Comparison
agent-lightning vs LLM-Agent-Paper-List
Verdict
Pick agent-lightning if detailed examination of agent-lightning reveals its strong points in model training, specifically its support for reinforcement learning and MLOps; pick LLM-Agent-Paper-List if lLM-Agent-Paper-List is a curated repository of essential papers on large language model-based agents, focusing on AgentGym, a framework for developing and training LLM agents through reinforcement learning.
Markdown twin · agent-lightning alternatives · LLM-Agent-Paper-List alternatives
GraphCanon updated Sep 20, 2026
10views this month
vs
Trust & integrity
| Signal | agent-lightning | LLM-Agent-Paper-List |
|---|---|---|
| Maintenance | Very active (0d since push) As of Aug 19, 2026 · github_public_v1 | Dormant (371d since push) As of Sep 18, 2026 · github_public_v1 |
| Provenance | Not a fork · Organization account As of Aug 19, 2026 · github_public_v1 | Not a fork · Personal account As of Sep 18, 2026 · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of Aug 9, 2026 · osv@v1 | No lockfile (source not queried) As of Sep 18, 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
- agent-lightning
- The absolute trainer to light up AI agents
- LLM-Agent-Paper-List
- Must-read papers for LLM-based agents.
Stars
- agent-lightning
- 18k
- LLM-Agent-Paper-List
- 8.2k
Forks
- agent-lightning
- 1.5k
- LLM-Agent-Paper-List
- 499
Open issues
- agent-lightning
- 156
- LLM-Agent-Paper-List
- 32
Language
- agent-lightning
- Python
- LLM-Agent-Paper-List
- -
Adopt for
- agent-lightning
- Detailed examination of agent-lightning reveals its strong points in model training, specifically its support for reinforcement learning and MLOps.
- LLM-Agent-Paper-List
- LLM-Agent-Paper-List is a curated repository of essential papers on large language model-based agents, focusing on AgentGym, a framework for developing and training LLM agents through reinforcement learning.
Persona
- agent-lightning
- -
- LLM-Agent-Paper-List
- -
Runtime
- agent-lightning
- -
- LLM-Agent-Paper-List
- -
License
- agent-lightning
- MIT
- LLM-Agent-Paper-List
- -
Last pushed
- agent-lightning
- Aug 19, 2026
- LLM-Agent-Paper-List
- Sep 12, 2025
Categories
- agent-lightning
- AI Agents, Model Training
- LLM-Agent-Paper-List
- AI Agents, Evaluation & Observability, Model Training
Trust and health
Maintenance
- agent-lightning
- Very active (96%)
- LLM-Agent-Paper-List
- Dormant (18%)
Days since push
- agent-lightning
- 0d
- LLM-Agent-Paper-List
- 371d
Open issues (now)
- agent-lightning
- 156
- LLM-Agent-Paper-List
- 32
Stars delta
- agent-lightning
- +104 (30d)
- LLM-Agent-Paper-List
- +50 (30d)
Open issues delta
- agent-lightning
- +3 (30d)
- LLM-Agent-Paper-List
- +1 (30d)
Owner type
- agent-lightning
- Organization
- LLM-Agent-Paper-List
- User
Full report
- agent-lightning
- Trust report
- LLM-Agent-Paper-List
- Trust report
Choose agent-lightning if…
- Tags unique to agent-lightning: agentic-ai, mlops.
- When you're dealing with projects that require continuous integration and deployment workflows (CI/CD), as agent-lightning supports MLOps practices which facilitate this.
- More GitHub stars (18k vs 8.2k) - visibility, not fit.
When NOT to use agent-lightning
- Avoid using agent-lightning if you're working in a language other than Python, given that it's only available as a Python package.
- It might not be the best fit for projects where stability over cutting-edge features is prioritized. Its development focus leans towards experimental functionalities, with frequent updates to the Test
Choose LLM-Agent-Paper-List if…
- Tags unique to LLM-Agent-Paper-List: evaluation, large-language-models, nlp, survey.
- Also covers Evaluation & Observability.
