The Agent Skills Directory

[COMMAND_EXECUTION]: Extensive use of the subprocess module across multiple scripts to orchestrate analysis and interact with system tools.
accel.py runs nvidia-smi, powershell, and uv to manage GPU acceleration environments.
net.py, osm.py, pano.py, and gsv.py use curl to fetch data from various external geospatial APIs.
recon.py and photo_session.py use uv run to execute other scripts in the suite.
meta.py executes exiftool to extract deep metadata from images.
[DYNAMIC_EXECUTION]: Several scripts employ dynamic execution patterns for performance or functionality.
textgeo.py and geodata.py use pickle.load() to deserialize local cache files (cities500.v3.pkl), which is unsafe if the cache files are tampered with.
accel.py performs dynamic environment setup by running uv pip install to configure a GPU-accelerated environment at runtime.
Static analysis identifies the use of eval() in sat_scan.py and match.py for coordinate or geometric processing.
[EXTERNAL_DOWNLOADS]: The skill downloads significant external resources from well-known and research-oriented sources.
Fetches local ML models (approx. 6.2 GB) from Hugging Face (StreetCLIP, GeoCLIP, OWLv2, etc.).
Downloads the GeoCalib library directly from a GitHub repository at runtime.
Fetches geospatial data from OpenStreetMap (Overpass), GeoNames, and Socrata open-data portals.
[INDIRECT_PROMPT_INJECTION]: The skill has a vulnerability surface where untrusted data from images is ingested into the agent's context.
Ingestion points: ocr.py and intake.py extract text from user-supplied images.
Boundary markers: The instructions in SKILL.md remind the agent to treat metadata and extracted text as hypotheses, but explicit delimiters for OCR output are not strictly enforced.
Capability inventory: The skill has significant capabilities including network access, file system writes, and subprocess execution across all 38 scripts.
Sanitization: Extracted text is used to construct queries for poi.py and textgeo.py, creating a path for potential injection if the LLM interprets text as instructions.

geo-intelligence