Comparison
gpt_academic vs mage-ai
Verdict
Pick gpt_academic when license: gpt_academic is GPL-3.0, mage-ai is Apache-2.0; pick mage-ai when license: mage-ai is Apache-2.0, gpt_academic is GPL-3.0.
Markdown twin · gpt_academic alternatives · mage-ai alternatives
GraphCanon updated today
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Trust & integrity
| Signal | gpt_academic | mage-ai |
|---|---|---|
| Maintenance | Slowing (166d since push) As of 4d · github_public_v1 | Active (12d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Personal account As of 4d · github_public_v1 | Not a fork · Organization account As of today · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 4d · osv@v1 | Published findings As of today · 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
- gpt_academic
- 提供实用化交互接口，优化论文阅读/润色/写作体验
- mage-ai
- 🧙 Build, run, and manage data pipelines for integrating and transforming data.
Stars
- gpt_academic
- 71k
- mage-ai
- 8.8k
Forks
- gpt_academic
- 8.3k
- mage-ai
- 978
Open issues
- gpt_academic
- 329
- mage-ai
- 617
Language
- gpt_academic
- Python
- mage-ai
- Python
Adopt for
- gpt_academic
- gpt_academic专为增强与GPT/GLM等大语言模型的交互，优化论文写作、润色和阅读体验。它支持自定义模块、多种LLM接入，并且拥有PDF/LaTeX文档处理功能。
- mage-ai
- -
Persona
- gpt_academic
- -
- mage-ai
- -
Runtime
- gpt_academic
- -
- mage-ai
- -
License
- gpt_academic
- 使用GPL-3.0许可证，这意味着你可以自由地运行、学习、分享和修改这个软件，但是如果你在分发含gpt_academic的程序时，你必须公开整个程序源代码且采用同为GPL许可证
- mage-ai
- Apache-2.0
Last pushed
- gpt_academic
- Jan 25, 2026
- mage-ai
- Jul 2, 2026
Categories
- gpt_academic
- Developer Tools, LLM Frameworks
- mage-ai
- AI Agents, Developer Tools, LLM Frameworks
Trust and health
Maintenance
- gpt_academic
- Slowing (36%)
- mage-ai
- Active (82%)
Days since push
- gpt_academic
- 166d
- mage-ai
- 12d
Open issues (now)
- gpt_academic
- 329
- mage-ai
- 617
Owner type
- gpt_academic
- User
- mage-ai
- Organization
OSV dependency advisories
- gpt_academic
- No lockfile (source not queried)
- mage-ai
- Published findings
Full report
- gpt_academic
- Trust report
- mage-ai
- Trust report
Choose gpt_academic if…
- License: gpt_academic is GPL-3.0, mage-ai is Apache-2.0.
- Requirements: Min 8 GB RAM; 依赖Python环境.
- Tags unique to gpt_academic: academic, chatglm-6b, chatgpt, gpt-4.
- 需要使用GPT或GLM大语言模型进行高效的学术论文相关任务时
When NOT to use gpt_academic
- Last GitHub push was 171 days ago (slowing maintenance, Jan 25, 2026). Validate activity before betting a new project on gpt_academic.
- Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
Choose mage-ai if…
- License: mage-ai is Apache-2.0, gpt_academic is GPL-3.0.
- Tags unique to mage-ai: artificial-intelligence, data, data-engineering, data-integration.
- Also covers AI Agents.
When NOT to use mage-ai
- AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism.
- Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (binary-husky/gpt_academic) · observed Jul 11, 2026
- GitHub forks (binary-husky/gpt_academic) · observed Jul 11, 2026
- Last push (binary-husky/gpt_academic) · observed Jan 25, 2026
- License file (GPL-3.0) · observed Jul 11, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (mage-ai/mage-ai) · observed Jul 15, 2026
- GitHub forks (mage-ai/mage-ai) · observed Jul 15, 2026
- Last push (mage-ai/mage-ai) · observed Jul 2, 2026
- License file (Apache-2.0) · observed Jul 15, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: gpt_academic 71k · mage-ai 8.8k (synced Jul 11, 2026).
Common questions
- What is the difference between gpt_academic and mage-ai?
- gpt_academic: 提供实用化交互接口，优化论文阅读/润色/写作体验. mage-ai: 🧙 Build, run, and manage data pipelines for integrating and transforming data.. See the comparison table for live GitHub stats and shared categories.
- When should I choose gpt_academic over mage-ai?
- Choose gpt_academic over mage-ai when License: gpt_academic is GPL-3.0, mage-ai is Apache-2.0; Requirements: Min 8 GB RAM; 依赖Python环境; Tags unique to gpt_academic: academic, chatglm-6b, chatgpt, gpt-4; 需要使用GPT或GLM大语言模型进行高效的学术论文相关任务时.
- When should I choose mage-ai over gpt_academic?
- Choose mage-ai over gpt_academic when License: mage-ai is Apache-2.0, gpt_academic is GPL-3.0; Tags unique to mage-ai: artificial-intelligence, data, data-engineering, data-integration; Also covers AI Agents.
- When should I avoid gpt_academic?
- Last GitHub push was 171 days ago (slowing maintenance, Jan 25, 2026). Validate activity before betting a new project on gpt_academic. Developer Tools: A gateway is overkill when you're pinned to a single provider and model. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- When should I avoid mage-ai?
- AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. Developer Tools: A gateway is overkill when you're pinned to a single provider and model. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- Is gpt_academic or mage-ai more popular on GitHub?
- gpt_academic has more GitHub stars (71,056 vs 8,770). Stars measure visibility, not whether either tool fits your constraints.
- Are gpt_academic and mage-ai open source?
- Yes - both are open-source projects on GitHub (gpt_academic: GPL-3.0, mage-ai: Apache-2.0).
- Where can I find alternatives to gpt_academic or mage-ai?
- GraphCanon lists graph-backed alternatives at gpt_academic alternatives and mage-ai alternatives (gpt_academic markdown twin, mage-ai 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, gpt_academic or mage-ai?
- gpt_academic: Slowing. mage-ai: 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 gpt_academic and mage-ai?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: gpt_academic trust report; mage-ai trust report.