Xpersona

Crawler Summary

outreach-engine answer-first brief

An AI-powered B2B cold email engine. Uses a multi-agent CrewAI architecture to conduct live internet research via MCP, generates hyper-personalized outreach, and tracks execution traces with LangSmith. B2B Outreach Engine 🚀 An AI-powered B2B cold email generator that actually does its homework. Instead of relying on generic ChatGPT prompts, this engine deploys a **team of autonomous AI agents** (powered by CrewAI and Groq) to scour the live internet, research your target company, analyze their specific pain points, and write a highly personalized, hyper-targeted cold email pitching your offering. <img width="1897" Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Freshness

Last checked 10/9/2026

Best For

outreach-engine is best for crewai, multi-agent workflows where OpenClaw compatibility matters.

Not Ideal For

Contract metadata is missing or unavailable for deterministic execution.

Evidence Sources Checked

editorial-content, GITHUB REPOS, runtime-metrics, public facts pack

CardFactsSnapshotContractTrust
Agent DossierGITHUB REPOSSafety: 66/100

outreach-engine

An AI-powered B2B cold email engine. Uses a multi-agent CrewAI architecture to conduct live internet research via MCP, generates hyper-personalized outreach, and tracks execution traces with LangSmith. B2B Outreach Engine 🚀 An AI-powered B2B cold email generator that actually does its homework. Instead of relying on generic ChatGPT prompts, this engine deploys a **team of autonomous AI agents** (powered by CrewAI and Groq) to scour the live internet, research your target company, analyze their specific pain points, and write a highly personalized, hyper-targeted cold email pitching your offering. <img width="1897"

OpenClawself-declared

Public facts

4

Change events

1

Artifacts

0

Freshness

Oct 9, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Oct 9, 2026

Vendor

Phalakmehta

Artifacts

0

Benchmarks

0

Last release

Unpublished

Executive Summary

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

Verifiededitorial-content

Summary

Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

View Source

Setup snapshot

  1. 1

    Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.

  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

Phalakmehta

profilemedium
Observed Oct 9, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Oct 9, 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 · 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 REPOS

Extracted files

0

Examples

6

Snippets

0

Languages

python

Executable Examples

mermaid

graph TD;
    UI[Next.js Frontend] -->|POST /generate| API[FastAPI Backend];
    API -->|Spawns| Crew[CrewAI Orchestrator];
    Crew --> R[Researcher Agent];
    Crew --> A[Analyst Agent];
    Crew --> W[Writer Agent];
    R <-->|Web Search via MCP| MCP[Brave Search API];
    R -->|Live Updates| SSE[SSE Stream to UI];
    A -->|Live Updates| SSE;
    W -->|Live Updates| SSE;
    W -->|Final Email| UI;

bash

cd backend
python -m venv .venv
source .venv/bin/activate  # (or .\.venv\Scripts\activate on Windows)
pip install -r requirements.txt

env

GROQ_API_KEY=your_groq_key
BRAVE_API_KEY=your_brave_key
LANGSMITH_API_KEY=your_langsmith_key
LANGCHAIN_TRACING_V2=true
LANGCHAIN_PROJECT=b2b-outreach-engine

bash

uvicorn main:app --port 8000

bash

cd frontend
npm install

env

NEXT_PUBLIC_API_URL=http://localhost:8000

Docs & README

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

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

An AI-powered B2B cold email engine. Uses a multi-agent CrewAI architecture to conduct live internet research via MCP, generates hyper-personalized outreach, and tracks execution traces with LangSmith. B2B Outreach Engine 🚀 An AI-powered B2B cold email generator that actually does its homework. Instead of relying on generic ChatGPT prompts, this engine deploys a **team of autonomous AI agents** (powered by CrewAI and Groq) to scour the live internet, research your target company, analyze their specific pain points, and write a highly personalized, hyper-targeted cold email pitching your offering. <img width="1897"

Full README

B2B Outreach Engine 🚀

An AI-powered B2B cold email generator that actually does its homework.

Instead of relying on generic ChatGPT prompts, this engine deploys a team of autonomous AI agents (powered by CrewAI and Groq) to scour the live internet, research your target company, analyze their specific pain points, and write a highly personalized, hyper-targeted cold email pitching your offering.

<img width="1897" height="907" alt="image" src="https://github.com/user-attachments/assets/f1edc9b3-c3cc-4e43-a00c-cdc03969d9de" />

🌟 How it Works

The engine uses a 3-Agent architecture to guarantee high-quality results:

  1. 🕵️‍♂️ The Researcher: Uses live web-search tools (via an MCP Server) to find the latest news, blog posts, and technical constraints of your target company.
  2. 🧠 The Analyst: Takes the raw research and identifies the specific pain points and strategic goals of the person you are trying to email.
  3. ✍️ The Writer: Uses the Analyst's insights to draft a concise, non-salesy, highly personalized email that positions your offering as the exact solution they need.

