--- title: "career-ops vs agent-toolkit" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/santifer-career-ops-vs-softaworks-agent-toolkit" tools: ["santifer-career-ops", "softaworks-agent-toolkit"] --- # career-ops vs agent-toolkit *GraphCanon updated Sep 20, 2026* ## Verdict 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; pick agent-toolkit if extends AI coding agent capabilities with Python skills for development and professional workflows. [career-ops](https://career-ops.org) reports 72k GitHub stars, 14k forks, and 537 open issues, last pushed Sep 19, 2026. [agent-toolkit](https://github.com/softaworks/agent-toolkit) has 2.5k stars, 226 forks, and 18 open issues, last pushed Mar 5, 2026. Figures are from public GitHub metadata via [career-ops's repository](https://github.com/santifer/career-ops) and [agent-toolkit's repository](https://github.com/softaworks/agent-toolkit). | | [career-ops](/tools/santifer-career-ops.md) | [agent-toolkit](/tools/softaworks-agent-toolkit.md) | | --- | --- | --- | | Tagline | Open-source AI job search tool that automates the process of scanning job portals, scoring listings, and tailoring CVs for applicants. | A curated collection of skills for AI coding agents | | Stars | 72,182 | 2,483 | | Forks | 13,600 | 226 | | Open issues | 537 | 18 | | Language | JavaScript | Python | | 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. | Extends AI coding agent capabilities with Python skills for development and professional workflows | | Persona | - | - | | Runtime | - | - | | License | MIT | MIT | | Categories | AI Agents, Developer Tools | AI Agents, Developer Tools | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [career-ops](/tools/santifer-career-ops.md) | [agent-toolkit](/tools/softaworks-agent-toolkit.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Slowing (36%) | | Days since push | 0d | 198d | | Open issues (now) | 537 | 18 | | Stars delta | +8.7k (30d) | +176 (30d) | | Open issues delta | +260 (30d) | +1 (30d) | | Full report | [trust report](/tools/santifer-career-ops/trust.md) | [trust report](/tools/softaworks-agent-toolkit/trust.md) | ## Shared compatibility - **Node.js**: [career-ops](/tools/santifer-career-ops.md) - Node.js runtime; [agent-toolkit](/tools/softaworks-agent-toolkit.md) - Node.js runtime ## 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. ## Decision facts: agent-toolkit - **Adopt for:** Extends AI coding agent capabilities with Python skills for development and professional workflows ## Choose when ### Choose career-ops if… - career-ops is primarily JavaScript; agent-toolkit is Python. - 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.. - Tags unique to career-ops: ai-agent, careerops, job-hunting, resume. - 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. ### Choose agent-toolkit if… - agent-toolkit is primarily Python; career-ops is JavaScript. - Tags unique to agent-toolkit: agent-skills, automation, claude, claude-code. - For enhancing specific tasks like documentation, planning, and workflow management ## 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. ## When NOT to use agent-toolkit - If you seek support for languages other than Python - When working with non-Python based coding agents that require specialized skills not covered by this toolkit - In cases where custom, from-scratch development is preferred over using pre-packaged scripts ## Common questions ### What is the difference between career-ops and agent-toolkit? career-ops: Open-source AI job search tool that automates the process of scanning job portals, scoring listings, and tailoring CVs for applicants.. agent-toolkit: A curated collection of skills for AI coding agents. See the comparison table for live GitHub stats and shared categories. ### When should I choose career-ops over agent-toolkit? Choose career-ops over agent-toolkit when career-ops is primarily JavaScript; agent-toolkit is Python; 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.; Tags unique to career-ops: ai-agent, careerops, job-hunting, resume; 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 choose agent-toolkit over career-ops? Choose agent-toolkit over career-ops when agent-toolkit is primarily Python; career-ops is JavaScript; Tags unique to agent-toolkit: agent-skills, automation, claude, claude-code; For enhancing specific tasks like documentation, planning, and workflow management. ### 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. ### When should I avoid agent-toolkit? If you seek support for languages other than Python When working with non-Python based coding agents that require specialized skills not covered by this toolkit In cases where custom, from-scratch development is preferred over using pre-packaged scripts ### Is career-ops or agent-toolkit more popular on GitHub? career-ops has more GitHub stars (72,182 vs 2,483). Stars measure visibility, not whether either tool fits your constraints. ### Are career-ops and agent-toolkit open source? Yes - both are open-source projects on GitHub (career-ops: MIT, agent-toolkit: MIT). ### Where can I find alternatives to career-ops or agent-toolkit? GraphCanon lists graph-backed alternatives at [career-ops alternatives](/tools/santifer-career-ops/alternatives) and [agent-toolkit alternatives](/tools/softaworks-agent-toolkit/alternatives) ([career-ops markdown twin](/tools/santifer-career-ops/alternatives.md), [agent-toolkit markdown twin](/tools/softaworks-agent-toolkit/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/santifer-career-ops-vs-softaworks-agent-toolkit.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, career-ops or agent-toolkit? career-ops: Very active. agent-toolkit: Slowing. 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 career-ops and agent-toolkit? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [career-ops trust report](/tools/santifer-career-ops/trust); [agent-toolkit trust report](/tools/softaworks-agent-toolkit/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=santifer-career-ops`](/api/graphcanon/graph?tool=santifer-career-ops) - 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/_