Crawler Summary

my-crewai-app answer-first brief

Orchestrate collaborative, task-specific agent workflows with CrewAI CrewAI Job Application Assistant Build modular AI agents using CrewAI and LangChain. Orchestrate collaborative, task-specific agent workflows with CrewAI. Create a web-based interface for your agent workflow using Streamlit. Use large language models to generate structured, customized content. Overview The job market is competitive, and nearly every employer now expects AI skills. Instead of just talking about AI pro Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Freshness

Last checked 10/9/2026

Best For

my-crewai-app 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

Agent DossierGITHUB REPOSSafety: 66/100

my-crewai-app

Orchestrate collaborative, task-specific agent workflows with CrewAI CrewAI Job Application Assistant Build modular AI agents using CrewAI and LangChain. Orchestrate collaborative, task-specific agent workflows with CrewAI. Create a web-based interface for your agent workflow using Streamlit. Use large language models to generate structured, customized content. Overview The job market is competitive, and nearly every employer now expects AI skills. Instead of just talking about AI pro

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

Cherylfernandes07

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Unpublished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.

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

Cherylfernandes07

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

Artifacts Archive

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

Self-declaredGITHUB REPOS

Extracted files

0

Examples

4

Snippets

0

Languages

python

Executable Examples

bash

python -m venv venv
   source venv/bin/activate  # On Windows use `venv\Scripts\activate`

bash

pip install -r requirements.txt

bash

streamlit run streamlit_app.py

bash

deactivate

Docs & README

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

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

Orchestrate collaborative, task-specific agent workflows with CrewAI CrewAI Job Application Assistant Build modular AI agents using CrewAI and LangChain. Orchestrate collaborative, task-specific agent workflows with CrewAI. Create a web-based interface for your agent workflow using Streamlit. Use large language models to generate structured, customized content. Overview The job market is competitive, and nearly every employer now expects AI skills. Instead of just talking about AI pro

Full README

CrewAI Job Application Assistant

Build modular AI agents using CrewAI and LangChain. Orchestrate collaborative, task-specific agent workflows with CrewAI. Create a web-based interface for your agent workflow using Streamlit. Use large language models to generate structured, customized content.

Overview

The job market is competitive, and nearly every employer now expects AI skills. Instead of just talking about AI proficiency, why not demonstrate it by building an AI-powered job application assistant that automates your entire job search? In this project, we'll create a multi-agent system using CrewAI, Python, and Streamlit that handles everything from analyzing job descriptions to drafting personalized LinkedIn outreach messages, saving time while showcasing your AI workflow automation capabilities to potential employers.

How it Works

We'll build specialized AI agents using the CrewAI framework: a job analyzer that extracts key requirements from listings, a resume customization agent that tailors application materials, and a messaging agent that drafts professional outreach. We'll orchestrate these autonomous agents into a collaborative crew where each agent's output feeds into the next, creating an intelligent automation pipeline powered by LangChain and Google Gemini for natural language processing. We'll integrate the USAJobs API to fetch real government job postings and provide live data for the agents to work with.

Features

Finally, we'll develop a Streamlit web application where you can input job preferences, browse fetched listings, select target positions, and generate customized resumes, cover letters, and LinkedIn messages with one click. We'll implement persistent logging to track applications and save generated materials. By the end, you'll have a portfolio-ready agentic system demonstrating CrewAI multi-agent orchestration, API integration, LLM-powered automation, and practical AI agent collaboration that proves your AI skills to recruiters.

Project Structure

  • streamlit_app.py: The frontend UI built with Streamlit.
  • orchestrator.py: The core logic that manages the CrewAI workflow and agent handoffs.
  • usajobs_api.py: Handles interaction with the USAJobs Search API.
  • job_hunt_assistant/agents/: Definitions for the JD Analyst, Resume Writer, and Messaging agents.
  • job_hunt_assistant/utils/: Utility functions for tracking, logging, and configuration.
  • job_hunt_assistant/data/: Storage for generated cover letters, application logs, and default templates.

Getting Started

Follow these steps to set up and run the application locally:

  1. Configuration: Create a configuration file or environment variables for the following keys:

    • GEMINI_API_KEY: Primary key for Google Gemini 2.0 Flash.
    • GEMINI_API_KEY_2: Fallback key for rate limiting/retries.
    • USAJOBS_API_KEY: Required to fetch live job data from USAJobs.gov.
  2. Create and activate a virtual environment:

    python -m venv venv
    source venv/bin/activate  # On Windows use `venv\Scripts\activate`
    
  3. Install the required dependencies:

    pip install -r requirements.txt
    
  4. Run the Streamlit application:

    streamlit run streamlit_app.py
    
  5. Managing the environment: When you're done working, deactivate with:

    deactivate
    

    And every time you come back to the project, just run source venv/bin/activate again before anything else.

Contract & API

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

MissingGITHUB REPOS

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-cherylfernandes07-my-crewai-app/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-cherylfernandes07-my-crewai-app/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-cherylfernandes07-my-crewai-app/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.

Related Agents

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-cherylfernandes07-my-crewai-app/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-cherylfernandes07-my-crewai-app/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-cherylfernandes07-my-crewai-app/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-cherylfernandes07-my-crewai-app/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-cherylfernandes07-my-crewai-app/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-cherylfernandes07-my-crewai-app/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-09T20:52:42.441Z"
    }
  },
  "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": "Cherylfernandes07",
    "href": "https://github.com/cherylfernandes07/my-crewai-app",
    "sourceUrl": "https://github.com/cherylfernandes07/my-crewai-app",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T19:19:41.095Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-cherylfernandes07-my-crewai-app/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-cherylfernandes07-my-crewai-app/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-10-09T19:19:41.095Z",
    "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-cherylfernandes07-my-crewai-app/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-cherylfernandes07-my-crewai-app/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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