Comparison
surf vs llm-course
Verdict
Pick surf when tags unique to surf: claude, deepseek, gemma, knowledge-base; pick llm-course when requirements: Course materials are available in Colab notebooks; access requires a Google account.
Markdown twin · surf alternatives · llm-course alternatives
GraphCanon updated today
Trust & integrity
| Signal | surf | llm-course |
|---|---|---|
| Maintenance | Very active (6d since push) As of today · github_public_v1 | Slowing (159d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Organization account As of today · github_public_v1 | Not a fork · Personal account As of today · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of today · osv@v1 | No lockfile (source not queried) As of 4d · 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
- surf
- Personal AI Notebooks. Organize files & webpages and generate notes from them. Open source, local & open data, open model choice (incl. local).
- llm-course
- Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.
Stars
- surf
- 3.5k
- llm-course
- 81k
Forks
- surf
- 255
- llm-course
- 9.4k
Open issues
- surf
- 32
- llm-course
- 85
Language
- surf
- TypeScript
- llm-course
- -
Adopt for
- surf
- -
- llm-course
- The llm-course provides a comprehensive guided course on Large Language Models (LLMs), divided into three parts: LLM Fundamentals, The LLM Scientist, and The LLM Engineer. It includes resources such as Colab notebooks to
Persona
- surf
- -
- llm-course
- -
Runtime
- surf
- -
- llm-course
- -
License
- surf
- Apache-2.0
- llm-course
- Apache-2.0
Last pushed
- surf
- Jul 8, 2026
- llm-course
- Feb 5, 2026
Categories
- surf
- Inference & Serving, LLM Frameworks
- llm-course
- Evaluation & Observability, Inference & Serving, LLM Frameworks, Model Training
Trust and health
Maintenance
- surf
- Very active (96%)
- llm-course
- Slowing (36%)
Days since push
- surf
- 6d
- llm-course
- 159d
Open issues (now)
- surf
- 32
- llm-course
- 85
Owner type
- surf
- Organization
- llm-course
- User
Full report
- surf
- Trust report
- llm-course
- Trust report
Choose surf if…
- Tags unique to surf: claude, deepseek, gemma, knowledge-base.
- More recently updated (last pushed Jul 8, 2026).
When NOT to use surf
- Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
Choose llm-course if…
- Requirements: Course materials are available in Colab notebooks; access requires a Google account.
- Tags unique to llm-course: colab-notebooks, course, large-language-models, machine-learning.
- Also covers Evaluation & Observability, Model Training.
- - When you want a comprehensive roadmap for understanding large language models including fundamental knowledge
When NOT to use llm-course
- - If you only require a quick introduction to LLMs without deep dive into core components
- - When you prefer working directly with commercial platforms that provide complete services rather than following detailed steps on building and deploying models yourself through this course's open,DI
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (deta/surf) · observed Jul 15, 2026
- GitHub forks (deta/surf) · observed Jul 15, 2026
- Last push (deta/surf) · observed Jul 8, 2026
- License file (Apache-2.0) · observed Jul 15, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
- GitHub stars (mlabonne/llm-course) · observed Jul 14, 2026
- GitHub forks (mlabonne/llm-course) · observed Jul 14, 2026
- Last push (mlabonne/llm-course) · observed Feb 5, 2026
- License file (Apache-2.0) · observed Jul 14, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: surf 3.5k · llm-course 81k (synced Jul 15, 2026).
Common questions
- What is the difference between surf and llm-course?
- surf: Personal AI Notebooks. Organize files & webpages and generate notes from them. Open source, local & open data, open model choice (incl. local).. llm-course: Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.. See the comparison table for live GitHub stats and shared categories.
- When should I choose surf over llm-course?
- Choose surf over llm-course when Tags unique to surf: claude, deepseek, gemma, knowledge-base; More recently updated (last pushed Jul 8, 2026).
- When should I choose llm-course over surf?
- Choose llm-course over surf when Requirements: Course materials are available in Colab notebooks; access requires a Google account; Tags unique to llm-course: colab-notebooks, course, large-language-models, machine-learning; Also covers Evaluation & Observability, Model Training; - When you want a comprehensive roadmap for understanding large language models including fundamental knowledge.
- When should I avoid surf?
- Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- When should I avoid llm-course?
- - If you only require a quick introduction to LLMs without deep dive into core components - When you prefer working directly with commercial platforms that provide complete services rather than following detailed steps on building and deploying models yourself through this course's open,DI
- Is surf or llm-course more popular on GitHub?
- llm-course has more GitHub stars (80,904 vs 3,476). Stars measure visibility, not whether either tool fits your constraints.
- Are surf and llm-course open source?
- Yes - both are open-source projects on GitHub (surf: Apache-2.0, llm-course: Apache-2.0).
- Where can I find alternatives to surf or llm-course?
- GraphCanon lists graph-backed alternatives at surf alternatives and llm-course alternatives (surf markdown twin, llm-course 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, surf or llm-course?
- surf: Very active. llm-course: 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 surf and llm-course?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: surf trust report; llm-course trust report.