc951a58fa16d5e1736d4d7", "fetched_at": "2026-08-29T12:38:19.155763+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/titiler/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T06:33:32.515370+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "97fbffe30ca08ba68c6a5532eea3a20c39329993373d34d92010337ae36254fc", "fetched_at": "2026-08-28T04:03:46.897250+00:00", "kind": "readme", "missing": false, "url": "https://github.com/developmentseed/titiler"}, {"content_hash": "113205ed04a2003bf58bd24402312a0a8834d33fd49614b90b8ea9e9dc2705b6", "fetched_at": "2026-08-29T12:38:19.146359+00:00", "kind": "homepage", "missing": false, "url": "https://developmentseed.org/titiler/"}, {"content_hash": "8de8cd25b533688b17933214764b770ec5b1ac870fc951a58fa16d5e1736d4d7", "fetched_at": "2026-08-29T12:38:19.155763+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/titiler/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 100, "rhythm": 95}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 2623, "days_push": 9, "days_rel": 35, "gap_med": 14, "n_releases_24m": 38}, "score": 98, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}