Site Intelligence
PYPI · SITE-INTELLIGENCE-MCP · SCANNED SEP 20
Score any coordinate for ecological and agricultural land suitability from satellite data
Available components
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. How we score → Why this is hard to score →
Supply Chain Security50
- Malware scan not yet available for this package.Unverified
- No known CVEs affecting this package version or its production dependencies.Pass
- Runs hatchling.build at install time, a recognised native-build step with no shell scripting around it. View diagnostics → Pass
- 1 of 32 dependencies flagged as unhealthy. View diagnostics → Partial
Provenance & Transparency45
- Source repository is publicly reachable at the declared URL. View diagnostics → Pass
- Provenance check failed: no build-provenance attestation is published. See how to fix → View diagnostics → Fail
- Clear OSI-approved license (MIT).Pass
- Actively maintained (last published 4 days ago).Pass
- Disclosure check failed: no security disclosure policy was found in the source repository. See how to fix → Fail
Schema Quality & AI Usability60
- AI-judged instruction clarity (good).Pass
- 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. See how to fix → Fail
- Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management0
- Stability not yet verified: not enough scan history yet (needs a 30-day window).Unverified
Tool Coverage71
- 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
- 0% of tool parameters carry a description.Fail
- Structured output schemas are declared (100% of tools); any adoption earns full credit.Pass
Tool Safety100
- No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
- We read all 1 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
- An AI judge read all 1 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities100
- Implements a current MCP spec version (2026-07-28).Pass
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.
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.
pypi · site-intelligence-mcp
claude mcp add bayrakdaralper-site-intelligence-mcp -- uvx site-intelligence-mcp
{
"mcpServers": {
"bayrakdaralper-site-intelligence-mcp": {
"command": "uvx",
"args": [
"site-intelligence-mcp"
]
}
}
} {
"servers": {
"bayrakdaralper-site-intelligence-mcp": {
"command": "uvx",
"args": [
"site-intelligence-mcp"
]
}
}
} codex mcp add bayrakdaralper-site-intelligence-mcp -- uvx site-intelligence-mcp
{
"$schema": "https://opencode.ai/config.json",
"mcp": {
"bayrakdaralper-site-intelligence-mcp": {
"type": "local",
"command": [
"uvx",
"site-intelligence-mcp"
],
"enabled": true
}
}
} openclaw mcp add bayrakdaralper-site-intelligence-mcp --command uvx --arg site-intelligence-mcp
mcp_servers:
bayrakdaralper-site-intelligence-mcp:
command: "uvx"
args: ["site-intelligence-mcp"] {
"McpServers": {
"bayrakdaralper-site-intelligence-mcp": {
"Transport": "stdio",
"Command": "uvx",
"Arguments": [
"site-intelligence-mcp"
]
}
}
} assistant mcp add bayrakdaralper-site-intelligence-mcp -t stdio -c uvx -a site-intelligence-mcp
{
"mcpServers": {
"bayrakdaralper-site-intelligence-mcp": {
"command": "uvx",
"args": [
"site-intelligence-mcp"
]
}
}
} Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.
- 17 Sept 26 −15
- Malware scan: pass → unverified ▼ security
- 16 Sept 26 +15
- Malware scan: unverified → pass ▲ security
- 15 Sept 26 50
First indexed and scored.
Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.
Captured 20 Sept 2026 · Analysed pypi/site-intelligence-mcp@0.1.4
Provenance No attestation
The registry publishes no build provenance for this version, so there is nothing to verify.
| Result | No attestation |
|---|---|
| Ecosystem | pypi |
Background: How many MCP packages publish verified provenance →
Install scripts 1 script
| Hook | Tier | Command |
|---|---|---|
| build_backend | allowlisted | hatchling.build |
Background: Why install scripts are a supply-chain risk →
Dependencies 32 packages
| Packages resolved | 32 |
|---|---|
| No linked repository | 1 |
| Tree resolution | Complete |
Background: SBOMs and build attestations, explained →
The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →
site_score ~293
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.
| Name | Type | Req | Description |
|---|---|---|---|
| detail | string | – | – |
| lat | number | yes | – |
| lon | number | yes | – |
| month | – | – | – |
| radius_m | integer | – | – |
Structured output declared, but exposes no named fields.
No examples provided.
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.