Comparison
FLsystem-paper vs litellm
Verdict
Pick FLsystem-paper when tags unique to FLsystem-paper: awesome-list, federated-learning, machine-learning, mlsys; pick litellm when pricing: While the core functionality is provided free, specific extended features might require a paid plan..
Markdown twin · FLsystem-paper alternatives · litellm alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | FLsystem-paper | litellm |
|---|---|---|
| Maintenance | Dormant (885d since push) As of today · github_public_v1 | Very active (0d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Personal account As of today · github_public_v1 | Not a fork · Organization account As of today · github_public_v1 |
| Security (OSV) | No lockfile As of today · none | 2 low (2 low) As of 1d · osv@v1 |
Tagline
- FLsystem-paper
- Federated Learning Systems Paper List
- litellm
- Python SDK and Proxy Server for calling multiple LLM APIs
Stars
- FLsystem-paper
- 75
- litellm
- 53k
Forks
- FLsystem-paper
- 7
- litellm
- 9.7k
Open issues
- FLsystem-paper
- 1
- litellm
- 3.9k
Language
- FLsystem-paper
- -
- litellm
- Python
Adopt for
- FLsystem-paper
- -
- litellm
- litellm is a Python SDK and Proxy Server that facilitates the interaction with over 100 LLM APIs, offering features such as cost tracking, guardrails, load balancing, and logging.
Persona
- FLsystem-paper
- -
- litellm
- -
Runtime
- FLsystem-paper
- -
- litellm
- -
License
- FLsystem-paper
- -
- litellm
- The licensing terms for LiteLLM are provided under a license type categorized as 'Other'; details of the exact license should be referenced directly from its source.
Last pushed
- FLsystem-paper
- Feb 7, 2024
- litellm
- Jul 11, 2026
Categories
- FLsystem-paper
- Inference & Serving, LLM Frameworks, Model Training
- litellm
- Inference & Serving, LLM Frameworks
Trust and health
Maintenance
- FLsystem-paper
- Dormant (18%)
- litellm
- Very active (96%)
Days since push
- FLsystem-paper
- 885d
- litellm
- 0d
Open issues (now)
- FLsystem-paper
- 1
- litellm
- 3.9k
Owner type
- FLsystem-paper
- User
- litellm
- Organization
Security scan
- FLsystem-paper
- No lockfile
- litellm
- 2 low (2 low)
Full report
- FLsystem-paper
- Trust report
- litellm
- Trust report
Choose FLsystem-paper if…
- Tags unique to FLsystem-paper: awesome-list, federated-learning, machine-learning, mlsys.
- Also covers Model Training.
- Leaner open-issue backlog (1).
When NOT to use FLsystem-paper
- Last GitHub push was 886 days ago (dormant maintenance, Feb 7, 2024). Validate activity before betting a new project on FLsystem-paper.
- 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.
- Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
Choose litellm if…
- Pricing: While the core functionality is provided free, specific extended features might require a paid plan..
- Requirements: Requires Docker.
- Tags unique to litellm: ai-gateway, azure-openai, bedrock, llm.
- litellm ships Docker support for self-hosted deployment.
- When you need to integrate multiple LLM (Language Learning Modelling) APIs into your application across different providers like Bedrock, Azure, OpenAI, VertexAI, Cohere, Anthropic, Sagemaker, Hugging
When NOT to use litellm
- If your project only requires interaction with a single LLM API and basic functionalities, litellm may be overkill.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (AmberLJC/FLsystem-paper) · observed Jul 11, 2026
- GitHub forks (AmberLJC/FLsystem-paper) · observed Jul 11, 2026
- Last push (AmberLJC/FLsystem-paper) · observed Feb 7, 2024
- License file (unknown) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (BerriAI/litellm) · observed Jul 11, 2026
- GitHub forks (BerriAI/litellm) · observed Jul 11, 2026
- Last push (BerriAI/litellm) · observed Jul 11, 2026
- License file (Other) · observed Jul 11, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: FLsystem-paper 75 · litellm 53k (synced Jul 11, 2026).
Common questions
- What is the difference between FLsystem-paper and litellm?
- FLsystem-paper: Federated Learning Systems Paper List. litellm: Python SDK and Proxy Server for calling multiple LLM APIs. See the comparison table for live GitHub stats and shared categories.
- When should I choose FLsystem-paper over litellm?
- Choose FLsystem-paper over litellm when Tags unique to FLsystem-paper: awesome-list, federated-learning, machine-learning, mlsys; Also covers Model Training; Leaner open-issue backlog (1).
- When should I choose litellm over FLsystem-paper?
- Choose litellm over FLsystem-paper when Pricing: While the core functionality is provided free, specific extended features might require a paid plan.; Requirements: Requires Docker; Tags unique to litellm: ai-gateway, azure-openai, bedrock, llm; litellm ships Docker support for self-hosted deployment; When you need to integrate multiple LLM (Language Learning Modelling) APIs into your application across different providers like Bedrock, Azure, OpenAI, VertexAI, Cohere, Anthropic, Sagemaker, Hugging.
- When should I avoid FLsystem-paper?
- Last GitHub push was 886 days ago (dormant maintenance, Feb 7, 2024). Validate activity before betting a new project on FLsystem-paper. 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. Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
- When should I avoid litellm?
- If your project only requires interaction with a single LLM API and basic functionalities, litellm may be overkill.
- Is FLsystem-paper or litellm more popular on GitHub?
- litellm has more GitHub stars (53,271 vs 75). Stars measure visibility, not whether either tool fits your constraints.
- Are FLsystem-paper and litellm open source?
- Yes - both are open-source projects on GitHub.
- Where can I find alternatives to FLsystem-paper or litellm?
- GraphCanon lists graph-backed alternatives at FLsystem-paper alternatives and litellm alternatives (FLsystem-paper markdown twin, litellm 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, FLsystem-paper or litellm?
- FLsystem-paper: Dormant. litellm: 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 FLsystem-paper and litellm?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: FLsystem-paper trust report; litellm trust report.