Comparison
koog vs career-ops
Verdict
Pick koog if koog offers JVM-centric AI agent development with support for wide-ranging deployment environments from Kotlin; 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.
Markdown twin · koog alternatives · career-ops alternatives
GraphCanon updated Sep 20, 2026
10views this month
Trust & integrity
| Signal | koog | career-ops |
|---|---|---|
| Maintenance | Very active (5d since push) As of Sep 20, 2026 · github_public_v1 | Very active (0d since push) As of Sep 20, 2026 · github_public_v1 |
| Provenance | Not a fork · Organization account As of Sep 20, 2026 · github_public_v1 | Not a fork · Organization account As of Sep 20, 2026 · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of Jul 15, 2026 · osv@v1 | No lockfile (source not queried) As of Jul 15, 2026 · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- koog
- A JVM-based framework for building enterprise-ready AI agents
- career-ops
- Open-source AI job search tool that automates the process of scanning job portals, scoring listings, and tailoring CVs for applicants.
Stars
- koog
- 4.6k
- career-ops
- 72k
Forks
- koog
- 474
- career-ops
- 14k
Open issues
- koog
- 195
- career-ops
- 537
Language
- koog
- Kotlin
- career-ops
- JavaScript
Adopt for
- koog
- Koog offers JVM-centric AI agent development with support for wide-ranging deployment environments from Kotlin.
- career-ops
- 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
- koog
- -
- career-ops
- -
Runtime
- koog
- -
- career-ops
- -
License
- koog
- Apache-2.0 License grants permissive use with attribution requirement.
- career-ops
- MIT
Last pushed
- koog
- Sep 14, 2026
- career-ops
- Sep 19, 2026
Categories
- koog
- AI Agents, Developer Tools
- career-ops
- AI Agents, Developer Tools
Trust and health
Days since push
- koog
- 5d
- career-ops
- 0d
Open issues (now)
- koog
- 195
- career-ops
- 537
Stars delta
- koog
- +64 (30d)
- career-ops
- +8.7k (30d)
Open issues delta
- koog
- +20 (30d)
- career-ops
- +260 (30d)
Full report
- koog
- Trust report
- career-ops
- Trust report
Choose koog if…
- koog is primarily Kotlin; career-ops is JavaScript.
- License: koog is Apache-2.0, career-ops is MIT.
- Tags unique to koog: agentframework, agentic-ai, agents, ai-agents-framework.
- Need JVM-based fault-tolerant AI agents across multiple platforms including Android, iOS, and web browsers
When NOT to use koog
- Primarily working outside of JVM environments, such as pure Python or JavaScript projects without JVM support
- Looking for an AI agent framework that does not require JDK 17 or Kotlin 2.3.10 or higher
Choose career-ops if…
- career-ops is primarily JavaScript; koog is Kotlin.
- License: career-ops is MIT, koog is Apache-2.0.
- 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, ai-agent, careerops, job-hunting.
- 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 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.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (JetBrains/koog) · observed Sep 20, 2026
- GitHub forks (JetBrains/koog) · observed Sep 20, 2026
- Last push (JetBrains/koog) · observed Sep 14, 2026
- License file (Apache-2.0) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
- GitHub stars (santifer/career-ops) · observed Sep 20, 2026
- GitHub forks (santifer/career-ops) · observed Sep 20, 2026
- Last push (santifer/career-ops) · observed Sep 19, 2026
- License file (MIT) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: koog 4.6k · career-ops 72k (synced Sep 20, 2026).
Common questions
- What is the difference between koog and career-ops?
- koog: A JVM-based framework for building enterprise-ready AI agents. 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 koog over career-ops?
- Choose koog over career-ops when koog is primarily Kotlin; career-ops is JavaScript; License: koog is Apache-2.0, career-ops is MIT; Tags unique to koog: agentframework, agentic-ai, agents, ai-agents-framework; Need JVM-based fault-tolerant AI agents across multiple platforms including Android, iOS, and web browsers.
- When should I choose career-ops over koog?
- Choose career-ops over koog when career-ops is primarily JavaScript; koog is Kotlin; License: career-ops is MIT, koog is Apache-2.0; 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, ai-agent, careerops, job-hunting; 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 koog?
- Primarily working outside of JVM environments, such as pure Python or JavaScript projects without JVM support Looking for an AI agent framework that does not require JDK 17 or Kotlin 2.3.10 or higher
- 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 koog or career-ops more popular on GitHub?
- career-ops has more GitHub stars (72,182 vs 4,579). Stars measure visibility, not whether either tool fits your constraints.
- Are koog and career-ops open source?
- Yes - both are open-source projects on GitHub (koog: Apache-2.0, career-ops: MIT).
- Where can I find alternatives to koog or career-ops?
- GraphCanon lists graph-backed alternatives at koog alternatives and career-ops alternatives (koog markdown twin, career-ops markdown twin), 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 mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, koog or career-ops?
- koog: 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 koog and career-ops?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: koog trust report; career-ops trust report.