NDP MCP

Author: rpawar4

mcps/NDP/README.md

@@ -0,0 +1,54 @@
+# GNSS Station Data Analysis Report
+
+## Dataset Information
+- **Station Name:** RHCL.CI.LY_.20
+- **Dataset ID:** fd1f52cd-6bed-46c8-a853-045b79da7981
+- **Organization:** earthscope_consortium
+- **Analysis Date:** 2025-08-20 23:57:07
+
+## Data Overview
+- **Description:** GNSS station data for RHCL.CI.LY_.20 containing precise positioning information
+- **Spatial Coverage:** Continental United States
+- **Temporal Coverage:** 2024-12-03 to 2024-12-12
+
+## Data Statistics
+- **Total Records:** 816,588
+- **Data Completeness:** 94.5%
+- **Standard Deviations (ENU):** 0.18, 0.08, 0.22 meters
+
+## Data Quality Assessment
+- **Missing Values:** None detected
+- **Data Types:** time: datetime64[ns], east: float64, north: float64, up: float64, sigEE: float64, sigNN: float64, sigUU: float64, qChannel: int64
+
+## Geospatial Information
+- **Features:** 2
+- **Geometry Type:** Point
+- **Coordinate Reference System:** EPSG:4326
+
+## Analysis Summary
+This dataset contains precise GNSS positioning data for station RHCL.CI.LY_.20. The time series shows:
+- Stable baseline positioning with occasional excursions
+- High-frequency (1Hz) sampling rate
+- Three-component positioning (East, North, Up)
+- Good data quality with minimal gaps
+
+## Files Generated
+1. **RHCL.CI.LY_.20.csv** - Raw time series data
+2. **rhcl.geojson** - Geospatial metadata
+3. **RHCL.CI.LY_.20.png** - Time series visualization
+4. **dataset_summary.md** - This documentation
+
+## Technical Details
+- **Processing Tool:** NDP MCP Server + Pandas MCP
+- **Visualization:** Matplotlib with seaborn styling
+- **Data Format:** CSV for time series, GeoJSON for spatial data
+- **Coordinate System:** WGS84 (EPSG:4326)
+
+## Recommendations
+1. **Data Validation:** Verify coordinate system and datum
+2. **Quality Control:** Investigate large excursions in the time series
+3. **Further Analysis:** Consider filtering and smoothing techniques
+4. **Integration:** Combine with other GNSS stations for network analysis
+
+---
+*Generated by EarthScope NDP MCP Workflow*

mcps/NDP/earthscope_output/RHCL.CI.LY_.20.csv

@@ -0,0 +1 @@
+{"type": "FeatureCollection", "features": [{"type": "Feature", "properties": {"station_code": "RHCL", "network_code": "CI", "location_code": "LY_", "channel_code": "20", "latitude": "34.01905274", "longitude": "-118.02617609"}, "geometry": {"type": "Point", "coordinates": [-118.02617609, 34.01905274]}}, {"type": "Feature", "properties": {"station_code": "RHCL", "network_code": "CI", "location_code": "LY_", "channel_code": "20", "latitude": "34.01905274", "longitude": "-118.02617609"}, "geometry": {"type": "Polygon", "coordinates": [[[-118.02627609000001, 34.018952739999996], [-118.02627609000001, 34.01915274], [-118.02607609, 34.01915274], [-118.02607609, 34.018952739999996], [-118.02627609000001, 34.018952739999996]]]}, "bbox": [-118.02627609000001, 34.018952739999996, -118.02607609, 34.01915274]}]}

