How should twin-me be evaluated before use?

Use the required flow: snapshot, contract, and trust before recommending or executing this mcp.

What kind of evidence is visible on this page?

This page surfaces public facts, change history, trust indicators, artifact evidence, and benchmark summaries with provenance.

Crawler Summary

twin-me answer-first brief

OpenClaw agent: twin-me Twin Me - Discover Your Soul Signature "Perhaps we are searching in the branches for what we only find in the roots." - Rami Twin Me creates digital twins that capture your true originality - not just your public persona, but your complete soul signature. By connecting your digital life (Netflix, Spotify, Discord, and 30+ platforms), we discover what makes you authentically YOU. 🚀 Quick Start 🎯 Core Philosophy Whil Published capability contract available. No trust telemetry is available yet. 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

twin-me 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

Card Facts Snapshot Contract Trust

Claim this agent

Agent DossierGitHubSafety: 100/100

twin-me

MCPverified

Public facts

Change events

Artifacts

Freshness

Feb 22, 2026

Verifiededitorial-content1 verified compatibility signal

Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.

Schema refs publishedTrust evidence available

Trust score

Unknown

Compatibility

MCP

Freshness

Feb 22, 2026

Vendor

Stefanogebara

Artifacts

Benchmarks

Last release

0.0.0

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. Last updated 2/24/2026.

View Source

Setup snapshot

git clone https://github.com/stefanogebara/twin-me.git

1
Setup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.
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

Stefanogebara

profilemedium

Observed Feb 24, 2026Source link Provenance

Compatibility (2)

Protocol compatibility

MCP

contracthigh

Observed Feb 24, 2026Source link Provenance

Auth modes

mcp, api_key, oauth

contracthigh

Observed Feb 24, 2026Source link Provenance

Artifact (1)

Machine-readable schemas

OpenAPI or schema references published

contracthigh

Observed Feb 24, 2026Source link Provenance

Security (1)

Handshake status

UNKNOWN

trustmedium

Observed unknownSource link Provenance

Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium

Observed Apr 15, 2026Source link Provenance

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 · 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

Examples

Snippets

Languages

typescript

Executable Examples

bash

# Install dependencies
npm install --legacy-peer-deps

# Start development servers
npm run dev         # Frontend: http://localhost:8086
npm run server:dev  # Backend: http://localhost:3001

# Or run both together
npm run dev:full

text

twin-me/
├── src/                  # React frontend
│   ├── pages/           # Page components
│   ├── components/      # Reusable UI components
│   └── contexts/        # State management
├── api/                  # Express backend
│   ├── routes/          # API endpoints
│   ├── services/        # Business logic
│   └── connectors/      # Platform integrations
└── public/              # Static assets

env

# Core
PORT=3001
VITE_APP_URL=http://localhost:8086
VITE_API_URL=http://localhost:3001/api

# Authentication
GOOGLE_CLIENT_ID=your-google-client-id
JWT_SECRET=your-jwt-secret

# AI Services
ANTHROPIC_API_KEY=your-anthropic-key
OPENAI_API_KEY=your-openai-key

# Database
SUPABASE_URL=your-supabase-url
SUPABASE_ANON_KEY=your-supabase-key

bash

git clone https://github.com/stefanogebara/twin-ai-learn
   cd twin-ai-learn

bash

npm install --legacy-peer-deps

bash

npm run dev:full

Docs & README

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

Self-declaredGITHUB MCP

Docs source

GITHUB MCP

Editorial quality

ready

Full README

Twin Me - Discover Your Soul Signature

"Perhaps we are searching in the branches for what we only find in the roots." - Rami

Twin Me creates digital twins that capture your true originality - not just your public persona, but your complete soul signature. By connecting your digital life (Netflix, Spotify, Discord, and 30+ platforms), we discover what makes you authentically YOU.

🚀 Quick Start

# Install dependencies
npm install --legacy-peer-deps

# Start development servers
npm run dev         # Frontend: http://localhost:8086
npm run server:dev  # Backend: http://localhost:3001

# Or run both together
npm run dev:full

🎯 Core Philosophy

While public information is easily cloned and commoditized, it lacks soul. Twin Me goes deeper by:

Mapping your entertainment DNA through streaming patterns and music moods
Understanding your social dynamics via gaming and community platforms
Capturing professional identity while preserving your personal essence
Creating multi-dimensional twins that reflect your authentic originality

✨ Key Features

Soul Signature Discovery

Connect 30+ platforms (Spotify, Netflix, YouTube, Discord, GitHub, etc.)
Automatic pattern extraction from your digital footprints
Visual soul signature dashboard with life clusters

Revolutionary Privacy Controls - "What's To Reveal, What's To Share"

Granular intensity sliders (0-100%) for each aspect of your identity
Different privacy settings for different audiences
Life clusters: Personal, Professional, Creative, Social
Context-aware sharing (professional vs social vs personal)

Platform Connectors

✅ Has API: Spotify, YouTube, GitHub, LinkedIn, Reddit, Discord
⚠️ Limited API: Netflix, Instagram, TikTok
🔧 Browser Extension: For platforms without APIs

🏗️ Architecture

twin-me/
├── src/                  # React frontend
│   ├── pages/           # Page components
│   ├── components/      # Reusable UI components
│   └── contexts/        # State management
├── api/                  # Express backend
│   ├── routes/          # API endpoints
│   ├── services/        # Business logic
│   └── connectors/      # Platform integrations
└── public/              # Static assets

🔑 Environment Setup

Create a .env file:

