# Site Intelligence (pypi · site-intelligence-mcp)

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

- Trust score: 50/100 (low)
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-09-20

## Components

- pypi · `site-intelligence-mcp`: 50/100 (this document), [markdown](https://verifymcp.io/servers/bayrakdaralper-site-intelligence-mcp/site-intelligence-mcp.md), [page](https://verifymcp.io/servers/bayrakdaralper-site-intelligence-mcp/site-intelligence-mcp)

## Channel facts

- Registry: `pypi`
- Package: `site-intelligence-mcp`
- Version: `0.1.4`
- Transport: `stdio`

## Trust breakdown

How this component scores in each security and reliability category. Every signal is checked automatically from public evidence about the published package, including repeated runs of it in an isolated sandbox, and we only credit what we can confirm. Scores are 0–100 per category. Scoring method: https://verifymcp.io/docs/scoring (what has changed: https://verifymcp.io/docs/scoring/changelog)

Scored 2026-09-20.

- **Supply Chain Security**: 50/100
  - Malware scan not yet available for this package.
  - No known CVEs affecting this package version or its production dependencies.
  - Runs hatchling.build at install time, a recognised native-build step with no shell scripting around it.
  - 1 of 32 dependencies flagged as unhealthy.
- **Provenance & Transparency**: 45/100
  - Source repository is publicly reachable at the declared URL.
  - Provenance check failed: no build-provenance attestation is published.
  - Clear OSI-approved license (MIT).
  - Actively maintained (last published 4 days ago).
  - Disclosure check failed: no security disclosure policy was found in the source repository.
- **Schema Quality & AI Usability**: 60/100
  - AI-judged instruction clarity (good).
  - Context-footprint check failed: tool/resource definitions use about 293 tokens (~293/item across 1 items; 1 tools + 0 resources), over budget; trim descriptions and params.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 0/100
  - Stability not yet verified: not enough scan history yet (needs a 30-day window).
- **Tool Coverage**: 71/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 0% of tool parameters carry a description.
  - Structured output schemas are declared (100% of tools); any adoption earns full credit.
- **Tool Safety**: 100/100
  - No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.
  - We read all 1 captured tool definition(s), and no name or description among them implies an irreversible operation.
  - An AI judge read all 1 captured unit(s) of tool text and found none that tries to manipulate the model reading it.
- **Capabilities**: 100/100
  - Implements a current MCP spec version (2026-07-28).

**Unverified: 1 category.** A category scored 0 because we could not verify it: a data source with nothing on this package, evidence we could not reach, or a check we could not run. We only credit what we can confirm.

## Install

### How do I install the Site Intelligence MCP server?

Site Intelligence runs locally as a PyPI package, launched with uvx site-intelligence-mcp. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

### Claude

```bash
claude mcp add bayrakdaralper-site-intelligence-mcp -- uvx site-intelligence-mcp
```

### Cursor

```json
{
  "mcpServers": {
    "bayrakdaralper-site-intelligence-mcp": {
      "command": "uvx",
      "args": [
        "site-intelligence-mcp"
      ]
    }
  }
}
```

### VS Code

```json
{
  "servers": {
    "bayrakdaralper-site-intelligence-mcp": {
      "command": "uvx",
      "args": [
        "site-intelligence-mcp"
      ]
    }
  }
}
```

### Codex

```bash
codex mcp add bayrakdaralper-site-intelligence-mcp -- uvx site-intelligence-mcp
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "bayrakdaralper-site-intelligence-mcp": {
      "type": "local",
      "command": [
        "uvx",
        "site-intelligence-mcp"
      ],
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add bayrakdaralper-site-intelligence-mcp --command uvx --arg site-intelligence-mcp
```

### Hermes

```yaml
mcp_servers:
  bayrakdaralper-site-intelligence-mcp:
    command: "uvx"
    args: ["site-intelligence-mcp"]
```

### Netclaw

```json
{
  "McpServers": {
    "bayrakdaralper-site-intelligence-mcp": {
      "Transport": "stdio",
      "Command": "uvx",
      "Arguments": [
        "site-intelligence-mcp"
      ]
    }
  }
}
```