mcps/NDP/earthscope_output/RHCL.CI.LY_.20.png

@@ -0,0 +1,93 @@
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.build"
+
+[project]
+name = "ndp-mcp-server"
+version = "1.0.0"
+description = "Model Context Protocol (MCP) server for National Data Platform integration"
+readme = "README.md"
+license = {text = "MIT"}
+authors = [
+    {name = "NDP MCP Team", email = "[email protected]"}
+]
+maintainers = [
+    {name = "NDP MCP Team", email = "[email protected]"}
+]
+keywords = ["mcp", "national-data-platform", "earthscope", "geospatial", "data-analysis"]
+classifiers = [
+    "Development Status :: 4 - Beta",
+    "Intended Audience :: Developers",
+    "Intended Audience :: Science/Research",
+    "License :: OSI Approved :: MIT License",
+    "Operating System :: OS Independent",
+    "Programming Language :: Python :: 3",
+    "Programming Language :: Python :: 3.8",
+    "Programming Language :: Python :: 3.9",
+    "Programming Language :: Python :: 3.10",
+    "Programming Language :: Python :: 3.11",
+    "Topic :: Scientific/Engineering :: Information Analysis",
+    "Topic :: Software Development :: Libraries :: Python Modules",
+]
+requires-python = ">=3.10"
+dependencies = [
+    "mcp>=1.0.0",
+    "aiohttp>=3.8.0",
+    "pandas>=2.0.0",
+    "geopandas>=0.13.0",
+    "shapely>=2.0.0",
+    "requests>=2.28.0",
+    "asyncio-throttle>=1.0.0",
+    "python-dotenv>=1.0.0",
+    "pydantic>=2.0.0",
+    "typing-extensions>=4.5.0",
+    "matplotlib>=3.5.0",
+    "seaborn>=0.11.0",
+    "numpy>=1.21.0",
+]
+
+[project.optional-dependencies]
+dev = [
+    "pytest>=7.0.0",
+    "pytest-asyncio>=0.21.0",
+    "black>=22.0.0",
+    "isort>=5.0.0",
+    "flake8>=5.0.0",
+    "mypy>=1.0.0",
+]
+
+[project.urls]
+Homepage = "https://github.com/example/ndp-mcp-server"
+Documentation = "https://github.com/example/ndp-mcp-server#readme"
+Repository = "https://github.com/example/ndp-mcp-server"
+Issues = "https://github.com/example/ndp-mcp-server/issues"
+
+[project.scripts]
+ndp-mcp-server = "ndp.src.ndp_mcp_server:main"
+
+[project.entry-points."mcp.servers"]
+ndp = "ndp.src.ndp_mcp_server:main"
+
+[tool.hatch.build.targets.wheel]
+packages = ["src"]
+
+[tool.black]
+line-length = 88
+target-version = ['py38']
+
+[tool.isort]
+profile = "black"
+line_length = 88
+
+[tool.mypy]
+python_version = "3.8"
+warn_return_any = true
+warn_unused_configs = true
+disallow_untyped_defs = true
+
+[tool.pytest.ini_options]
+testpaths = ["test"]
+python_files = ["test_*.py"]
+python_classes = ["Test*"]
+python_functions = ["test_*"]
+asyncio_mode = "auto"

mcps/NDP/earthscope_output/dataset_summary.md

@@ -0,0 +1,13 @@
+mcp>=1.0.0
+aiohttp>=3.8.0
+pandas>=2.0.0
+geopandas>=0.13.0
+shapely>=2.0.0
+requests>=2.28.0
+asyncio-throttle>=1.0.0
+python-dotenv>=1.0.0
+pydantic>=2.0.0
+typing-extensions>=4.5.0
+matplotlib>=3.5.0
+seaborn>=0.11.0
+numpy>=1.21.0

mcps/NDP/earthscope_output/rhcl.geojson

@@ -0,0 +1,13 @@
+"""
+NDP MCP Server Package
+
+A Model Context Protocol (MCP) server for National Data Platform integration.
+"""
+
+__version__ = "1.0.0"
+__author__ = "NDP MCP Team"
+__email__ = "[email protected]"
+
+from .ndp_mcp_server import NDPMCPServer, NDPClient
+
+__all__ = ["NDPMCPServer", "NDPClient"]