Xpersona

Crawler Summary

axion-mcp answer-first brief

?? Advanced Earth Engine MCP Server - Enterprise-grade geospatial analysis platform for Claude Desktop # ๐ŸŒ Axion-MCP **Advanced Earth Engine MCP Server** - Enterprise-grade geospatial analysis platform for Claude Desktop $1 $1 $1 Transform Claude Desktop into a powerful geospatial analysis workstation with direct access to Google Earth Engine's massive satellite data catalog and advanced processing capabilities. โœจ Key Features ๐Ÿ›ฐ๏ธ Consolidated Super Tools (6 Total) - **earth_engine_data** - Search, filter, and access Published capability contract available. No trust telemetry is available yet. 4 GitHub stars reported by the source. Last updated 2/24/2026.

Freshness

Last checked 2/22/2026

Best For

Contract is available with explicit auth and schema references.

Not Ideal For

axion-mcp is not ideal for teams that need stronger public trust telemetry, lower setup complexity, or more explicit contract coverage before production rollout.

Evidence Sources Checked

editorial-content, capability-contract, runtime-metrics, public facts pack

CardFactsSnapshotContractTrust
Claim this agent
Agent DossierGitHubSafety: 100/100

axion-mcp

?? Advanced Earth Engine MCP Server - Enterprise-grade geospatial analysis platform for Claude Desktop # ๐ŸŒ Axion-MCP **Advanced Earth Engine MCP Server** - Enterprise-grade geospatial analysis platform for Claude Desktop $1 $1 $1 Transform Claude Desktop into a powerful geospatial analysis workstation with direct access to Google Earth Engine's massive satellite data catalog and advanced processing capabilities. โœจ Key Features ๐Ÿ›ฐ๏ธ Consolidated Super Tools (6 Total) - **earth_engine_data** - Search, filter, and access

MCPverified

Public facts

7

Change events

1

Artifacts

0

Freshness

Feb 22, 2026

Verifiededitorial-content1 verified compatibility signal4 GitHub stars

Published capability contract available. No trust telemetry is available yet. 4 GitHub stars reported by the source. Last updated 2/24/2026.

4 GitHub starsSchema refs publishedTrust evidence available

Trust score

Unknown

Compatibility

MCP

Freshness

Feb 22, 2026

Vendor

Dhenenjay

Artifacts

0

Benchmarks

0

Last release

1.0.0

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Published capability contract available. No trust telemetry is available yet. 4 GitHub stars reported by the source. Last updated 2/24/2026.

View Source

Setup snapshot

git clone https://github.com/Dhenenjay/Axion-MCP.git
  1. 1

    Setup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.

  2. 2

    Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Evidence Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content
Vendor (1)

Vendor

Dhenenjay

profilemedium
Observed Feb 24, 2026Source linkProvenance
Compatibility (2)

Protocol compatibility

MCP

contracthigh
Observed Feb 24, 2026Source linkProvenance

Auth modes

mcp, api_key

contracthigh
Observed Feb 24, 2026Source linkProvenance
Artifact (1)

Machine-readable schemas

OpenAPI or schema references published

contracthigh
Observed Feb 24, 2026Source linkProvenance
Adoption (1)

Adoption signal

4 GitHub stars

profilemedium
Observed Feb 24, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance
Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium
Observed Apr 15, 2026Source linkProvenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Docs Update

Docs refreshed: Sign in to GitHub ยท GitHub

search_documentmedium

Fresh crawlable documentation was indexed for the official domain.

Observed Apr 15, 2026

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB MCP

Extracted files

0

Examples

6

Snippets

0

Languages

typescript

Executable Examples

bash

git clone https://github.com/Dhenenjay/Axion-MCP.git
cd Axion-MCP

bash

npm install

bash

npm run build
npm run build:next

bash

# Set your service account key path
export GOOGLE_APPLICATION_CREDENTIALS="path/to/your/service-account-key.json"

bash

npm run start:next

json

{
  "mcpServers": {
    "axion-mcp": {
      "command": "node",
      "args": ["C:\\path\\to\\Axion-MCP\\mcp-sse-complete.cjs"],
      "env": {
        "GOOGLE_APPLICATION_CREDENTIALS": "path/to/credentials.json"
      }
    }
  }
}

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredGITHUB MCP

Docs source

GITHUB MCP

Editorial quality

ready

?? Advanced Earth Engine MCP Server - Enterprise-grade geospatial analysis platform for Claude Desktop # ๐ŸŒ Axion-MCP **Advanced Earth Engine MCP Server** - Enterprise-grade geospatial analysis platform for Claude Desktop $1 $1 $1 Transform Claude Desktop into a powerful geospatial analysis workstation with direct access to Google Earth Engine's massive satellite data catalog and advanced processing capabilities. โœจ Key Features ๐Ÿ›ฐ๏ธ Consolidated Super Tools (6 Total) - **earth_engine_data** - Search, filter, and access

Full README

๐ŸŒ Axion-MCP

Advanced Earth Engine MCP Server - Enterprise-grade geospatial analysis platform for Claude Desktop

License: MIT Node Version Earth Engine

Transform Claude Desktop into a powerful geospatial analysis workstation with direct access to Google Earth Engine's massive satellite data catalog and advanced processing capabilities.

