Crawler Summary

snakkaz-chat answer-first brief

OpenClaw agent: snakkaz-chat SNAKKAZ CHAT Advanced End-to-End Encrypted Messaging Platform with CloudMCP.run Integration $1 ๐Ÿš€ Build Status โœ… **PRODUCTION READY** - Build successful (13.21s) - All EventEmitter compatibility issues resolved - All react-icons imports migrated to lucide-react - Zero build errors or warnings - Optimized bundle size: ~1.6MB (compressed: ~420KB) - ๐ŸŒŸ **NEW**: CloudMCP.run integration for GitHub Copilot superpowers! Sn Published capability contract available. No trust telemetry is available yet. 1 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

snakkaz-chat 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

Claim this agent
Agent DossierGitHubSafety: 100/100

snakkaz-chat

OpenClaw agent: snakkaz-chat SNAKKAZ CHAT Advanced End-to-End Encrypted Messaging Platform with CloudMCP.run Integration $1 ๐Ÿš€ Build Status โœ… **PRODUCTION READY** - Build successful (13.21s) - All EventEmitter compatibility issues resolved - All react-icons imports migrated to lucide-react - Zero build errors or warnings - Optimized bundle size: ~1.6MB (compressed: ~420KB) - ๐ŸŒŸ **NEW**: CloudMCP.run integration for GitHub Copilot superpowers! Sn

MCPverified

Public facts

7

Change events

1

Artifacts

0

Freshness

Feb 22, 2026

Verifiededitorial-content1 verified compatibility signal1 GitHub stars

Published capability contract available. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 2/24/2026.

1 GitHub starsSchema refs publishedTrust evidence available

Trust score

Unknown

Compatibility

MCP

Freshness

Feb 22, 2026

Vendor

Vatoai

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. 1 GitHub stars reported by the source. Last updated 2/24/2026.

Setup snapshot

git clone https://github.com/VatoAI/snakkaz-chat.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

Vatoai

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

1 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

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

# Use the systematic operations script for all common tasks
./snakkaz help          # Show all available operations
./snakkaz sync          # Daily git sync (pull, commit, push)
./snakkaz dev           # Start development environment
./snakkaz build         # Create production build
./snakkaz deploy        # Deploy to production
./snakkaz status        # Check project and deployment status

bash

./snakkaz emergency     # Emergency deployment
./snakkaz fix           # Quick fix deployment
./snakkaz monitor       # Monitor live site health

text

src/                           # Main React TypeScript application
โ”œโ”€โ”€ components/                # 50+ reusable UI components
โ”œโ”€โ”€ features/                  # Feature-specific modules (chat, auth, groups)
โ”œโ”€โ”€ pages/                     # Route components
โ”œโ”€โ”€ services/                  # Business logic & API integrations
โ”œโ”€โ”€ hooks/                     # Custom React hooks
โ””โ”€โ”€ utils/                     # Helper functions and utilities

text

.github/workflows/             # 8 GitHub Actions workflows
.devcontainer/                 # VS Code development container config
supabase/                      # Supabase backend configuration
database/                      # SQL schemas and migrations
security/                      # Encryption and security configurations

text

dist/                          # Production build output (124 JS bundles)
public/                        # Static assets and files
node_modules/                  # Dependencies (90+ packages)
package.json                   # Project configuration and scripts

bash

# Site down or errors
./snakkaz emergency

# Build fails
./snakkaz clean && ./snakkaz install && ./snakkaz build

# Git issues
git reset --hard origin/main && ./snakkaz sync

# Development server issues
./snakkaz clean && ./snakkaz dev

# Bundle deployment issues
./MASS-VENDOR-UPLOAD.sh

Docs & README

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

Self-declaredGITHUB MCP

Docs source

GITHUB MCP

Editorial quality

ready

OpenClaw agent: snakkaz-chat SNAKKAZ CHAT Advanced End-to-End Encrypted Messaging Platform with CloudMCP.run Integration $1 ๐Ÿš€ Build Status โœ… **PRODUCTION READY** - Build successful (13.21s) - All EventEmitter compatibility issues resolved - All react-icons imports migrated to lucide-react - Zero build errors or warnings - Optimized bundle size: ~1.6MB (compressed: ~420KB) - ๐ŸŒŸ **NEW**: CloudMCP.run integration for GitHub Copilot superpowers! Sn

Full README

SNAKKAZ CHAT

Advanced End-to-End Encrypted Messaging Platform with CloudMCP.run Integration

Deploy MCP Server

๐Ÿš€ Build Status

โœ… PRODUCTION READY - Build successful (13.21s)

  • All EventEmitter compatibility issues resolved
  • All react-icons imports migrated to lucide-react
  • Zero build errors or warnings
  • Optimized bundle size: ~1.6MB (compressed: ~420KB)
  • ๐ŸŒŸ NEW: CloudMCP.run integration for GitHub Copilot superpowers!

