Comparison
agent-protocol vs LLM-Agent-Paper-List
Verdict
Pick agent-protocol if agent-protocol provides a standardized interface for interacting with various AI agents regardless of their underlying tech stack, aiming to ease development, deployment, and benchmarking; pick LLM-Agent-Paper-List if lists essential papers on LLM-based agents with integrated tools like AgentGym for RL training.
Markdown twin · agent-protocol alternatives · LLM-Agent-Paper-List alternatives
GraphCanon updated 4d
vs
Trust & integrity
| Signal | agent-protocol | LLM-Agent-Paper-List |
|---|---|---|
| Maintenance | Dormant (484d since push) As of 2w · github_public_v1 | Slowing (339d since push) As of 4d · github_public_v1 |
| Provenance | Not a fork · Organization account As of 2w · github_public_v1 | Not a fork · Personal account As of 4d · github_public_v1 |
| OSV dependency advisories | Published findings As of 1mo · osv@v1 | No lockfile (source not queried) 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
- agent-protocol
- Common interface for AI agents
- LLM-Agent-Paper-List
- Must-read papers for LLM-based agents.
Stars
- agent-protocol
- 1.5k
- LLM-Agent-Paper-List
- 8.2k
Forks
- agent-protocol
- 185
- LLM-Agent-Paper-List
- 495
Open issues
- agent-protocol
- 50
- LLM-Agent-Paper-List
- 31
Language
- agent-protocol
- Python
- LLM-Agent-Paper-List
- -
Adopt for
- agent-protocol
- agent-protocol provides a standardized interface for interacting with various AI agents regardless of their underlying tech stack, aiming to ease development, deployment, and benchmarking.
- LLM-Agent-Paper-List
- Lists essential papers on LLM-based agents with integrated tools like AgentGym for RL training.
Persona
- agent-protocol
- -
- LLM-Agent-Paper-List
- -
Runtime
- agent-protocol
- -
- LLM-Agent-Paper-List
- -
License
- agent-protocol
- MIT
- LLM-Agent-Paper-List
- -
Last pushed
- agent-protocol
- Apr 8, 2025
- LLM-Agent-Paper-List
- Sep 12, 2025
Categories
- agent-protocol
- AI Agents
- LLM-Agent-Paper-List
- AI Agents, Evaluation & Observability
Trust and health
Maintenance
- agent-protocol
- Dormant (18%)
- LLM-Agent-Paper-List
- Slowing (36%)
Days since push
- agent-protocol
- 484d
- LLM-Agent-Paper-List
- 339d
Open issues (now)
- agent-protocol
- 50
- LLM-Agent-Paper-List
- 31
Stars delta
- agent-protocol
- Unknown
- LLM-Agent-Paper-List
- +4 (30d)
Open issues delta
- agent-protocol
- Unknown
- LLM-Agent-Paper-List
- +2 (30d)
Owner type
- agent-protocol
- Organization
- LLM-Agent-Paper-List
- User
OSV dependency advisories
- agent-protocol
- Published findings
- LLM-Agent-Paper-List
- No lockfile (source not queried)
Full report
- agent-protocol
- Trust report
- LLM-Agent-Paper-List
- Trust report
Choose agent-protocol if…
- Tags unique to agent-protocol: agents, ai-agent, api, auto-gpt.
- When you want to ensure interoperability between different AI agents irrespective of the frameworks used by them.
When NOT to use agent-protocol
- If you are developing an isolated system with no intention to communicate or integrate with other AI agents outside this scope.
- When working in environments where specific, proprietary interfaces provide significantly better performance or features than adhering to a generic protocol could offer.
Choose LLM-Agent-Paper-List if…
- Tags unique to LLM-Agent-Paper-List: agent, large language models, llm, nlp.
- Also covers Evaluation & Observability.
- Looking to survey key advancements in LLM-based agent research, specifically through papers endorsed by authors.
When NOT to use LLM-Agent-Paper-List
- Seeking real-time interactive debugging tools; focuses more on paper reviews and general frameworks than coding sandbox features.
- Require support documentation in languages other than English or project-specific code details, as licensing and detailed documentation are currently unverified.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (agi-inc/agent-protocol) · observed Aug 6, 2026
- GitHub forks (agi-inc/agent-protocol) · observed Aug 6, 2026
- Last push (agi-inc/agent-protocol) · observed Apr 8, 2025
- License file (MIT) · observed Aug 6, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (WooooDyy/LLM-Agent-Paper-List) · observed Aug 17, 2026
- GitHub forks (WooooDyy/LLM-Agent-Paper-List) · observed Aug 17, 2026
- Last push (WooooDyy/LLM-Agent-Paper-List) · observed Sep 12, 2025
- License file (unknown) · observed Aug 17, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: agent-protocol 1.5k · LLM-Agent-Paper-List 8.2k (synced Aug 6, 2026).
Common questions
- What is the difference between agent-protocol and LLM-Agent-Paper-List?
- agent-protocol: Common interface for 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-protocol over LLM-Agent-Paper-List?
- Choose agent-protocol over LLM-Agent-Paper-List when Tags unique to agent-protocol: agents, ai-agent, api, auto-gpt; When you want to ensure interoperability between different AI agents irrespective of the frameworks used by them.
- When should I choose LLM-Agent-Paper-List over agent-protocol?
- Choose LLM-Agent-Paper-List over agent-protocol when Tags unique to LLM-Agent-Paper-List: agent, large language models, llm, nlp; Also covers Evaluation & Observability; Looking to survey key advancements in LLM-based agent research, specifically through papers endorsed by authors.
- When should I avoid agent-protocol?
- If you are developing an isolated system with no intention to communicate or integrate with other AI agents outside this scope. When working in environments where specific, proprietary interfaces provide significantly better performance or features than adhering to a generic protocol could offer.
- When should I avoid LLM-Agent-Paper-List?
- Seeking real-time interactive debugging tools; focuses more on paper reviews and general frameworks than coding sandbox features. Require support documentation in languages other than English or project-specific code details, as licensing and detailed documentation are currently unverified.
- Is agent-protocol or LLM-Agent-Paper-List more popular on GitHub?
- LLM-Agent-Paper-List has more GitHub stars (8,172 vs 1,458). Stars measure visibility, not whether either tool fits your constraints.
- Are agent-protocol and LLM-Agent-Paper-List open source?
- Yes - both are open-source projects on GitHub.
- Where can I find alternatives to agent-protocol or LLM-Agent-Paper-List?
- GraphCanon lists graph-backed alternatives at agent-protocol alternatives and LLM-Agent-Paper-List alternatives (agent-protocol 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-protocol or LLM-Agent-Paper-List?
- agent-protocol: Dormant. 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 agent-protocol and LLM-Agent-Paper-List?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: agent-protocol trust report; LLM-Agent-Paper-List trust report.