Site Intelligence

io.github.bayrakdaralperPublished by GitHub account bayrakdaralperv0.1.4Updated Oct 24, 2026

Score any coordinate for ecological and agricultural land suitability from satellite data

VerifiedSTDIODesktop onlyLocation & LifestyleData & Analytics

Overview

AI-generated overview

Scores any geographic coordinate for ecological and agricultural land suitability from satellite and climate data, returning a weighted score with a per-metric,

What you can do
Score a coordinate for land suitability, with optional analysis radius, seasonal month and summary or full detail level, returning a weighted score with a per-metric breakdown covering vegetation health, water access, precipitation, terrain, cropland proximity, urbanisation pressure, climate and infrastructure distance.
When to use it
Useful for agtech, precision agriculture, ecological field research, conservation planning, environmental consulting and apiary siting, for example comparing several coordinates for a reforestation site or checking a location for a specific month.
Requirements
Runs locally over stdio, installed with uvx or pip (Python). Requires a RapidAPI key with a subscription to the Site Intelligence API, supplied in the RAPIDAPI_KEY environment variable; the free tier is available. Network access to the API is needed. An optional BEELOCATE_RAPIDAPI_HOST variable overrides the default host.
Before you install
The RAPIDAPI_KEY secret is passed in the environment and must be kept private. Usage counts against your RapidAPI plan's rate limits and quota, which may involve paid tiers. Results are not a weather forecast or a property-value estimate, and resolution is limited by the underlying satellite sources, so very small radii will not resolve individual parcels.

Installation

In SourceWeft

  1. Open Site Intelligence in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.

Other MCP clients

Follow the launch instructions in the repository.

README

Site Intelligence MCP

Score any geographic coordinate for ecological and agricultural land suitability, directly from your AI coding agent.

Analyses satellite and climate data around a point and returns a weighted suitability score with a per-metric breakdown: vegetation health, water access, precipitation, terrain, cropland proximity, urbanisation pressure, climate, and distance to infrastructure.

Built for agtech, precision agriculture, ecological field research, conservation planning, environmental consulting and apiculture.

Install

Requires a key for the Site Intelligence API on RapidAPI (free tier available).

Claude Code

bash
claude mcp add site-intelligence \  --env RAPIDAPI_KEY=your_key_here \  -- uvx site-intelligence-mcp

Claude Desktop / Cursor / Windsurf

Add to your MCP config:

json
{  "mcpServers": {    "site-intelligence": {      "command": "uvx",      "args": ["site-intelligence-mcp"],      "env": {        "RAPIDAPI_KEY": "your_key_here"      }    }  }}

Usage

Ask your agent in plain language:

How suitable is 38.42, 27.14 for an apiary? Check May specifically.

Compare these three coordinates for a reforestation site and tell me which has the best water access.

Tool

site_score

ParameterTypeDefaultNotes
latfloatrequired-90 to 90
lonfloatrequired-180 to 180
radius_mint2000Analysis radius, 200-5000
monthint(none)1-12 for a seasonal view; omit for annual
detail"summary" | "full""summary""full" adds per-metric raw diagnostics

detail defaults to "summary" deliberately: tool results are spent from the model's context window, and the full diagnostic payload runs to several KB. Ask for "full" only when you need the underlying values.

Without uv

bash
pip install site-intelligence-mcp

then use site-intelligence-mcp as the command with no args.

Configuration

VariableRequiredDefault
RAPIDAPI_KEYyes—
BEELOCATE_RAPIDAPI_HOSTnosite-intelligence-api.p.rapidapi.com

Get a key from the Site Intelligence API listing.

Limits

  • Not a weather forecast and not a property-value estimate.
  • Resolution is bounded by the underlying satellite sources; very small radii will not resolve individual parcels.
  • Rate limits and quota follow your RapidAPI plan.

Licence

MIT

Source: README.md at commit d5df50a

Tools

0
SourceWeft has not started this package in its sandbox yet, so its tools are not known.

Version history

1
  1. v0.1.4LatestSep 16, 2026

Score

50% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 days25 pts

    Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.

  • Auth declared10 pts

    Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.

  • Tools listed15 pts

    Answer tools/list without a credential, or ship a package that starts in a sandbox without one.

  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts