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@muend

muend

Izmir

Hi, I’m Muhammed Enes Duran. I build open-source tools at the intersection of GeoAI, GIS automation, remote sensing, and agentic systems.

My main projects include:

  • ArcGIS MCP Bridge — secure, local-first AI agent integration for ArcGIS Pro and ArcPy
  • GeoAI Skills — reusable Agent Skills for geospatial workflows
  • Sentinel Crop Pipeline — reproducible Sentinel-2 data preparation for crop classification
  • Agri-DSS — browser-based agricultural decision-support tools

Sponsorships help me maintain these projects, improve documentation and testing, publish stable releases, and build new open-source geospatial capabilities.

@muend

Reaching 5 sponsors will help me maintain documentation, testing, releases, and ongoing development across my open-source GeoAI projects.

Featured work

  1. muend/geoai-skills

    Measured Agent Skills for geospatial AI — 18 skills that stop when the data cannot support the claim. Routing benchmark, held-out split, and known defects published.

    Python 26
  2. muend/arcgis-mcp-bridge

    Secure, local-first MCP server exposing ArcGIS Pro's ArcPy engine over stdio JSON-RPC.

    Python 19
  3. muend/sentinel-crop-pipeline

    Open-source, config-driven pipeline for discovering, preprocessing, and patching Sentinel-2 L2A imagery into U-Net-ready training datasets for crop classification — hybrid rule-based + AI scene sel…

    Python 2
  4. muend/agri-dss

    Spatial Decision Support System (Agri-DSS) for the Western Antalya Corridor. Vectorized regional suitability analytics engine powered by FastAPI, GeoPandas, NumPy, and React.

    HTML 6
  5. muend/kutri-resilience-index

    A reproducible urban-territorial resilience index prototype for Kaş/Bayındır, Antalya, based on a five-pillar composite indicator framework.

    Jupyter Notebook 4
  6. muend/turkiye-housing-prices-pandemic

    Region-level analysis of Türkiye's housing market that separates real (inflation-adjusted) price growth from inflation, comparing the six years before and after the COVID-19 pandemic (2014–2025) — …

    Jupyter Notebook 4

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$ a month

You'll receive any rewards listed in the $3 monthly tier. Additionally, a Public Sponsor achievement will be added to your profile.

$3 a month

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Support the continued maintenance of my open-source GeoAI, GIS automation, and remote-sensing projects. Your sponsorship helps fund documentation, testing, releases, and ongoing development.

$10 a month

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Support active development across ArcGIS MCP Bridge, GeoAI Skills, Sentinel Crop Pipeline, and related open-source projects.

Your sponsorship helps improve testing, documentation, compatibility, packaging, and new releases. Sponsors at this tier may also receive occasional development updates and public acknowledgement.

$25 a month

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Support sustained, production-focused development of my open-source GeoAI and GIS automation projects.

This tier includes public acknowledgement, occasional roadmap updates, and priority consideration for relevant feature suggestions and documented use cases.

Custom development, consulting, and guaranteed response times are not included.