Comparison
magic vs career-ops
Verdict
Pick magic if magic is an open-source suite combining AI agents with workflow management and collaboration tools like instant messaging; 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 · magic alternatives · career-ops alternatives
GraphCanon updated Sep 20, 2026
5views this month
Trust & integrity
| Signal | magic | career-ops |
|---|---|---|
| Maintenance | Steady (33d since push) As of Sep 15, 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 15, 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 19, 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
- magic
- All-in-one AI productivity platform
- career-ops
- Open-source AI job search tool that automates the process of scanning job portals, scoring listings, and tailoring CVs for applicants.
Stars
- magic
- 5.0k
- career-ops
- 72k
Forks
- magic
- 561
- career-ops
- 14k
Open issues
- magic
- 17
- career-ops
- 537
Language
- magic
- TypeScript
- career-ops
- JavaScript
Adopt for
- magic
- Magic is an open-source suite combining AI agents with workflow management and collaboration tools like instant messaging.
- 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
- magic
- -
- career-ops
- -
Runtime
- magic
- -
- career-ops
- -
License
- magic
- Magic Open Source License based on Apache 2.0 with additional restrictions, ensuring modifications are open but retaining copyrights and disclaimers as per the license.
- career-ops
- MIT
Last pushed
- magic
- Aug 12, 2026
- career-ops
- Sep 19, 2026
Categories
- magic
- AI Agents, Developer Tools
- career-ops
- AI Agents, Developer Tools
Trust and health
Maintenance
- magic
- Steady (60%)
- career-ops
- Very active (96%)
Days since push
- magic
- 33d
- career-ops
- 0d
Open issues (now)
- magic
- 17
- career-ops
- 537
Stars delta
- magic
- +48 (30d)
- career-ops
- +8.7k (30d)
Open issues delta
- magic
- +3 (30d)
- career-ops
- +260 (30d)
Full report
- magic
- Trust report
- career-ops
- Trust report
Choose magic if…
- magic is primarily TypeScript; career-ops is JavaScript.
- License: magic is Other, career-ops is MIT.
- Requirements: Requires Docker.
- Tags unique to magic: agent, agi, gpt, llm.
- When a diverse set of functionalities under one platform is required for managing workflows, automating tasks, and enabling seamless communication among team members.
When NOT to use magic
- When focused exclusively on a specialized aspect of AI development like model training, as Magic offers an all-in-one solution which might add unnecessary complexity.
- For users requiring immediate Windows OS compatibility without waiting for upcoming support releases, given that Windows is not currently supported in self-hosted setups.
Choose career-ops if…
- career-ops is primarily JavaScript; magic is TypeScript.
- License: career-ops is MIT, magic is Other.
- 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 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 (dtyq/magic) · observed Sep 20, 2026
- GitHub forks (dtyq/magic) · observed Sep 20, 2026
- Last push (dtyq/magic) · observed Aug 12, 2026
- License file (Other) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 19, 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: magic 5.0k · career-ops 72k (synced Sep 20, 2026).
Common questions
- What is the difference between magic and career-ops?
- magic: All-in-one AI productivity platform. 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 magic over career-ops?
- Choose magic over career-ops when magic is primarily TypeScript; career-ops is JavaScript; License: magic is Other, career-ops is MIT; Requirements: Requires Docker; Tags unique to magic: agent, agi, gpt, llm; When a diverse set of functionalities under one platform is required for managing workflows, automating tasks, and enabling seamless communication among team members.
- When should I choose career-ops over magic?
- Choose career-ops over magic when career-ops is primarily JavaScript; magic is TypeScript; License: career-ops is MIT, magic is Other; 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 avoid magic?
- When focused exclusively on a specialized aspect of AI development like model training, as Magic offers an all-in-one solution which might add unnecessary complexity. For users requiring immediate Windows OS compatibility without waiting for upcoming support releases, given that Windows is not currently supported in self-hosted setups.
- 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 magic or career-ops more popular on GitHub?
- career-ops has more GitHub stars (72,182 vs 5,027). Stars measure visibility, not whether either tool fits your constraints.
- Are magic and career-ops open source?
- Yes - both are open-source projects on GitHub (magic: Other, career-ops: MIT).
- Where can I find alternatives to magic or career-ops?
- GraphCanon lists graph-backed alternatives at magic alternatives and career-ops alternatives (magic 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, magic or career-ops?
- magic: Steady. 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 magic and career-ops?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: magic trust report; career-ops trust report.