Comparison
llama-hub vs FastDatasets
Verdict
Pick llama-hub if community-driven data loaders for LlamaIndex/LangChain; pick FastDatasets if fastDatasets is designed to aid in generating high-quality datasets for training Large Language Models (LLMs), leveraging Python capabilities.
Markdown twin · llama-hub alternatives · FastDatasets alternatives
GraphCanon updated 2w
vs
Trust & integrity
| Signal | llama-hub | FastDatasets |
|---|---|---|
| Maintenance | Archived (889d since push) As of 2w · github_public_v1 | Slowing (340d since push) As of 2w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 2w · github_public_v1 | Not a fork · Personal account As of 2w · github_public_v1 |
| OSV dependency advisories | Published findings As of 1mo · osv@v1 | Published findings As of 1mo · 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
- llama-hub
- A library of data loaders for LLMs made by the community
- FastDatasets
- A powerful tool for creating high-quality training datasets for Large Language Models (LLMs)
Stars
- llama-hub
- 3.5k
- FastDatasets
- 222
Forks
- llama-hub
- 721
- FastDatasets
- 43
Open issues
- llama-hub
- 96
- FastDatasets
- 0
Language
- llama-hub
- Jupyter Notebook
- FastDatasets
- Python
Adopt for
- llama-hub
- community-driven data loaders for LlamaIndex/LangChain
- FastDatasets
- FastDatasets is designed to aid in generating high-quality datasets for training Large Language Models (LLMs), leveraging Python capabilities.
Persona
- llama-hub
- -
- FastDatasets
- -
Runtime
- llama-hub
- -
- FastDatasets
- -
License
- llama-hub
- MIT
- FastDatasets
- Apache-2.0
Last pushed
- llama-hub
- Mar 1, 2024
- FastDatasets
- Aug 31, 2025
Categories
- llama-hub
- Data & Retrieval, Model Training
- FastDatasets
- Data & Retrieval, Model Training
Trust and health
Maintenance
- llama-hub
- Archived (8%)
- FastDatasets
- Slowing (36%)
Days since push
- llama-hub
- 889d
- FastDatasets
- 340d
Archived on GitHub
- llama-hub
- Yes
- FastDatasets
- No
Open issues (now)
- llama-hub
- 96
- FastDatasets
- 0
Owner type
- llama-hub
- Organization
- FastDatasets
- User
Full report
- llama-hub
- Trust report
- FastDatasets
- Trust report
Shared compatibility
- Python · llama-hub: Python runtime · FastDatasets: Python runtime
Choose llama-hub if…
- llama-hub is primarily Jupyter Notebook; FastDatasets is Python.
- License: llama-hub is MIT, FastDatasets is Apache-2.0.
- Tags unique to llama-hub: community-driven, jupyter-notebook, langchain, llamaindex.
- Community-specific features require engagement with community
When NOT to use llama-hub
- Limited support if the community lacks activity
- Not suitable without familiarity with Poetry for dependency management
Choose FastDatasets if…
- FastDatasets is primarily Python; llama-hub is Jupyter Notebook.
- License: FastDatasets is Apache-2.0, llama-hub is MIT.
- Tags unique to FastDatasets: asyncio, dataset-generation, datasets, llm.
- - When you need to generate datasets specifically tailored to improve the performance of LLMs.
When NOT to use FastDatasets
- - Avoid using if the project does not involve training or fine-tuning LLMs as its primary objective.
- - If customization and flexibility are critical and your team prefers managing datasets manually for full control over each dataset creation process.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (run-llama/llama-hub) · observed Aug 8, 2026
- GitHub forks (run-llama/llama-hub) · observed Aug 8, 2026
- Last push (run-llama/llama-hub) · observed Mar 1, 2024
- License file (MIT) · observed Aug 8, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (ZhuLinsen/FastDatasets) · observed Aug 7, 2026
- GitHub forks (ZhuLinsen/FastDatasets) · observed Aug 7, 2026
- Last push (ZhuLinsen/FastDatasets) · observed Aug 31, 2025
- License file (Apache-2.0) · observed Aug 7, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: llama-hub 3.5k · FastDatasets 222 (synced Aug 8, 2026).
Common questions
- What is the difference between llama-hub and FastDatasets?
- llama-hub: A library of data loaders for LLMs made by the community. FastDatasets: A powerful tool for creating high-quality training datasets for Large Language Models (LLMs). See the comparison table for live GitHub stats and shared categories.
- When should I choose llama-hub over FastDatasets?
- Choose llama-hub over FastDatasets when llama-hub is primarily Jupyter Notebook; FastDatasets is Python; License: llama-hub is MIT, FastDatasets is Apache-2.0; Tags unique to llama-hub: community-driven, jupyter-notebook, langchain, llamaindex; Community-specific features require engagement with community.
- When should I choose FastDatasets over llama-hub?
- Choose FastDatasets over llama-hub when FastDatasets is primarily Python; llama-hub is Jupyter Notebook; License: FastDatasets is Apache-2.0, llama-hub is MIT; Tags unique to FastDatasets: asyncio, dataset-generation, datasets, llm; - When you need to generate datasets specifically tailored to improve the performance of LLMs.
- When should I avoid llama-hub?
- Limited support if the community lacks activity Not suitable without familiarity with Poetry for dependency management
- When should I avoid FastDatasets?
- - Avoid using if the project does not involve training or fine-tuning LLMs as its primary objective. - If customization and flexibility are critical and your team prefers managing datasets manually for full control over each dataset creation process.
- Is llama-hub or FastDatasets more popular on GitHub?
- llama-hub has more GitHub stars (3,469 vs 222). Stars measure visibility, not whether either tool fits your constraints.
- Are llama-hub and FastDatasets open source?
- Yes - both are open-source projects on GitHub (llama-hub: MIT, FastDatasets: Apache-2.0).
- Where can I find alternatives to llama-hub or FastDatasets?
- GraphCanon lists graph-backed alternatives at llama-hub alternatives and FastDatasets alternatives (llama-hub markdown twin, FastDatasets 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, llama-hub or FastDatasets?
- llama-hub: Archived. FastDatasets: 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 llama-hub and FastDatasets?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: llama-hub trust report; FastDatasets trust report.