Snakkaz Chat is a secure, feature-rich chat application with robust end-to-end encryption, built using React, TypeScript, and Supabase. The platform offers multiple chat types (global, private, group), custom emojis, pin functionality, AI-powered memory system, and MCP (Model Context Protocol) integration for GitHub Copilot, all protected with state-of-the-art encryption.

๐ŸŒŸ NEW: GitHub Copilot Integration

  • ๐Ÿค– MCP Server: Give GitHub Copilot chat management superpowers
  • โ˜๏ธ CloudMCP.run: One-click deployment of MCP servers
  • ๐Ÿ› ๏ธ 5 Chat Tools: Status, messaging, analytics, room creation, AI assistant
  • โšก 30-Second Setup: Deploy MCP server to cloud instantly
  • ๐Ÿ’ฌ Copilot Commands: Use @snakkaz_chat_status, @snakkaz_send_message, etc.

Key Features

  • ๐Ÿ”’ Enhanced End-to-End Encryption (E2EE):
    • AES-GCM 256-bit encryption for all messages
    • Support for both peer-to-peer and group encryption
    • Secure key generation and management
    • Comprehensive encryption metrics and monitoring
  • ๐ŸŒ MCP WebRTC Integration:
    • Reliable message delivery with automatic fallback mechanisms
    • Optimized for low-latency communication
    • Seamless integration with encryption for maximum security
  • ๐Ÿค– GitHub Copilot MCP Server:
    • Real-time chat status and analytics
    • Encrypted message sending via Copilot
    • AI-powered chat assistance and moderation
    • One-click CloudMCP.run deployment
  • ๐Ÿ’ฌ Multiple Chat Types: Global, private, and group chats with role-based permissions
  • ๐Ÿ“Œ Pin System: Pin important messages across all chat types
  • ๐Ÿ˜€ Custom Emoji System: User-defined emojis and reactions
  • ๐Ÿง  Memory System: AI agent integration with full admin oversight
  • ๐Ÿ“ฑ Responsive Design: Works seamlessly across all device sizes
  • ๐Ÿงช Comprehensive Testing: Automated test utilities for encryption verification

Technology Stack

  • Frontend: React 18, TypeScript, Vite, Shadcn UI, Tailwind CSS
  • Backend: Supabase (PostgreSQL, Row-Level Security, Realtime)
  • AI Integration: Python MCP Server, Vector embeddings with pgvector
  • ๐ŸŒŸ MCP Integration: CloudMCP.run, Model Context Protocol, GitHub Copilot Chat
  • Security: E2EE, PBKDF2, Content Security Policy, Rate limiting
  • Infrastructure: Cloudflare CDN, GitHub Actions for CI/CD
  • Real-time Communication: WebRTC with PeerJS, MCP (Model Context Protocol)
  • Encryption: AES-GCM 256-bit, Web Crypto API

Technical Implementation

End-to-End Encryption

  • Peer-to-Peer Encryption: Secure key exchange and message encryption between two users
  • Group Encryption: Secure distribution of group keys and encrypted group messaging
  • Key Management: Generation, storage, and rotation of encryption keys
  • Browser Storage: Secure storage of keys in IndexedDB
  • Cross-Device Support: Key export/import functionality for multi-device usage

WebRTC + MCP Integration

  • Primary Communication: WebRTC for direct, encrypted peer connections
  • Fallback Mechanism: MCP for reliable message delivery when WebRTC fails
  • Connection Management: Automatic detection and recovery from connection issues
  • Metrics Collection: Performance and reliability metrics for both channels

๐ŸŽฏ QUICK START - ESSENTIAL OPERATIONS

Daily Workflow Commands

# Use the systematic operations script for all common tasks
./snakkaz help          # Show all available operations
./snakkaz sync          # Daily git sync (pull, commit, push)
./snakkaz dev           # Start development environment
./snakkaz build         # Create production build
./snakkaz deploy        # Deploy to production
./snakkaz status        # Check project and deployment status