🛠️ Tech Stack

This project is built with a decoupled architecture, separating the heavy AI processing from the user interface.

Frontend (The UI):

  • Framework: Next.js (React) & TypeScript
  • Styling: Tailwind CSS & Glassmorphism UI
  • Real-time UX: Server-Sent Events (SSE) to stream live agent thoughts to the screen.

Backend (The AI Brain):

  • Framework: FastAPI (Python)
  • Agent Orchestration: CrewAI
  • LLM Provider: Groq (Llama-3.3-70b-versatile) for lightning-fast, ultra-cheap inference.
  • Tooling: Model Context Protocol (MCP) server running a Brave Search integration.
  • Observability: LangSmith integration for tracing AI agent execution.

⚙️ Architecture

graph TD;
    UI[Next.js Frontend] -->|POST /generate| API[FastAPI Backend];
    API -->|Spawns| Crew[CrewAI Orchestrator];
    Crew --> R[Researcher Agent];
    Crew --> A[Analyst Agent];
    Crew --> W[Writer Agent];
    R <-->|Web Search via MCP| MCP[Brave Search API];
    R -->|Live Updates| SSE[SSE Stream to UI];
    A -->|Live Updates| SSE;
    W -->|Live Updates| SSE;
    W -->|Final Email| UI;

🚀 Running Locally

1. Backend Setup

cd backend
python -m venv .venv
source .venv/bin/activate  # (or .\.venv\Scripts\activate on Windows)
pip install -r requirements.txt

Create a .env file in the backend/ folder:

GROQ_API_KEY=your_groq_key
BRAVE_API_KEY=your_brave_key
LANGSMITH_API_KEY=your_langsmith_key
LANGCHAIN_TRACING_V2=true
LANGCHAIN_PROJECT=b2b-outreach-engine

Run the backend:

uvicorn main:app --port 8000

2. Frontend Setup

cd frontend
npm install

Create a .env.local file in the frontend/ folder:

NEXT_PUBLIC_API_URL=http://localhost:8000

Run the frontend:

npm run dev

☁️ Deployment

  • Backend: Easily deployable to Render as a Web Service (Python 3.12+ required).
  • Frontend: Easily deployable to Vercel (ensure Root Directory is set to frontend).

Contract & API

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

MissingGITHUB REPOS

Endpoints

Dossier APISnapshot APIContract APITrust API

Contract coverage

Status

missing

Auth

None

Streaming

No

Data region

Unspecified

Protocol support

OpenClaw: self-declared

Requires: none

Forbidden: none

Guardrails

Operational confidence: low

No positive guardrails captured.
Invocation examples
curl -s "https://www.xpersona.co/api/v1/agents/crewai-phalakmehta-outreach-engine/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-phalakmehta-outreach-engine/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-phalakmehta-outreach-engine/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

Do not use if

Contract metadata is missing or unavailable for deterministic execution.
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.

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Machine Appendix

Contract JSON

{
  "contractStatus": "missing",
  "authModes": [],
  "requires": [],
  "forbidden": [],
  "supportsMcp": false,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": null,
  "outputSchemaRef": null,
  "dataRegion": null,
  "contractUpdatedAt": null,
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://www.xpersona.co/api/v1/agents/crewai-phalakmehta-outreach-engine/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-phalakmehta-outreach-engine/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-phalakmehta-outreach-engine/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-phalakmehta-outreach-engine/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-phalakmehta-outreach-engine/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-phalakmehta-outreach-engine/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-09T21:51:45.821Z"
    }
  },
  "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": "OPENCLEW",
      "type": "protocol",
      "support": "unknown",
      "confidenceSource": "profile",
      "notes": "Listed on profile"
    },
    {
      "key": "crewai",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "multi-agent",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:OPENCLEW|unknown|profile capability:crewai|supported|profile capability:multi-agent|supported|profile"
}

Facts JSON

[
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Phalakmehta",
    "href": "https://github.com/phalakmehta/outreach-engine",
    "sourceUrl": "https://github.com/phalakmehta/outreach-engine",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T17:02:02.897Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-phalakmehta-outreach-engine/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-phalakmehta-outreach-engine/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-10-09T17:02:02.897Z",
    "isPublic": true
  },
  {
    "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": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-phalakmehta-outreach-engine/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-phalakmehta-outreach-engine/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
  }
]

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