AI Job Application Agent MCP Server

Item: AI Job Application Agent MCP Server
Rating: 69
Author: M8ven

Exposes the agent's tools over the Model Context Protocol, enabling LLMs to track applications, generate cover letters, and process emails.

→ DrSchmerz/ai-job-application-agent · listed on glama

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// key findings

✅

No credential exfiltration, no sensitive file access, no obfuscation

Static analysis found nothing flowing your secrets to unexpected places.

✅

Open source with a license and README

Anyone can audit the code, the license is declared, and the publisher documents what it does.

🔐

You'll be asked for 4 credentials: GROQ_API_KEY, GOOGLE_API_KEY, OPENAI_API_KEY, GMAIL_APP_PASSWORD

These are read from process.env at runtime. Make sure you trust where they’ll be sent.

// required environment variables

This server reads these from process.env. You'll be asked to provide them before it can run.

🔐 secretGROQ_API_KEY— OPENAI_API_KEY / / GOOGLE_API_KEY LLM providers (any subset)

🔐 secretGOOGLE_API_KEY— OPENAI_API_KEY / GROQ_API_KEY / LLM providers (any subset)

🔐 secretOPENAI_API_KEY— / GROQ_API_KEY / GOOGLE_API_KEY LLM providers (any subset)

configDEFAULT_LLM_PROVIDER— local \ groq \ google \ openai \ auto

configLOG_LEVEL

configDATABASE_URL

configAPP_DB_PATH— applications_demo.db streamlit run ui/app.py

configGMAIL_EMAIL— / GMAIL_APP_PASSWORD optional Gmail integration (use an App Password)

🔐 secretGMAIL_APP_PASSWORD— GMAIL_EMAIL / optional Gmail integration (use an App Password)

// full audit trail

The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.

// improvement guidance — verified publishers only

We have 5 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.

// embed badge in your README

[![M8ven Score](https://m8ven.ai/badge/mcp/drschmerz-ai-job-application-agent-1ji4sr)](https://m8ven.ai/mcp/drschmerz-ai-job-application-agent-1ji4sr)

commit: 70b3f1db58377faa784b1b6d0cfd77231d77215a

code hash: 014ec8c9f356faba16b3abd5773d96e92fccd6184bda2616e2ada5c47fab4860

verified: 7/21/2026, 8:42:50 AM

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