Mirror – Open-source job search and resume tool with integrated memory
Mirror is an open-source job search and resume tool designed to learn and adapt to a user's writing style. It features a unique memory system that retains user-specific phrasings and style rules, enhancing the resume generation process. Currently in pre-1.0 status, it offers a structured approach to resume building that prioritizes user voice and fit for job postings.
- ▪Mirror is a self-hosted job search assistant that learns from user edits.
- ▪It generates resumes that reflect the user's voice and drafts answers for application questions.
- ▪The tool features a two-tier memory system that stores both specific phrasings and general writing style rules.
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Mirror An AI resume agent that learns your voice from your edits. Mirror is a self-hosted, local-first job search assistant. It does three things most "AI resume builders" don't: ranks scraped job postings by fit to your profile, generates resumes that get progressively more in your voice with every edit, and drafts answers for the open-ended questions on application forms (the "Why do you want to work here?" / "Tell us about a time…" prompts). The deepest piece is the voice memory: most AI tools generate fresh from scratch every time. Mirror remembers the actual phrasings you've hand-tuned for each accomplishment, employer, and skill bucket — and feeds them back to the next generation as grounding examples.
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Excerpt limited to ~120 words for fair-use compliance. The full article is at GitHub.