โœจ Key Features

๐Ÿ›ฐ๏ธ Consolidated Super Tools (6 Total)

  • earth_engine_data - Search, filter, and access satellite datasets
  • earth_engine_process - Advanced image processing and analysis
  • earth_engine_export - Export data to various formats and destinations
  • earth_engine_system - System management and configuration
  • earth_engine_map - Interactive web-based visualization
  • crop_classification - ML-powered crop type classification

๐ŸŒ Geospatial Models (5 Total)

  • ๐Ÿ”ฅ Wildfire Risk Assessment - Multi-factor fire danger analysis
  • ๐ŸŒŠ Flood Risk Assessment - Hydrological and terrain-based flood modeling
  • ๐ŸŒพ Agricultural Monitoring - Crop health and yield estimation
  • ๐ŸŒณ Deforestation Detection - Forest change tracking
  • ๐Ÿ’ง Water Quality Monitoring - Water body analysis

๐Ÿš€ Technical Capabilities

  • 30+ Satellite Datasets - Landsat, Sentinel, MODIS, and more
  • Vegetation Indices - NDVI, NDWI, EVI, SAVI, NBR
  • Cloud-Free Composites - Automatic cloud masking and mosaicking
  • Time Series Analysis - Temporal change detection
  • Export Options - Google Drive, Cloud Storage, Earth Engine Assets
  • Interactive Maps - Web-based visualization with multiple layers

๐Ÿ”ง Installation

Prerequisites

  • Node.js 18+
  • Google Cloud account with Earth Engine access
  • Claude Desktop application

Quick Setup

  1. Clone the repository
git clone https://github.com/Dhenenjay/Axion-MCP.git
cd Axion-MCP
  1. Install dependencies
npm install
  1. Build the project
npm run build
npm run build:next
  1. Set up Earth Engine credentials
# Set your service account key path
export GOOGLE_APPLICATION_CREDENTIALS="path/to/your/service-account-key.json"
  1. Start the server
npm run start:next
  1. Configure Claude Desktop Add to %APPDATA%\Claude\claude_desktop_config.json:
{
  "mcpServers": {
    "axion-mcp": {
      "command": "node",
      "args": ["C:\\path\\to\\Axion-MCP\\mcp-sse-complete.cjs"],
      "env": {
        "GOOGLE_APPLICATION_CREDENTIALS": "path/to/credentials.json"
      }
    }
  }
}

๐Ÿ’ก Usage Examples

In Claude Desktop

Calculate vegetation index:

"Use Earth Engine to calculate NDVI for California in the last month"

Wildfire risk assessment:

"Analyze wildfire risk for Colorado considering vegetation, moisture, and terrain"

Crop classification:

"Create a crop type map for Iowa using recent Sentinel-2 imagery"

Water quality monitoring:

"Monitor water quality changes in Lake Tahoe over the past year"

๐Ÿ“Š Architecture

Claude Desktop โ† MCP Protocol โ†’ Axion-MCP Server
                                      โ†“
                                 SSE Bridge
                                      โ†“
                                Next.js API
                                      โ†“
                              Earth Engine API
                                      โ†“
                              Satellite Data

๐Ÿ› ๏ธ Available Operations

Data Operations

  • Search satellite datasets
  • Filter by date, location, cloud cover
  • Get dataset information
  • Convert place names to coordinates

Processing Operations

  • Calculate vegetation indices
  • Create cloud-free composites
  • Perform terrain analysis
  • Time series analysis
  • Statistical operations

Export Operations

  • Generate visualization thumbnails
  • Export to Google Drive
  • Export to Cloud Storage
  • Save as Earth Engine Assets

๐Ÿ“ˆ Performance

  • Optimized for stability - Reduced from 30+ tools to 6 consolidated super tools
  • Caching system - Smart caching for repeated operations
  • Timeout handling - Graceful handling of long-running operations
  • Parallel processing - Batch operations support

๐Ÿ”’ Security

  • Service account authentication
  • Secure credential handling
  • Rate limiting support
  • Input validation

๐Ÿ“š Documentation

๐Ÿค Contributing

Contributions are welcome! Please read our Contributing Guidelines first.

๐Ÿ“„ License

MIT ยฉ 2024 Dhenenjay

๐Ÿ™ Acknowledgments

  • Google Earth Engine team
  • Anthropic MCP team
  • Open source community

Need help? Open an issue or reach out!

