REPOGEO REPORT · LITE
AlexeyPechnikov/pygmtsar
Default branch pygmtsar2 · commit 3ea3fda9 · scanned 6/15/2026, 11:42:15 AM
GitHub: 583 stars · 137 forks
Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface AlexeyPechnikov/pygmtsar, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.
Action plan — copy-paste fixes
3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.
- highreadme#1Reposition PyGMTSAR's core description to the top of the README
Why:
CURRENTThe first H2 in the README is "## Announcement: InSAR.dev—A Federated Python Ecosystem for SAR/InSAR".
COPY-PASTE FIXMove the section starting with "## PyGMTSAR (Python InSAR): Powerful, Accessible Satellite Interferometry" and its subsequent description to be the very first major section in the README.
- mediumreadme#2Emphasize PyGMTSAR's role as a Python wrapper for GMTSAR
Why:
CURRENTThe README mentions "PyGMTSAR (Python InSAR)" but doesn't explicitly state its wrapper nature for GMTSAR in the initial description.
COPY-PASTE FIXAdd a sentence early in the README (e.g., in the first paragraph of the PyGMTSAR section) like: "PyGMTSAR provides a high-level Python wrapper and workflow manager for the powerful GMTSAR InSAR processing software, simplifying complex Sentinel-1 satellite interferometry tasks."
- mediumhomepage#3Update repository homepage URL to reflect PyGMTSAR, not its successor
Why:
CURRENTHomepage: http://insar.dev/
COPY-PASTE FIXUpdate the homepage URL to point to a dedicated PyGMTSAR documentation page or a specific section on insar.dev that focuses solely on PyGMTSAR, if such a page exists. If not, consider creating one or removing the homepage link if no specific PyGMTSAR page is available.
Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash
Category visibility — the real GEO test
Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?
Same questions for every model — switch tabs to compare answers and rankings.
- snappy · recommended 2×
- GMTSAR · recommended 2×
- SNAP (Sentinel Application Platform) · recommended 1×
- ISCE (InSAR Scientific Computing Environment) · recommended 1×
- Generic Mapping Tools (GMT) · recommended 1×
- CATEGORY QUERYHow to process Sentinel-1 satellite data for interferometric analysis in Python?you: not recommendedAI recommended (in order):
- SNAP (Sentinel Application Platform)
- snappy
- ISCE (InSAR Scientific Computing Environment)
- GMTSAR
- Generic Mapping Tools (GMT)
- s1tiling
- GDAL
- pyresample
- rasterio
- sentinelsat
- Copernicus Open Access Hub
- SNAPHU
- numpy
- scipy
- matplotlib
- mintpy
AI recommended 16 alternatives but never named AlexeyPechnikov/pygmtsar. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat are good Python libraries for SBAS InSAR analysis in earth science applications?you: not recommendedAI recommended (in order):
- ISCE
- GMTSAR
- PyAPS
- MintPy
- StaMPS
- SARPROZ
- snappy
AI recommended 7 alternatives but never named AlexeyPechnikov/pygmtsar. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesspass
- README presencepass
Self-mention check
Does AI even know your repo exists when asked about it directly?
- Compared to common alternatives in this category, what is the core differentiator of AlexeyPechnikov/pygmtsar?passAI named AlexeyPechnikov/pygmtsar explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts AlexeyPechnikov/pygmtsar in production, what risks or prerequisites should they evaluate first?passAI named AlexeyPechnikov/pygmtsar explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- In one sentence, what problem does the repo AlexeyPechnikov/pygmtsar solve, and who is the primary audience?passAI named AlexeyPechnikov/pygmtsar explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
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AlexeyPechnikov/pygmtsar — Lite scans stay free; this card itemizes Pro deep limits vs Lite.
- Deep reports10 / month
- Brand-free category queries5 vs 2 in Lite
- Prioritized action items8 vs 3 in Lite