Crawler Summary

CrewAI-Job answer-first brief

⭐ Intelligent job application automation system using CrewAI and LangChain to customize CVs and cover letters. Transform your job search with AI-powered document tailoring.⭐ 🚀 Job Application Automation with CrewAI <div align="center"> $1 $1 $1 $1 $1 <p align="center"> <strong>🤖 Automate Your Job Applications with AI Agents 📝</strong> <br> <em>Transform your job search with intelligent CV and cover letter customization</em> </p> $1 • $1 • $1 • $1 • $1 </div> An intelligent job application automation system that uses CrewAI and LangChain to customize CVs and cover letters based on job Capability contract not published. No trust telemetry is available yet. Last updated 5/13/2026.

Freshness

Last checked 5/13/2026

Best For

CrewAI-Job 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 OPENCLEW, runtime-metrics, public facts pack

Agent DossierGitHubSafety: 66/100

CrewAI-Job

⭐ Intelligent job application automation system using CrewAI and LangChain to customize CVs and cover letters. Transform your job search with AI-powered document tailoring.⭐ 🚀 Job Application Automation with CrewAI <div align="center"> $1 $1 $1 $1 $1 <p align="center"> <strong>🤖 Automate Your Job Applications with AI Agents 📝</strong> <br> <em>Transform your job search with intelligent CV and cover letter customization</em> </p> $1 • $1 • $1 • $1 • $1 </div> An intelligent job application automation system that uses CrewAI and LangChain to customize CVs and cover letters based on job

OpenClawself-declared

Public facts

4

Change events

1

Artifacts

0

Freshness

May 13, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 5/13/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

May 13, 2026

Vendor

Aquacommander

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Unpublished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 5/13/2026.

Setup snapshot

git clone https://github.com/aquacommander/CrewAI-Job.git
  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

Aquacommander

profilemedium
Observed May 13, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed May 13, 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 OPENCLEW

Extracted files

0

Examples

6

Snippets

0

Languages

python

Executable Examples

bash

git clone https://github.com/yourusername/crewai-job.git
cd crewai-job

bash

pip install -r requirements.txt

bash

cp .env.example .env
# Edit .env with your OpenAI API key

bash

# Save your CV as CV.txt
# Save your cover letter as Cover_Letter.txt

bash

python job_application_agents.py

bash

git checkout -b feature/amazing-feature

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

⭐ Intelligent job application automation system using CrewAI and LangChain to customize CVs and cover letters. Transform your job search with AI-powered document tailoring.⭐ 🚀 Job Application Automation with CrewAI <div align="center"> $1 $1 $1 $1 $1 <p align="center"> <strong>🤖 Automate Your Job Applications with AI Agents 📝</strong> <br> <em>Transform your job search with intelligent CV and cover letter customization</em> </p> $1 • $1 • $1 • $1 • $1 </div> An intelligent job application automation system that uses CrewAI and LangChain to customize CVs and cover letters based on job

Full README

🚀 Job Application Automation with CrewAI

<div align="center">

License: MIT Python 3.8+ CrewAI OpenAI Code style: black

<p align="center"> <strong>🤖 Automate Your Job Applications with AI Agents 📝</strong> <br> <em>Transform your job search with intelligent CV and cover letter customization</em> </p>

Features • Installation • Quick Start • Contributing • Support

</div>

An intelligent job application automation system that uses CrewAI and LangChain to customize CVs and cover letters based on job descriptions. The system employs specialized AI agents working together to analyze job postings and create tailored application materials that maintain authenticity and professionalism.

🌟 Perfect for job seekers who want to create tailored applications efficiently while maintaining authenticity and professionalism.

