mcp · Global

NTL-GPT

NTL-GPT: A Collaborative Multi-Agent System for Automating Nighttime Light Remote Sensing Tasks

Claim this listing

Represent NTL-GPT? Send a claim for review so we can discuss listing updates. Claims do not automatically grant ownership or verification.

Data offered llm-inferred: nighttime light (NTL) remote sensing data and products · NTL event-window and change analysis · SDGSAT-1 lighting-type composition · Google Earth Engine and NASA Earthdata/CMR data acquisition · local geospatial preprocessing
Coverage llm-inferred: Global (ENTRY regions); documented case studies in Myanmar, Tehran and Shanghai
Formats docs-verified: MCP
Access docs-verified: Requires own credentials: DeepSeek_API_KEY, DASHSCOPE_API_KEY, EARTHDATA_TOKEN and Google Earth Engine project/host credentials; amap_api_key optional. Licence not stated (ENTRY licence: null).

Use cases llm-inferred: Night-time light trend analysis as a socio-economic proxy for an EIA or development study area · Event-window NTL change mapping for post-flood or post-incident disruption assessment · Acquiring and pre-processing NTL imagery via Earthdata/GEE for a site-scale GIS dataset
Audience llm-inferred: GIS analysts · environmental consultants · remote sensing analysts · planners · hydrologists

Constraints llm-inferred: Requires Python 3.11 and Conda for native geospatial dependencies (recommended) · Generated code runs in a local subprocess and is not a hardened security sandbox · Private Earth Engine boundary assets and private or copyrighted RAG corpora are not included · Missing optional RAG indexes return an empty or unavailable response · Hosted demo may run a different revision from the repository · Continuous autonomous event monitoring is a future extension, not available · Reported 179/200 scientific success is on the project's own benchmark, not independent validation · Licence not stated in ENTRY metadata

Licence: Unknown — check provider terms
Authentication: API key via env: DASHSCOPE_API_KEY, EARTHDATA_TOKEN (auto-extracted from README)
GitHub stars: 2
Last commit: 14/09/2026
Last successful page check: 14/10/2026
Page health: healthy
Package: Not recorded
Verification: Not independently verified

Auto-extracted, unverified fields: tools, auth. Check upstream documentation.

Daily discovery 2026-10-15: GitHub search; verified via GitHub API. Tools/install/auth auto-extracted from README.

Metadata observed 14/10/2026 · daily-2026-10-15 (github-search)