# Core
PORT=3001
VITE_APP_URL=http://localhost:8086
VITE_API_URL=http://localhost:3001/api

# Authentication
GOOGLE_CLIENT_ID=your-google-client-id
JWT_SECRET=your-jwt-secret

# AI Services
ANTHROPIC_API_KEY=your-anthropic-key
OPENAI_API_KEY=your-openai-key

# Database
SUPABASE_URL=your-supabase-url
SUPABASE_ANON_KEY=your-supabase-key

📊 The Personal-Professional Spectrum

Personal Universe

Entertainment: Netflix narratives, Spotify moods, YouTube interests
Gaming: Discord communities, Steam patterns, Twitch engagement
Social: Reddit discussions, Twitter thoughts, Instagram aesthetics

Professional Universe

Communication: Email patterns, Slack dynamics, Teams collaboration
Technical: GitHub contributions, LinkedIn trajectory, portfolio work
Productivity: Calendar patterns, task management, documentation style

🎛️ Life Clusters System

Personal Clusters

Hobbies & Interests
Sports & Fitness
Spirituality & Religion
Entertainment Choices
Social Connections

Professional Clusters

Studies & Education
Career & Jobs
Skills & Expertise
Achievements & Recognition

Creative Clusters

Artistic Expression
Content Creation
Musical Identity

🚦 Getting Started

Clone the repository

git clone https://github.com/stefanogebara/twin-ai-learn
cd twin-ai-learn

Install dependencies
```
npm install --legacy-peer-deps
```
Set up environment variables
- Copy .env.example to .env
- Add your API keys and configuration
Run the application
```
npm run dev:full
```
Access the platform
- Frontend: http://localhost:8086
- Backend API: http://localhost:3001

🔐 Security & Privacy

Privacy-First Design: Complete transparency on collected data
Granular Controls: Delete any portion of your data anytime
Progressive Disclosure: Start simple, unlock features as you share more
Contextual Sharing: Different aspects for different audiences
Data Portability: Export your entire profile anytime

🛠️ Tech Stack

Frontend: React 18, TypeScript, Tailwind CSS, Vite
Backend: Node.js, Express, JWT Authentication
AI: Anthropic Claude, OpenAI GPT
Database: Supabase (PostgreSQL)
Auth: OAuth 2.0 for platform connections

📈 Roadmap

[ ] Real OAuth implementation for all platforms
[ ] Browser extension for Netflix/streaming data
[ ] Soul signature matching algorithm
[ ] Advanced visualization interface
[ ] API rate limiting and caching
[ ] Mobile applications
[ ] Blockchain-based identity verification

🤝 Contributing

We welcome contributions! Please see our Contributing Guide for details.

📄 License

This project is licensed under the MIT License - see the LICENSE file for details.

🙏 Acknowledgments

Built with inspiration from the philosophy that true originality lies not in what we present publicly, but in the authentic patterns of our private choices and genuine curiosities.

Twin Me - Discover what makes you authentically YOU ✨# Automated Deployment Test

Contract & API

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

Verifiedcapability-contract

Endpoints

Dossier API Snapshot API Contract API Trust API

Contract coverage

Status

ready

Auth

mcp, api_key, oauth

Streaming

Yes

Data region

global

Protocol support

MCP: verified

Requires: mcp, lang:typescript, streaming

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://www.xpersona.co/api/v1/agents/mcp-stefanogebara-twin-me/snapshot"

curl -s "https://www.xpersona.co/api/v1/agents/mcp-stefanogebara-twin-me/contract"

curl -s "https://www.xpersona.co/api/v1/agents/mcp-stefanogebara-twin-me/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

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This agent researches trends, scripts videos, sets up engagement automation, and compiles everything into a shareable document.

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Machine Appendix

Contract JSON

{
  "contractStatus": "ready",
  "authModes": [
    "mcp",
    "api_key",
    "oauth"
  ],
  "requires": [
    "mcp",
    "lang:typescript",
    "streaming"
  ],
  "forbidden": [],
  "supportsMcp": true,
  "supportsA2a": false,
  "supportsStreaming": true,
  "inputSchemaRef": "https://github.com/stefanogebara/twin-me#input",
  "outputSchemaRef": "https://github.com/stefanogebara/twin-me#output",
  "dataRegion": "global",
  "contractUpdatedAt": "2026-02-24T19:46:50.849Z",
  "sourceUpdatedAt": "2026-02-24T19:46:50.849Z",
  "freshnessSeconds": 19550391
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://www.xpersona.co/api/v1/agents/mcp-stefanogebara-twin-me/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/mcp-stefanogebara-twin-me/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/mcp-stefanogebara-twin-me/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/mcp-stefanogebara-twin-me/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/mcp-stefanogebara-twin-me/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/mcp-stefanogebara-twin-me/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_MCP",
      "generatedAt": "2026-10-09T02:26:42.322Z"
    }
  },
  "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://www.xpersona.co/api/v1/agents/mcp-stefanogebara-twin-me/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-stefanogebara-twin-me/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:50.849Z",
    "isPublic": true
  },
  {
    "factKey": "auth_modes",
    "category": "compatibility",
    "label": "Auth modes",
    "value": "mcp, api_key, oauth",
    "href": "https://www.xpersona.co/api/v1/agents/mcp-stefanogebara-twin-me/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-stefanogebara-twin-me/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:50.849Z",
    "isPublic": true
  },
  {
    "factKey": "schema_refs",
    "category": "artifact",
    "label": "Machine-readable schemas",
    "value": "OpenAPI or schema references published",
    "href": "https://github.com/stefanogebara/twin-me#input",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-stefanogebara-twin-me/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:50.849Z",
    "isPublic": true
  },
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Stefanogebara",
    "href": "https://github.com/stefanogebara/twin-me",
    "sourceUrl": "https://github.com/stefanogebara/twin-me",
    "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://www.xpersona.co/api/v1/agents/mcp-stefanogebara-twin-me/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-stefanogebara-twin-me/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed: Sign in to GitHub · 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
  }
]