- When you need a comprehensive list of must-read papers on LLM-based agents, including detailed insights into AgentGym, a framework for developing and training LLM agents through reinforcement learning
When NOT to use LLM-Agent-Paper-List
- If you are looking for a tool that focuses on a broader range of AI agent development beyond LLM-based agents, as LLM-Agent-Paper-List is specifically curated for LLM-based agents
- When you need real-time updates or a dynamic list of papers, as the repository is a static list and does not automatically update with new publications
- If you require a tool that includes practical code implementations for all listed papers, as the repository primarily serves as a list and does not provide comprehensive code for every paper
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (microsoft/agent-lightning) · observed Sep 20, 2026
- GitHub forks (microsoft/agent-lightning) · observed Sep 20, 2026
- Last push (microsoft/agent-lightning) · observed Aug 19, 2026
- License file (MIT) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Aug 9, 2026
- GitHub stars (WooooDyy/LLM-Agent-Paper-List) · observed Sep 20, 2026
- GitHub forks (WooooDyy/LLM-Agent-Paper-List) · observed Sep 20, 2026
- Last push (WooooDyy/LLM-Agent-Paper-List) · observed Sep 12, 2025
- License file (unknown) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Sep 18, 2026
- Trust scan (lockfile / OSV) · observed Sep 18, 2026
GitHub stars on cards: agent-lightning 18k · LLM-Agent-Paper-List 8.2k (synced Sep 20, 2026).
Common questions
- What is the difference between agent-lightning and LLM-Agent-Paper-List?
- agent-lightning: The absolute trainer to light up AI agents. LLM-Agent-Paper-List: Must-read papers for LLM-based agents.. See the comparison table for live GitHub stats and shared categories.
- When should I choose agent-lightning over LLM-Agent-Paper-List?
- Choose agent-lightning over LLM-Agent-Paper-List when Tags unique to agent-lightning: agentic-ai, mlops; When you're dealing with projects that require continuous integration and deployment workflows (CI/CD), as agent-lightning supports MLOps practices which facilitate this; More GitHub stars (18k vs 8.2k) - visibility, not fit.
- When should I choose LLM-Agent-Paper-List over agent-lightning?
- Choose LLM-Agent-Paper-List over agent-lightning when Tags unique to LLM-Agent-Paper-List: evaluation, large-language-models, nlp, survey; Also covers Evaluation & Observability; When you need a comprehensive list of must-read papers on LLM-based agents, including detailed insights into AgentGym, a framework for developing and training LLM agents through reinforcement learning.
- When should I avoid agent-lightning?
- Avoid using agent-lightning if you're working in a language other than Python, given that it's only available as a Python package. It might not be the best fit for projects where stability over cutting-edge features is prioritized. Its development focus leans towards experimental functionalities, with frequent updates to the Test
- When should I avoid LLM-Agent-Paper-List?
- If you are looking for a tool that focuses on a broader range of AI agent development beyond LLM-based agents, as LLM-Agent-Paper-List is specifically curated for LLM-based agents When you need real-time updates or a dynamic list of papers, as the repository is a static list and does not automatically update with new publications If you require a tool that includes practical code implementations for all listed papers, as the repository primarily serves as a list and does not provide comprehensive code for every paper
- Is agent-lightning or LLM-Agent-Paper-List more popular on GitHub?
- agent-lightning has more GitHub stars (17,500 vs 8,222). Stars measure visibility, not whether either tool fits your constraints.
- Are agent-lightning and LLM-Agent-Paper-List open source?
- Yes - both are open-source projects on GitHub.
- Where can I find alternatives to agent-lightning or LLM-Agent-Paper-List?
- GraphCanon lists graph-backed alternatives at agent-lightning alternatives and LLM-Agent-Paper-List alternatives (agent-lightning markdown twin, LLM-Agent-Paper-List 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, agent-lightning or LLM-Agent-Paper-List?
- agent-lightning: Very active. LLM-Agent-Paper-List: Dormant. 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 agent-lightning and LLM-Agent-Paper-List?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: agent-lightning trust report; LLM-Agent-Paper-List trust report.