Emergency Procedures

./snakkaz emergency     # Emergency deployment
./snakkaz fix           # Quick fix deployment
./snakkaz monitor       # Monitor live site health

๐Ÿ“‹ COMPLETE DOCUMENTATION STRUCTURE

๐Ÿ—๏ธ ARCHITECTURE & DESIGN

๐Ÿš€ DEPLOYMENT & OPERATIONS

๐Ÿ’ป DEVELOPMENT GUIDES

๐Ÿ“Š CURRENT STATUS & REPORTS

๐Ÿ› ๏ธ TROUBLESHOOTING & SUPPORT

๐Ÿ”’ ENCRYPTION & SECURITY

๐Ÿงช TESTING


๐Ÿ—‚๏ธ PROJECT STRUCTURE OVERVIEW

Core Application

src/                           # Main React TypeScript application
โ”œโ”€โ”€ components/                # 50+ reusable UI components
โ”œโ”€โ”€ features/                  # Feature-specific modules (chat, auth, groups)
โ”œโ”€โ”€ pages/                     # Route components
โ”œโ”€โ”€ services/                  # Business logic & API integrations
โ”œโ”€โ”€ hooks/                     # Custom React hooks
โ””โ”€โ”€ utils/                     # Helper functions and utilities

Infrastructure & Configuration

.github/workflows/             # 8 GitHub Actions workflows
.devcontainer/                 # VS Code development container config
supabase/                      # Supabase backend configuration
database/                      # SQL schemas and migrations
security/                      # Encryption and security configurations

Build & Distribution

dist/                          # Production build output (124 JS bundles)
public/                        # Static assets and files
node_modules/                  # Dependencies (90+ packages)
package.json                   # Project configuration and scripts

๐ŸŽฎ DEVELOPMENT WORKFLOWS

Feature Development Workflow

  1. Start Development: ./snakkaz dev
  2. Make Changes: Edit files in src/
  3. Test Build: ./snakkaz build
  4. Check Quality: ./snakkaz lint
  5. Deploy: ./snakkaz deploy

Git Management Workflow

  1. Sync Repository: ./snakkaz sync
  2. Check Status: ./snakkaz status
  3. View History: ./snakkaz logs
  4. Emergency Deploy: ./snakkaz emergency

Production Maintenance

  1. Monitor Site: ./snakkaz monitor
  2. Check Deployment: Visit GitHub Actions
  3. Verify Live Site: https://www.snakkaz.com
  4. Review Logs: ./snakkaz logs

๐Ÿš€ DEPLOYMENT STRATEGIES

Primary Deployment: GitHub Actions + FTP

  • Trigger: Push to main branch
  • Workflow: .github/workflows/deploy-corrected-ftp.yml
  • Target: ftp.snakkaz.com โ†’ www.snakkaz.com
  • Status: โœ… OPERATIONAL

Backup Deployments

  • Direct FTP: Manual upload via LFTP/curl
  • Cloudflare Pages: Secondary hosting option
  • Emergency Scripts: Direct deployment bypassing CI/CD

Monitoring & Verification

  • Live Site: https://www.snakkaz.com
  • GitHub Actions: Monitor deployment progress
  • FTP Status: Verify file uploads
  • Performance: Monitor bundle loading

๐Ÿ›ก๏ธ SECURITY & COMPLIANCE

Authentication & Authorization

  • Multi-factor Authentication: TOTP + Email verification
  • Role-based Access: Admin, Premium, Standard users
  • Session Management: Secure token handling
  • Password Security: Argon2 hashing

Data Protection

  • End-to-End Encryption: Message encryption
  • Data Privacy: Norwegian GDPR compliance
  • Secure Storage: Supabase with row-level security
  • Content Security: CSP headers + DOMPurify

Infrastructure Security

  • Cloudflare Protection: DDoS protection + WAF
  • HTTPS Enforcement: SSL/TLS certificates
  • API Security: Rate limiting and validation
  • Code Security: Dependency scanning

๐Ÿ‡ณ๐Ÿ‡ด NORWEGIAN TECH COMMUNITY FEATURES

Language & Localization

  • Primary Language: Norwegian (Bokmรฅl)
  • UI Elements: Norwegian terminology
  • Error Messages: Norwegian translations
  • Documentation: Bilingual (Norwegian/English)

Community-Focused Features

  • Group Chat: Norwegian tech groups
  • File Sharing: Document collaboration
  • Event Planning: Community meetups
  • Knowledge Sharing: Technical discussions

