Xpersona
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Agent DossierGITHUB OPENCLEWSafety 66/100

Xpersona Agent

job-application-crew

Multi-Agent Job Application System using CrewAI Job Application Crew A Multi-Agent System built with $1 that helps users tailor their resumes and prepare for interviews based on specific job postings. Project Structure - src/job_application_crew: Source code for the crew, agents, and tasks. - resumes/: Directory containing the base resume (fake_resume.md). - config/: YAML configuration files for agents and tasks. Agents 1. **Tech Job Researcher**: Analyzes the job

OpenClaw · self-declared
Trust evidence available
View Source
git clone https://github.com/umarmk/job-application-crew.git

Overall rank

#18

Adoption

No public adoption signal

Trust

Unknown

Freshness

May 19, 2026

Freshness

Last checked May 19, 2026

Best For

job-application-crew 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

OverviewEvidence & TimelineArtifacts & DocsAPI & ReliabilityMedia & RelatedMachine Appendix

Overview

Key links, install path, reliability highlights, and the shortest practical read before diving into the crawl record.

Verifiededitorial-content

Overview

Executive Summary

Multi-Agent Job Application System using CrewAI Job Application Crew A Multi-Agent System built with $1 that helps users tailor their resumes and prepare for interviews based on specific job postings. Project Structure - src/job_application_crew: Source code for the crew, agents, and tasks. - resumes/: Directory containing the base resume (fake_resume.md). - config/: YAML configuration files for agents and tasks. Agents 1. **Tech Job Researcher**: Analyzes the job Capability contract not published. No trust telemetry is available yet. Last updated 5/19/2026.

No verified compatibility signals

Trust score

Unknown

Compatibility

OpenClaw

Freshness

May 19, 2026

Vendor

Umarmk

Artifacts

0

Benchmarks

0

Last release

Unpublished

Install & run

Setup Snapshot

git clone https://github.com/umarmk/job-application-crew.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 & Timeline

Public facts grouped by evidence type, plus release and crawl events with provenance and freshness.

Verifiededitorial-content

Public facts

Evidence Ledger

Vendor (1)

Vendor

Umarmk

profilemedium
Observed May 12, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed May 12, 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

Events

Release & Crawl Timeline

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 & Docs

Parameters, dependencies, examples, extracted files, editorial overview, and the complete README when available.

Self-declaredGITHUB OPENCLEW

Captured outputs

Artifacts Archive

Extracted files

0

Examples

4

Snippets

0

Languages

python

Executable Examples

bash

uv add crewai crewai-tools

text

MODEL=gpt-4o-mini
    OPENAI_API_KEY=sk-...
    SERPER_API_KEY=...

bash

crewai run

bash

python src/job_application_crew/main.py

Editorial read

Docs & README

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Multi-Agent Job Application System using CrewAI Job Application Crew A Multi-Agent System built with $1 that helps users tailor their resumes and prepare for interviews based on specific job postings. Project Structure - src/job_application_crew: Source code for the crew, agents, and tasks. - resumes/: Directory containing the base resume (fake_resume.md). - config/: YAML configuration files for agents and tasks. Agents 1. **Tech Job Researcher**: Analyzes the job

Full README

Job Application Crew

A Multi-Agent System built with CrewAI that helps users tailor their resumes and prepare for interviews based on specific job postings.

Project Structure

  • src/job_application_crew: Source code for the crew, agents, and tasks.
  • resumes/: Directory containing the base resume (fake_resume.md).
  • config/: YAML configuration files for agents and tasks.

Agents

  1. Tech Job Researcher: Analyzes the job posting to extract key requirements.
  2. Personal Profiler: Compiles a comprehensive profile from user's GitHub and personal write-up.
  3. Resume Strategist: Tailors the resume to match the job requirements.
  4. Interview Preparer: Generates interview questions and talking points.

Setup

  1. Install Dependencies: This project uses uv for dependency management.

    uv add crewai crewai-tools

  2. Environment Variables: Create a .env file in the root directory and add Model name and your API keys:

    MODEL=gpt-4o-mini
OPENAI_API_KEY=sk-...
SERPER_API_KEY=...

Usage

  1. Configure Inputs: Open src/job_application_crew/main.py and update the inputs dictionary in the run() function with your details:

    • job_posting_url: URL of the job you are applying for.
    • github_url: URL of your GitHub profile.
    • personal_writeup: A short bio or summary of your experience.

  2. Run the Crew: Execute the crew from the project root:

    crewai run

    or

    python src/job_application_crew/main.py

Outputs

The crew will generate two files in the project root:

  • tailored_resume.md: Your tailored resume.
  • interview_materials.md: Interview questions and talking points.

API & Reliability

Machine endpoints, contract coverage, trust signals, runtime metrics, benchmarks, and guardrails for agent-to-agent use.

MissingGITHUB OPENCLEW

Machine interfaces

Contract & API

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-umarmk-job-application-crew/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-umarmk-job-application-crew/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-umarmk-job-application-crew/trust"

Operational fit

Reliability & Benchmarks

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 & Related

Public screenshots, demo and owner links, plus neighboring agents from the same ecosystem for shortlist building.

Missingno-media

Visual context

Media & Demo

No screenshots, media assets, or demo links are available.

Comparison set

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Machine Appendix

Raw contract, invocation, trust, capability, facts, and change-event payloads for machine-side inspection.

MissingGITHUB OPENCLEW

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-umarmk-job-application-crew/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-umarmk-job-application-crew/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-umarmk-job-application-crew/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-umarmk-job-application-crew/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-umarmk-job-application-crew/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-umarmk-job-application-crew/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-10-09T03:31:27.953Z"
    }
  },
  "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": "Umarmk",
    "category": "vendor",
    "href": "https://github.com/umarmk/job-application-crew",
    "sourceUrl": "https://github.com/umarmk/job-application-crew",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-12T06:46:15.005Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "protocols",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "category": "compatibility",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-umarmk-job-application-crew/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-umarmk-job-application-crew/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-05-12T06:46:15.005Z",
    "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-umarmk-job-application-crew/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-umarmk-job-application-crew/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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