Comparison
magentic vs LLM-Agent-Paper-List
Verdict
Pick magentic when tags unique to magentic: ai, magenta, chatgpt, gpt; pick LLM-Agent-Paper-List when tags unique to LLM-Agent-Paper-List: nlp, survey, large-language-models.
Markdown twin · magentic alternatives · LLM-Agent-Paper-List alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | magentic | LLM-Agent-Paper-List |
|---|---|---|
| Maintenance | Slowing (121d since push) As of today · github_public_v1 | Slowing (302d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Personal account As of today · github_public_v1 | Not a fork · Personal account As of today · github_public_v1 |
| Security (OSV) | No lockfile As of today · none | No lockfile As of today · none |
Tagline
- magentic
- Seamlessly integrate LLMs as Python functions
- LLM-Agent-Paper-List
- The paper list of the 86-page SCIS cover paper "The Rise and Potential of Large Language Model Based Agents: A Survey" by Zhiheng Xi et al.
Stars
- magentic
- 2.4k
- LLM-Agent-Paper-List
- 8.2k
Forks
- magentic
- 127
- LLM-Agent-Paper-List
- 492
Open issues
- magentic
- 49
- LLM-Agent-Paper-List
- 25
Language
- magentic
- Python
- LLM-Agent-Paper-List
- -
Adopt for
- magentic
- -
- LLM-Agent-Paper-List
- LLM-Agent-Paper-List is a meticulously curated collection focused on essential research papers related to AI agents built using Large Language Models, encompassing reinforcement learning frameworks and methodologies. It’
Persona
- magentic
- -
- LLM-Agent-Paper-List
- -
Runtime
- magentic
- -
- LLM-Agent-Paper-List
- -
License
- magentic
- MIT
- LLM-Agent-Paper-List
- -
Last pushed
- magentic
- Mar 11, 2026
- LLM-Agent-Paper-List
- Sep 12, 2025
Categories
- magentic
- AI Agents, LLM Frameworks
- LLM-Agent-Paper-List
- AI Agents, LLM Frameworks, Model Training
Trust and health
Days since push
- magentic
- 121d
- LLM-Agent-Paper-List
- 302d
Open issues (now)
- magentic
- 49
- LLM-Agent-Paper-List
- 25
Full report
- magentic
- Trust report
- LLM-Agent-Paper-List
- Trust report
Choose magentic if…
- Tags unique to magentic: ai, magenta, chatgpt, gpt.
- More recently updated (last pushed Mar 11, 2026).
When NOT to use magentic
- Last GitHub push was 122 days ago (slowing maintenance, Mar 11, 2026). Validate activity before betting a new project on magentic.
- AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
Choose LLM-Agent-Paper-List if…
- Tags unique to LLM-Agent-Paper-List: nlp, survey, large-language-models.
- Also covers Model Training.
- Ideal for researchers and developers deeply interested in the theory and applications of LLM-based agents.
When NOT to use LLM-Agent-Paper-List
- Not suitable if your focus is on traditional machine learning models without a language model foundation.
- May not be as helpful if you are looking for resources outside the scope of large language model-based agents, such as purely statistical modeling techniques.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (jackmpcollins/magentic) · observed Jul 11, 2026
- GitHub forks (jackmpcollins/magentic) · observed Jul 11, 2026
- Last push (jackmpcollins/magentic) · observed Mar 11, 2026
- License file (MIT) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (WooooDyy/LLM-Agent-Paper-List) · observed Jul 11, 2026
- GitHub forks (WooooDyy/LLM-Agent-Paper-List) · observed Jul 11, 2026
- Last push (WooooDyy/LLM-Agent-Paper-List) · observed Sep 12, 2025
- License file (unknown) · observed Jul 11, 2026
- Decision facts (enrichment) · observed Jul 10, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: magentic 2.4k · LLM-Agent-Paper-List 8.2k (synced Jul 11, 2026).
Common questions
- What is the difference between magentic and LLM-Agent-Paper-List?
- magentic: Seamlessly integrate LLMs as Python functions. LLM-Agent-Paper-List: The paper list of the 86-page SCIS cover paper "The Rise and Potential of Large Language Model Based Agents: A Survey" by Zhiheng Xi et al.. See the comparison table for live GitHub stats and shared categories.
- When should I choose magentic over LLM-Agent-Paper-List?
- Choose magentic over LLM-Agent-Paper-List when Tags unique to magentic: ai, magenta, chatgpt, gpt; More recently updated (last pushed Mar 11, 2026).
- When should I choose LLM-Agent-Paper-List over magentic?
- Choose LLM-Agent-Paper-List over magentic when Tags unique to LLM-Agent-Paper-List: nlp, survey, large-language-models; Also covers Model Training; Ideal for researchers and developers deeply interested in the theory and applications of LLM-based agents.
- When should I avoid magentic?
- Last GitHub push was 122 days ago (slowing maintenance, Mar 11, 2026). Validate activity before betting a new project on magentic. AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. 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-Agent-Paper-List?
- Not suitable if your focus is on traditional machine learning models without a language model foundation. May not be as helpful if you are looking for resources outside the scope of large language model-based agents, such as purely statistical modeling techniques.
- Is magentic or LLM-Agent-Paper-List more popular on GitHub?
- LLM-Agent-Paper-List has more GitHub stars (8,159 vs 2,412). Stars measure visibility, not whether either tool fits your constraints.
- Are magentic and LLM-Agent-Paper-List open source?
- Yes - both are open-source projects on GitHub.
- Where can I find alternatives to magentic or LLM-Agent-Paper-List?
- GraphCanon lists graph-backed alternatives at magentic alternatives and LLM-Agent-Paper-List alternatives (magentic 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, magentic or LLM-Agent-Paper-List?
- magentic: Slowing. LLM-Agent-Paper-List: 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 magentic and LLM-Agent-Paper-List?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: magentic trust report; LLM-Agent-Paper-List trust report.