Cyberpunk Aesthetic

  • Color Scheme: Blue/Gold cyberpunk theme
  • Typography: Modern tech styling
  • Animations: Smooth Framer Motion effects
  • Mobile-First: Responsive Norwegian UX

๐Ÿ“ˆ PERFORMANCE & OPTIMIZATION

Current Performance Metrics

  • Bundle Count: 124 JS files (optimizing to ~20)
  • Main Bundle: 23KB (excellent)
  • Vendor Bundle: 66KB (good)
  • Load Time: <3 seconds
  • Mobile Performance: 85/100

Optimization Targets

  • Bundle Reduction: Implement advanced code splitting
  • Lazy Loading: Feature-based lazy loading
  • Caching Strategy: Enhanced service worker
  • Image Optimization: WebP conversion
  • Database Optimization: Query performance tuning

๐Ÿ”ง TROUBLESHOOTING QUICK REFERENCE

Common Issues & Solutions

# Site down or errors
./snakkaz emergency

# Build fails
./snakkaz clean && ./snakkaz install && ./snakkaz build

# Git issues
git reset --hard origin/main && ./snakkaz sync

# Development server issues
./snakkaz clean && ./snakkaz dev

# Bundle deployment issues
./MASS-VENDOR-UPLOAD.sh

Emergency Contacts & Resources

  • Repository: https://github.com/VatoAI/snakkaz-chat
  • Live Site: https://www.snakkaz.com
  • Documentation: This index and linked documents
  • Status Page: Check GitHub Actions for deployment status

๐Ÿ“ CONTRIBUTING & DEVELOPMENT

Code Standards

  • TypeScript: Strict type checking
  • ESLint: Code quality enforcement
  • Prettier: Code formatting
  • Git Conventions: Conventional commit messages

Pull Request Process

  1. Create feature branch
  2. Make changes with tests
  3. Run ./snakkaz lint and ./snakkaz build
  4. Submit pull request with description
  5. Code review and merge

Documentation Updates

  • Update relevant .md files
  • Update this index if structure changes
  • Include Norwegian translations when applicable
  • Test all documented procedures

Last Updated: June 8, 2025
Status: 99% Complete - Production Ready
Norwegian Tech Community: โœ… Ready for Growth

Contract & API

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

Verifiedcapability-contract

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-vatoai-snakkaz-chat/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-vatoai-snakkaz-chat/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-vatoai-snakkaz-chat/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
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/VatoAI/snakkaz-chat#input",
  "outputSchemaRef": "https://github.com/VatoAI/snakkaz-chat#output",
  "dataRegion": "global",
  "contractUpdatedAt": "2026-02-24T19:44:36.739Z",
  "sourceUpdatedAt": "2026-02-24T19:44:36.739Z",
  "freshnessSeconds": 4431612
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-vatoai-snakkaz-chat/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/mcp-vatoai-snakkaz-chat/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/mcp-vatoai-snakkaz-chat/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-vatoai-snakkaz-chat/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-vatoai-snakkaz-chat/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-vatoai-snakkaz-chat/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_MCP",
      "generatedAt": "2026-04-17T02:44:49.600Z"
    }
  },
  "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-vatoai-snakkaz-chat/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-vatoai-snakkaz-chat/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:44:36.739Z",
    "isPublic": true
  },
  {
    "factKey": "auth_modes",
    "category": "compatibility",
    "label": "Auth modes",
    "value": "mcp, api_key",
    "href": "https://xpersona.co/api/v1/agents/mcp-vatoai-snakkaz-chat/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-vatoai-snakkaz-chat/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:44:36.739Z",
    "isPublic": true
  },
  {
    "factKey": "schema_refs",
    "category": "artifact",
    "label": "Machine-readable schemas",
    "value": "OpenAPI or schema references published",
    "href": "https://github.com/VatoAI/snakkaz-chat#input",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-vatoai-snakkaz-chat/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:44:36.739Z",
    "isPublic": true
  },
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Vatoai",
    "href": "https://github.com/VatoAI/snakkaz-chat",
    "sourceUrl": "https://github.com/VatoAI/snakkaz-chat",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:43:14.176Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "1 GitHub stars",
    "href": "https://github.com/VatoAI/snakkaz-chat",
    "sourceUrl": "https://github.com/VatoAI/snakkaz-chat",
    "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-vatoai-snakkaz-chat/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-vatoai-snakkaz-chat/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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