✨ Features

  • 🔍 Intelligent Job Analysis: Automatically extracts key information from job postings including requirements, qualifications, and company culture
  • 📝 CV Customization: Tailors your CV to highlight relevant skills and experiences for each job
  • ✉️ Cover Letter Generation: Creates personalized cover letters that connect your experience with job requirements
  • 🎨 Professional Formatting: Generates beautifully formatted PDF and JPEG versions of your documents
  • 🤖 Multi-Agent System: Utilizes specialized AI agents for different aspects of the application process
  • 💾 Organized Output: Saves modified documents with clear, job-specific naming conventions

🛠️ Installation

  1. Clone the repository:
git clone https://github.com/yourusername/crewai-job.git
cd crewai-job
  1. Install required dependencies:
pip install -r requirements.txt
  1. Set up your environment variables:
cp .env.example .env
# Edit .env with your OpenAI API key

📋 Prerequisites

  • Python 3.8+
  • OpenAI API key
  • Basic text files for your CV and cover letter

🚀 Quick Start

  1. Prepare your base CV and cover letter:
# Save your CV as CV.txt
# Save your cover letter as Cover_Letter.txt
  1. Run the script:
python job_application_agents.py
  1. Enter the job posting URL when prompted

  2. Find your customized documents in the output directory

🤖 How It Works

The system uses three specialized AI agents working in harmony:

  1. Job Description Crawler 🕷️

    • Analyzes job postings
    • Extracts key requirements and company information
    • Structures data for other agents
  2. CV Writer 📄

    • Tailors CV content to match job requirements
    • Emphasizes relevant skills and experiences
    • Ensures content authenticity and professionalism
    • Maintains proper formatting and structure
  3. Cover Letter Writer ✉️

    • Creates personalized cover letters
    • Connects experience with job requirements
    • Incorporates company culture and values
    • Maintains professional tone and formatting

Each agent is designed to focus on its specific task while maintaining data consistency and professional standards throughout the process.

🎯 Use Cases

  • Job seekers applying to multiple positions
  • Career counselors helping clients
  • HR professionals processing applications
  • Recruitment agencies handling multiple candidates

🤝 Contributing

We welcome contributions! Here's how you can help:

  1. Fork the repository
  2. Create a feature branch:
git checkout -b feature/amazing-feature
  1. Commit your changes:
git commit -m 'Add amazing feature'
  1. Push to the branch:
git push origin feature/amazing-feature
  1. Open a Pull Request

📝 Contribution Guidelines

  • Follow PEP 8 style guide for Python code
  • Add comments for complex logic
  • Update documentation for new features
  • Include tests for new functionality
  • Ensure all tests pass before submitting PR

📄 License

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

🙏 Acknowledgments

  • CrewAI for the multi-agent framework
  • LangChain for the LLM tools
  • OpenAI for the language models
  • All our contributors and supporters

🔮 Future Improvements

  • [ ] Support for more job board platforms
  • [ ] Additional document formats (DOCX, RTF)
  • [ ] Integration with job application APIs
  • [ ] Batch processing capabilities
  • [ ] Template customization options
  • [ ] Additional styling themes

📞 Support

  • Create an issue for bugs or feature requests
  • Join our Discord community
  • Check out our Wiki for detailed documentation

🌟 Star History

Star History Chart


Made with ❤️ by the CrewAI Job community

Contract & API

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

MissingGITHUB OPENCLEW

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-aquacommander-crewai-job/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-aquacommander-crewai-job/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-aquacommander-crewai-job/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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Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

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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-aquacommander-crewai-job/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-aquacommander-crewai-job/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-aquacommander-crewai-job/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-aquacommander-crewai-job/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-aquacommander-crewai-job/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-aquacommander-crewai-job/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-10-09T22:30:51.729Z"
    }
  },
  "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",
    "label": "Vendor",
    "value": "Aquacommander",
    "category": "vendor",
    "href": "https://github.com/aquacommander/CrewAI-Job",
    "sourceUrl": "https://github.com/aquacommander/CrewAI-Job",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-13T06:46:28.146Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "protocols",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "category": "compatibility",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-aquacommander-crewai-job/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-aquacommander-crewai-job/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-05-13T06:46:28.146Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "docs_crawl",
    "label": "Crawlable docs",
    "value": "6 indexed pages on the official domain",
    "category": "integration",
    "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,
    "metadata": {}
  },
  {
    "factKey": "handshake_status",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "category": "security",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-aquacommander-crewai-job/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-aquacommander-crewai-job/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true,
    "metadata": {}
  }
]

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,
    "metadata": {}
  }
]

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