--- title: "ai-job-search vs career-ops" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/madslorentzen-ai-job-search-vs-santifer-career-ops" tools: ["madslorentzen-ai-job-search", "santifer-career-ops"] --- # ai-job-search vs career-ops *GraphCanon updated Jul 17, 2026* ## Verdict Pick ai-job-search if decision-Critical Facts for AI Job Search Tool; pick career-ops if career-ops is an open-source AI job search tool designed to automate scanning job portals in the tech industry, scoring job listings for suitability, and customizing resumes, all run from a CLI interface. [ai-job-search](https://github.com/MadsLorentzen/ai-job-search) reports 21k GitHub stars, 6.1k forks, and 3 open issues, last pushed Jul 10, 2026. [career-ops](https://career-ops.org) has 60k stars, 12k forks, and 180 open issues, last pushed Jul 15, 2026. Figures are from public GitHub metadata via [ai-job-search's repository](https://github.com/MadsLorentzen/ai-job-search) and [career-ops's repository](https://github.com/santifer/career-ops). | | [ai-job-search](/tools/madslorentzen-ai-job-search.md) | [career-ops](/tools/santifer-career-ops.md) | | --- | --- | --- | | Tagline | AI job application framework built on Claude Code for evaluating postings, tailoring CVs, writing cover letters, and interview preparation. | Open-source AI job search tool that automates the process of scanning job portals, scoring listings, and tailoring CVs for applicants. | | Stars | 20,821 | 60,190 | | Forks | 6,059 | 11,935 | | Open issues | 3 | 180 | | Language | TypeScript | JavaScript | | Adopt for | Decision-Critical Facts for AI Job Search Tool | career-ops is an open-source AI job search tool designed to automate scanning job portals in the tech industry, scoring job listings for suitability, and customizing resumes, all run from a CLI interface. | | Persona | - | - | | Runtime | - | - | | License | MIT | MIT | | Categories | AI Agents | AI Agents, Developer Tools | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [ai-job-search](/tools/madslorentzen-ai-job-search.md) | [career-ops](/tools/santifer-career-ops.md) | | --- | --- | --- | | Open issues (now) | 3 | 180 | | Full report | [trust report](/tools/madslorentzen-ai-job-search/trust.md) | [trust report](/tools/santifer-career-ops/trust.md) | **Typed relationship:** ai-job-search _(alternative)_ career-ops 'career-ops' and 'ai-job-search' are both AI job application frameworks that evaluate postings, tailor CVs, write cover letters, and assist with interview preparation using Claude Code. ## Decision facts: ai-job-search - **Adopt for:** Decision-Critical Facts for AI Job Search Tool ## Decision facts: career-ops - **Pricing:** freemium - The tool is open source and distributed under the MIT license, free to use. However, premium services or integrations might be available for additional costs. - **Adopt for:** career-ops is an open-source AI job search tool designed to automate scanning job portals in the tech industry, scoring job listings for suitability, and customizing resumes, all run from a CLI interface. ## Choose when ### Choose ai-job-search if… - ai-job-search is primarily TypeScript; career-ops is JavaScript. - 'career-ops' and 'ai-job-search' are both AI job application frameworks that evaluate postings, tailor CVs, write cover letters, and assist with interview preparation using Claude Code. - Tags unique to ai-job-search: ai-agents, claude-code, cover-letter, interview-preparation. - When you require an integrated framework that can evaluate job postings, tailor CVs, write cover letters, and prepare for interviews using Claude Code as the underlying engine. ### Choose career-ops if… - career-ops is primarily JavaScript; ai-job-search is TypeScript. - Pricing: The tool is open source and distributed under the MIT license, free to use. However, premium services or integrations might be available for additional costs.. - 'career-ops' and 'ai-job-search' are both AI job application frameworks that evaluate postings, tailor CVs, write cover letters, and assist with interview preparation using Claude Code. - Tags unique to career-ops: ai, ai-agent, careerops, job-hunting. - Also covers Developer Tools. - career-ops ships Docker support for self-hosted deployment. - When you are actively searching for tech-related jobs and need tools to streamline resume tailoring and application tracking on your local machine. ## When NOT to use ai-job-search - Avoid this tool if you require a completely language-agnostic solution since it is built with TypeScript and requires the execution environment to support it, including the use of 