career-tools

Career Tools

Overview

6 standalone AI-powered tools at /dashboard/tools. All require auth and support BYOK.

Tool	Agent	Rate Limit
Thank You Note	ThankYouWriterAgent	10/hour
Rejection Analysis	RejectionAnalyzerAgent	10/hour
Reference Request	ReferenceRequestWriterAgent	10/hour
Job Comparison	JobComparisonAgent	10/hour
Follow-up Email	FollowUpGeneratorAgent	10/hour
Salary Coach	SalaryCoachAgent	5/hour

API Endpoints

POST /api/v1/tools/thank-you           # Thank you note
POST /api/v1/tools/rejection-analysis  # Rejection analysis
POST /api/v1/tools/reference-request   # Reference request
POST /api/v1/tools/job-comparison      # Compare 2-3 jobs
GET  /api/v1/tools/followup-stages     # Available stages list
POST /api/v1/tools/followup            # Follow-up email
POST /api/v1/tools/salary-coach        # Salary negotiation coaching

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Agent Prompt Rules — No Placeholders

Every career tool agent prompt MUST include CRITICAL WRITING RULES that explicitly prohibit bracket placeholders.

Rules to include in every agent's SYSTEM_CONTEXT and/or prompt:

• Never output [Your Name], [Recruiter Name], [Company], or any bracket placeholders
• Use first name only for greetings (e.g., Hi Sarah,) — fall back to Hi there, or Dear Hiring Team, if name unknown
• Close with Best regards, — no sender name on the closing line
• Subject lines must NOT include the sender's name

# ✅ CORRECT — in SYSTEM_CONTEXT
"""
CRITICAL: Never output placeholder text like [Your Name], [Recruiter Name], [Company Name].
The output must be ready-to-send with no brackets requiring manual replacement.
"""

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Output JSON Schemas (per tool)

Thank You Note (thank_you_writer.py)

{
  "subject": "Thank you for the interview — [Role] at [Company]",
  "body": "Hi [FirstName],\n\n...\n\nBest regards,",
  "tone": "professional",
  "word_count": 120
}

HTML IDs: thankYouOutput, thankYouSubject (.followup-subject), thankYouBody (.followup-body) Copy action: data-action="copyThankYouNote" → copyThankYouNote() combines subject + body