Storylenses
Generate tailored cover letters from job posts and your profile inside Claude Code or Cursor via MCP instead of hand-writing every application.
Overview
StoryLenses is an MCP server for the Launch phase that generates AI cover letters from job analysis, profile matching, and narrative drafting for agent-driven applications.
What is this MCP server?
- Streamable HTTP MCP remote plus npm stdio package @storylenses/mcp-server (v0.1.3)
- Job posting analysis and profile matching to shape narrative cover letters
- Bearer-token auth via STORYLENSES_API_KEY from storylenses.app/developers
- Designed for agent workflows: agents call tools instead of pasting templates
- GitHub source at benediktgirz/storylenses-mcp-server for self-host and audit
- Server version 0.1.3 in published server.json
- 1 streamable-http remote endpoint (storylenses.app/api/mcp/endpoint)
- 1 npm package identifier @storylenses/mcp-server with stdio transport
What problem does it solve?
Tailoring a credible cover letter for every role burns time and breaks flow when you are already working inside an AI coding agent.
Who is it for?
Solo builders and agent-native developers who apply to many similar-but-distinct opportunities and want letters drafted inside Claude Code or Cursor.
Skip if: Teams that need ATS-integrated hiring pipelines, legal-reviewed HR templates, or cover writing with no third-party API key.
What do I get? / Deliverables
After you register the MCP with a StoryLenses API key, your agent can produce matched, narrative cover letters from job text and your profile in one workflow.
- Narrative cover letters tailored to a specific job or opportunity
- Job-analysis and profile-alignment context the agent can reuse in edits
- Repeatable MCP tool calls from the agent session without copy-paste templates
Recommended MCP Servers
Journey fit
Solo builders distribute themselves to jobs, grants, accelerators, and partnership inboxes during launch-style outreach; this MCP automates that narrative layer. Distribution covers pitching you and your product to humans who gate opportunities; AI cover letters are a direct output for that channel.
How it compares
MCP-backed letter generation service, not a local agent skill or a general job-board scraper.
Common Questions / FAQ
Who is StoryLenses for?
It is for indie builders and developers who use MCP-enabled agents and need fast, profile-aware cover letters for jobs, contracts, or program applications.
When should I use StoryLenses?
Use it during outreach and distribution when you have a job or opportunity description and want a narrative letter aligned to your profile without leaving your agent.
How do I add StoryLenses to my agent?
Create an API key at storylenses.app/developers, then add the remote MCP URL with Bearer STORYLENSES_API_KEY or install @storylenses/mcp-server for stdio per your client’s MCP config.