'bun' for certain CL - If your job application process does not benefit from AI-driven tailoring, as this tool heavily invests in AI evaluation and personalization features which might be overkill or unnecessary. ## When NOT to use career-ops - Avoid using this tool if you prefer web-based job search solutions and do not want to manage the application locally on your machine. - Career-ops may not be suitable for users looking for robust automation of resume creation from scratch, as it focuses more on tailoring existing CVs. ## Common questions ### What is the difference between ai-job-search and career-ops? ai-job-search: AI job application framework built on Claude Code for evaluating postings, tailoring CVs, writing cover letters, and interview preparation.. career-ops: Open-source AI job search tool that automates the process of scanning job portals, scoring listings, and tailoring CVs for applicants.. See the comparison table for live GitHub stats and shared categories. ### When should I choose ai-job-search over career-ops? Choose ai-job-search over career-ops when ai-job-search is primarily TypeScript; career-ops is JavaScript; 'career-ops' and 'ai-job-search' are both AI job application frameworks that evaluate postings, tailor CVs, write cover letters, and assist with interview preparation using Claude Code; Tags unique to ai-job-search: ai-agents, claude-code, cover-letter, interview-preparation; When you require an integrated framework that can evaluate job postings, tailor CVs, write cover letters, and prepare for interviews using Claude Code as the underlying engine. ### When should I choose career-ops over ai-job-search? Choose career-ops over ai-job-search when career-ops is primarily JavaScript; ai-job-search is TypeScript; Pricing: The tool is open source and distributed under the MIT license, free to use. However, premium services or integrations might be available for additional costs.; 'career-ops' and 'ai-job-search' are both AI job application frameworks that evaluate postings, tailor CVs, write cover letters, and assist with interview preparation using Claude Code; Tags unique to career-ops: ai, ai-agent, careerops, job-hunting; Also covers Developer Tools; career-ops ships Docker support for self-hosted deployment; When you are actively searching for tech-related jobs and need tools to streamline resume tailoring and application tracking on your local machine. ### When should I avoid ai-job-search? Avoid this tool if you require a completely language-agnostic solution since it is built with TypeScript and requires the execution environment to support it, including the use of 'bun' for certain CL If your job application process does not benefit from AI-driven tailoring, as this tool heavily invests in AI evaluation and personalization features which might be overkill or unnecessary. ### When should I avoid career-ops? Avoid using this tool if you prefer web-based job search solutions and do not want to manage the application locally on your machine. Career-ops may not be suitable for users looking for robust automation of resume creation from scratch, as it focuses more on tailoring existing CVs. ### Is ai-job-search or career-ops more popular on GitHub? career-ops has more GitHub stars (60,190 vs 20,821). Stars measure visibility, not whether either tool fits your constraints. ### Are ai-job-search and career-ops open source? Yes - both are open-source projects on GitHub (ai-job-search: MIT, career-ops: MIT). ### Where can I find alternatives to ai-job-search or career-ops? GraphCanon lists graph-backed alternatives at [ai-job-search alternatives](/tools/madslorentzen-ai-job-search/alternatives) and [career-ops alternatives](/tools/santifer-career-ops/alternatives) ([ai-job-search markdown twin](/tools/madslorentzen-ai-job-search/alternatives.md), [career-ops markdown twin](/tools/santifer-career-ops/alternatives.md)), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at [this comparison](/compare/madslorentzen-ai-job-search-vs-santifer-career-ops.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, ai-job-search or career-ops? ai-job-search: Very active. career-ops: Very active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for ai-job-search and career-ops? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [ai-job-search trust report](/tools/madslorentzen-ai-job-search/trust); [career-ops trust report](/tools/santifer-career-ops/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=madslorentzen-ai-job-search`](/api/graphcanon/graph?tool=madslorentzen-ai-job-search) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_