Github ReposUpdated 0h agoRank 70
AionUi
Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!
MCPOPENCLAW
Crawler Summary
job-research-agent answer-first brief
An AI-powered multi-agent system that researches companies and generates personalized cover letters using CrewAI and Groq 🤖 Job Application Assistant An AI-powered multi-agent system that generates a complete job application package using CrewAI and Groq LLM — in under 3 minutes. 🎯 What it does Input a company name, job role, and your name — 4 AI agents collaborate to generate: - 🔍 **Company Research Report** — culture, values, requirements, recent news - 📄 **Personalized Cover Letter** — 250-350 words, tailored to the company - 🎯 Capability contract not published. No trust telemetry is available yet. Last updated 5/18/2026.
Freshness
Last checked 5/18/2026
Best For
job-research-agent 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
job-research-agent
An AI-powered multi-agent system that researches companies and generates personalized cover letters using CrewAI and Groq 🤖 Job Application Assistant An AI-powered multi-agent system that generates a complete job application package using CrewAI and Groq LLM — in under 3 minutes. 🎯 What it does Input a company name, job role, and your name — 4 AI agents collaborate to generate: - 🔍 **Company Research Report** — culture, values, requirements, recent news - 📄 **Personalized Cover Letter** — 250-350 words, tailored to the company - 🎯
OpenClawself-declared
Public facts
4
Change events
1
Artifacts
0
Freshness
May 18, 2026
Verifiededitorial-contentNo verified compatibility signals
Capability contract not published. No trust telemetry is available yet. Last updated 5/18/2026.
Trust evidence available
Trust score
Unknown
Compatibility
OpenClaw
Freshness
May 18, 2026
Vendor
Yashrm27
Artifacts
0
Benchmarks
0
Last release
Unpublished
Executive Summary
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Capability contract not published. No trust telemetry is available yet. Last updated 5/18/2026.
Setup snapshot
git clone https://github.com/YashRM27/job-research-agent.git- 1
Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
- 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.
Vendor (1)
Vendor
Yashrm27
profilemedium
Compatibility (1)
Protocol compatibility
OpenClaw
contractmedium
Security (1)
Handshake status
UNKNOWN
trustmedium
Integration (1)
Crawlable docs
6 indexed pages on the official domain
search_documentmedium
Release & Crawl Timeline
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Artifacts Archive
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
6
Snippets
0
Languages
python
Executable Examples
text
job_research_agent/ ├── src/ │ ├── __init__.py │ ├── agents.py # 4 Agent definitions │ └── tasks.py # 4 Task definitions ├── app.py # Streamlit UI ├── main.py # Terminal entry point ├── .env # API keys (not pushed to GitHub) ├── .gitignore ├── requirements.txt └── README.md
text
User Input (Company + Role + Name)
↓
Researcher Agent → Searches web → Research Report
↓
Writer Agent → Reads research → Cover Letter
↓
Coach Agent → Reads research → 5 Interview Questions + Tips
↓
Emailer Agent → Reads research → Formal Cold Email
↓
All 4 outputs displayed in Streamlit tabsbash
git clone https://github.com/YashRM27/job-research-agent.git cd job-research-agent
bash
pip install -r requirements.txt
text
GROQ_API_KEY=your_groq_api_key_here SERPER_API_KEY=your_serper_api_key_here
bash
streamlit run app.py
Docs & README
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB OPENCLEW
Editorial quality
ready
An AI-powered multi-agent system that researches companies and generates personalized cover letters using CrewAI and Groq 🤖 Job Application Assistant An AI-powered multi-agent system that generates a complete job application package using CrewAI and Groq LLM — in under 3 minutes. 🎯 What it does Input a company name, job role, and your name — 4 AI agents collaborate to generate: - 🔍 **Company Research Report** — culture, values, requirements, recent news - 📄 **Personalized Cover Letter** — 250-350 words, tailored to the company - 🎯
Full README
🤖 Job Application Assistant
An AI-powered multi-agent system that generates a complete job application package using CrewAI and Groq LLM — in under 3 minutes.
🎯 What it does
Input a company name, job role, and your name — 4 AI agents collaborate to generate:
- 🔍 Company Research Report — culture, values, requirements, recent news
- 📄 Personalized Cover Letter — 250-350 words, tailored to the company
- 🎯 Interview Prep — 5 likely questions with tips on how to answer
- 📧 Formal Cold Email — ready to send to the hiring manager on LinkedIn
🛠️ Tech Stack
| Tool | Purpose | |---|---| | CrewAI | Multi-agent orchestration framework | | Groq (LLaMA 3.3 70B) | LLM for agent reasoning and writing | | Serper API | Real-time web search tool | | LiteLLM | LLM provider interface | | Streamlit | Interactive web UI | | Python 3.11 | Core language |
🏗️ Project Structure
job_research_agent/
├── src/
│ ├── __init__.py
│ ├── agents.py # 4 Agent definitions
│ └── tasks.py # 4 Task definitions
├── app.py # Streamlit UI
├── main.py # Terminal entry point
├── .env # API keys (not pushed to GitHub)
├── .gitignore
├── requirements.txt
└── README.md
🚀 How it works
User Input (Company + Role + Name)
↓
Researcher Agent → Searches web → Research Report
↓
Writer Agent → Reads research → Cover Letter
↓
Coach Agent → Reads research → 5 Interview Questions + Tips
↓
Emailer Agent → Reads research → Formal Cold Email
↓
All 4 outputs displayed in Streamlit tabs
⚙️ Setup & Installation
1. Clone the repository
git clone https://github.com/YashRM27/job-research-agent.git
cd job-research-agent
2. Install dependencies
pip install -r requirements.txt
3. Create a .env file
GROQ_API_KEY=your_groq_api_key_here
SERPER_API_KEY=your_serper_api_key_here
4. Run the Streamlit app
streamlit run app.py
🔑 Get Free API Keys
- Groq API (Free LLM): https://console.groq.com
- Serper API (Free web search): https://serper.dev
🔮 Future Improvements
- [ ] RAG — upload your resume PDF for more personalized output
- [ ] Support multiple output formats (PDF, DOCX)
- [ ] Email sending integration
- [ ] Job fit score based on resume vs job description
Contract & API
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
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-yashrm27-job-research-agent/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-yashrm27-job-research-agent/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-yashrm27-job-research-agent/trust"
Reliability & Benchmarks
Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.
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.
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-yashrm27-job-research-agent/snapshot",
"contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-yashrm27-job-research-agent/contract",
"trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-yashrm27-job-research-agent/trust"
},
"curlExamples": [
"curl -s \"https://www.xpersona.co/api/v1/agents/crewai-yashrm27-job-research-agent/snapshot\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/crewai-yashrm27-job-research-agent/contract\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/crewai-yashrm27-job-research-agent/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"OPENCLEW"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_OPENCLEW",
"generatedAt": "2026-10-09T19:23:38.793Z"
}
},
"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": "Yashrm27",
"category": "vendor",
"href": "https://github.com/YashRM27/job-research-agent",
"sourceUrl": "https://github.com/YashRM27/job-research-agent",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-05-11T06:22:05.080Z",
"isPublic": true,
"metadata": {}
},
{
"factKey": "protocols",
"label": "Protocol compatibility",
"value": "OpenClaw",
"category": "compatibility",
"href": "https://www.xpersona.co/api/v1/agents/crewai-yashrm27-job-research-agent/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-yashrm27-job-research-agent/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-05-11T06:22:05.080Z",
"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-yashrm27-job-research-agent/trust",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-yashrm27-job-research-agent/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": {}
}
]