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StoryLenses — AI Cover Letter Engine for Agents

@benediktgirz

The first production MCP server for job applications. 5 composable tools that analyze job postings, match candidate profiles, generate story-driven cover letters using 15+ narrative archetypes, and quality-score results. Supports English, German, Spanish, and Portuguese.

Overview

What is StoryLenses — AI Cover Letter Engine for Agents?

StoryLenses MCP Server gives AI agents the ability to write structured, story-driven cover letters based on job analysis and profile matching. It is designed for developers and job-seekers who want strategic, non-generic cover letters.

How to use StoryLenses — AI Cover Letter Engine for Agents?

Obtain a free API key at https://www.storylenses.app/developers (10 generations/month, no credit card). Then configure your agent to call any of the five tools: analyze a job posting, match a CV, generate a letter, quality-check a letter, or list available narrative archetypes.

Key features of StoryLenses — AI Cover Letter Engine for Agents

  • 5 tools: analyze job, match profile, generate letter, quality check, list archetypes
  • Extract 15+ structured fields from any job posting
  • Match CV against job data with fit score and narrative angle
  • Generate story-driven letters using 15+ narrative archetypes
  • Score letters 0–100 across four quality pillars

Use cases of StoryLenses — AI Cover Letter Engine for Agents

  • Automating personalized cover letters for job applications
  • Helping recruiters or career coaches analyze job-market fit
  • Generating multiple narrative angles for the same candidate–job pair
  • Quality-assuring AI-written cover letters before submission

FAQ from StoryLenses — AI Cover Letter Engine for Agents

Do I need an API key to use this server?

Yes. Get a free API key at storylenses.app/developers; the free tier includes 10 generations per month with no credit card required.

What pricing plans are available?

Free (10 generations/month), Developer ($29/month for 200 generations), and Scale ($99/month for 1,000 generations).

How many narrative archetypes are available?

The server provides 15+ narrative archetypes, including Golden Fleece, Problem-Solver, Fool Triumphant, and more.

What tools does the server expose?

Five tools: storylenses_analyze_job, storylenses_match_profile, storylenses_generate_letter, storylenses_quality_check, and storylenses_list_archetypes.

What does the quality check tool score?

It scores a cover letter 0–100 across four pillars: HR intelligence, self-reflection, narrative craft, and honesty.

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