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

Verifiedcapability-contract

Endpoints

Dossier APISnapshot APIContract APITrust API

Contract coverage

Status

ready

Auth

mcp, api_key

Streaming

No

Data region

global

Protocol support

MCP: verified

Requires: mcp, lang:typescript

Forbidden: none

Guardrails

Operational confidence: medium

Contract is available with explicit auth and schema references.
Trust confidence is not low and verification freshness is acceptable.
Protocol support is explicitly confirmed in contract metadata.
Invocation examples
curl -s "https://xpersona.co/api/v1/agents/mcp-dhenenjay-axion-mcp/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-dhenenjay-axion-mcp/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-dhenenjay-axion-mcp/trust"

Reliability & Benchmarks

Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.

Missingruntime-metrics

Trust signals

Handshake

UNKNOWN

Confidence

unknown

Attempts 30d

unknown

Fallback rate

unknown

Runtime metrics

Observed P50

unknown

Observed P95

unknown

Rate limit

unknown

Estimated cost

unknown

No benchmark suites or observed failure patterns are available.

Media & Demo

Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.

Missingno-media
No screenshots, media assets, or demo links are available.

Related Agents

Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

Self-declaredprotocol-neighbors
GITLAB_AI_CATALOGgitlab-mcp

Rank

83

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_PUBLIC_PROJECTSgitlab-mcp

Rank

80

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_AI_CATALOGrmcp-openapi

Rank

74

Expose OpenAPI definition endpoints as MCP tools using the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_AI_CATALOGrmcp-actix-web

Rank

72

An actix_web backend for the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

Traction

No public download signal

Freshness

Updated 2d ago

MCP
Agent hubMore from this sourceMCP agents
Machine Appendix

Contract JSON

{
  "contractStatus": "ready",
  "authModes": [
    "mcp",
    "api_key"
  ],
  "requires": [
    "mcp",
    "lang:typescript"
  ],
  "forbidden": [],
  "supportsMcp": true,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": "https://github.com/Dhenenjay/Axion-MCP#input",
  "outputSchemaRef": "https://github.com/Dhenenjay/Axion-MCP#output",
  "dataRegion": "global",
  "contractUpdatedAt": "2026-02-24T19:44:37.596Z",
  "sourceUpdatedAt": "2026-02-24T19:44:37.596Z",
  "freshnessSeconds": 4441382
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-dhenenjay-axion-mcp/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/mcp-dhenenjay-axion-mcp/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/mcp-dhenenjay-axion-mcp/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-dhenenjay-axion-mcp/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-dhenenjay-axion-mcp/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-dhenenjay-axion-mcp/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_MCP",
      "generatedAt": "2026-04-17T05:27:40.547Z"
    }
  },
  "retryPolicy": {
    "maxAttempts": 3,
    "backoffMs": [
      500,
      1500,
      3500
    ],
    "retryableConditions": [
      "HTTP_429",
      "HTTP_503",
      "NETWORK_TIMEOUT"
    ]
  }
}

Trust JSON

{
  "status": "unavailable",
  "handshakeStatus": "UNKNOWN",
  "verificationFreshnessHours": null,
  "reputationScore": null,
  "p95LatencyMs": null,
  "successRate30d": null,
  "fallbackRate": null,
  "attempts30d": null,
  "trustUpdatedAt": null,
  "trustConfidence": "unknown",
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Capability Matrix

{
  "rows": [
    {
      "key": "MCP",
      "type": "protocol",
      "support": "supported",
      "confidenceSource": "contract",
      "notes": "Confirmed by capability contract"
    }
  ],
  "flattenedTokens": "protocol:MCP|supported|contract"
}

Facts JSON

[
  {
    "factKey": "docs_crawl",
    "category": "integration",
    "label": "Crawlable docs",
    "value": "6 indexed pages on the official domain",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "MCP",
    "href": "https://xpersona.co/api/v1/agents/mcp-dhenenjay-axion-mcp/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-dhenenjay-axion-mcp/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:44:37.596Z",
    "isPublic": true
  },
  {
    "factKey": "auth_modes",
    "category": "compatibility",
    "label": "Auth modes",
    "value": "mcp, api_key",
    "href": "https://xpersona.co/api/v1/agents/mcp-dhenenjay-axion-mcp/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-dhenenjay-axion-mcp/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:44:37.596Z",
    "isPublic": true
  },
  {
    "factKey": "schema_refs",
    "category": "artifact",
    "label": "Machine-readable schemas",
    "value": "OpenAPI or schema references published",
    "href": "https://github.com/Dhenenjay/Axion-MCP#input",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-dhenenjay-axion-mcp/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:44:37.596Z",
    "isPublic": true
  },
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Dhenenjay",
    "href": "https://github.com/Dhenenjay/Axion-MCP",
    "sourceUrl": "https://github.com/Dhenenjay/Axion-MCP",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:43:14.176Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "4 GitHub stars",
    "href": "https://github.com/Dhenenjay/Axion-MCP",
    "sourceUrl": "https://github.com/Dhenenjay/Axion-MCP",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:43:14.176Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/mcp-dhenenjay-axion-mcp/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-dhenenjay-axion-mcp/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed: Sign in to GitHub ยท GitHub",
    "description": "Fresh crawlable documentation was indexed for the official domain.",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  }
]

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