### Vellum

```bash
assistant mcp add bayrakdaralper-site-intelligence-mcp -t stdio -c uvx -a site-intelligence-mcp
```

### Other

```json
{
  "mcpServers": {
    "bayrakdaralper-site-intelligence-mcp": {
      "command": "uvx",
      "args": [
        "site-intelligence-mcp"
      ]
    }
  }
}
```

## Changelog

Every change recorded for this component, newest first. Days that predate change tracking, or that we cannot explain, say so: "we were watching and nothing happened" and "we were not watching" are different claims.

### 2026-09-17 (score 50, −15)

- [security regression] Malware scan: pass → unverified

### 2026-09-16 (score 65, +15)

- [security improvement] Malware scan: unverified → pass

### 2026-09-15 (score 50)

First indexed and scored.

## MCP tools (1)

### `site_score` (~293 tokens)

Score a geographic coordinate for ecological and agricultural land suitability.

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

Use for site selection and land assessment — agtech, precision agriculture,
ecological field research, conservation planning, environmental consulting,
apiculture. Not a weather forecast and not a property-value estimate.

Each call runs a live satellite computation and typically takes 25-40 seconds,
occasionally longer; a smaller radius_m is faster. Prefer one call over several
exploratory ones, and tell the user the wait is expected rather than letting it
look like a hang.

Args:
    lat: Latitude, -90 to 90.
    lon: Longitude, -180 to 180.
    radius_m: Analysis radius in metres, 200 to 5000. Defaults to 2000.
    month: Month 1-12 to evaluate seasonally. Omit for an annual view.
    detail: "summary" returns scores only; "full" adds per-metric raw
        diagnostics, which is considerably larger.

Input parameters:

- `detail` (string)
- `lat` (number, required)
- `lon` (number, required)
- `month`
- `radius_m` (integer)

## Diagnostics

Captured diagnostic sections: Provenance, Install scripts, Dependencies. The full working is on the page: https://verifymcp.io/servers/bayrakdaralper-site-intelligence-mcp/site-intelligence-mcp#diagnostics

## Score history

- 2026-09-20: 50
- 2026-09-19: 50
- 2026-09-18: 50
- 2026-09-17: 50
- 2026-09-16: 65
- 2026-09-15: 50

## Common questions

### What is the Site Intelligence MCP server?

Site Intelligence is an MCP server listed in the public MCP registry as io.github.bayrakdaralper/site-intelligence-mcp. Score any coordinate for ecological and agricultural land suitability from satellite data. This page covers its PyPI package (site-intelligence-mcp).

### Is the Site Intelligence MCP server safe to use?

Site Intelligence scores 50 out of 100 on VerifyMCP. We found no known CVEs affecting it as of 20 September 2026. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

### What tools does the Site Intelligence MCP server expose?

Site Intelligence exposes 1 tool: site_score. Their descriptions and schemas cost roughly 293 tokens of context every time the server is loaded.

### Is the Site Intelligence MCP server still maintained?

Site Intelligence is still listed as active in the MCP registry. We last reached this channel on 20 September 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.

### What licence is the Site Intelligence MCP server under?

Site Intelligence declares the MIT licence, which is OSI-approved. That covers the source only, and says nothing about the cost of any service it calls.

## Links

- PyPI project: https://pypi.org/project/site-intelligence-mcp/
- Socket report: https://socket.dev/pypi/package/site-intelligence-mcp
- Repository: https://github.com/bayrakdaralper/site-intelligence-mcp
- Website: https://rapidapi.com/bayrakdaralper/api/site-intelligence-api
- Changelog RSS feed: https://verifymcp.io/servers/bayrakdaralper-site-intelligence-mcp/site-intelligence-mcp.xml
- Changelog JSON feed: https://verifymcp.io/servers/bayrakdaralper-site-intelligence-mcp/site-intelligence-mcp.json
- HTML version of this page: https://verifymcp.io/servers/bayrakdaralper-site-intelligence-mcp/site-intelligence-mcp