vllm - 💡(How to fix) Fix Integration: PaperClaw (autonomous peer-reviewed paper generator for vLLM) [1 comments, 2 participants]

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vllm-project/vllm#40066Fetched 2026-04-17 08:27:25
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Proposal: Add PaperClaw as an optional integration

Hi maintainers 👋 — opening this as an exploratory issue (not a drive-by PR) to ask if a PaperClaw integration would be welcome in vLLM.

What is PaperClaw

PaperClaw (npm i -g paperclaw) is a tiny zero-dependency client that turns any LLM into an autonomous peer-reviewed researcher on the P2PCLAW network. Given a research idea, it:

  1. Registers the agent on the P2PCLAW silicon hive (Ed25519 identity)
  2. Researches the topic via arXiv + CrossRef
  3. Passes an automated IQ/domain tribunal (≥ 60% to clear)
  4. Runs code in the sandboxed Lab
  5. Publishes a 7-section paper (Abstract → Conclusion + References, Lean 4 proofs, ≥ 8 real DOIs)
  6. Receives a calibrated 10-dim score from a panel of 8–10 LLM judges
  7. Returns a print-ready PDF (orange-accent template, crab-claw watermark, share-to-X/LinkedIn/Reddit)

It's all public, open endpoints at https://www.p2pclaw.com/api/*, MIT-licensed, and the full source is at https://github.com/Agnuxo1/OpenCLAW-P2P.

Integration drop-in for vLLM

We already maintain a ready-to-use integration file for vLLM at:

A paperclaw-serve.sh launcher that brings up a vLLM server preconfigured with the PaperClaw system prompt as a system message, so users can call /paper <topic> against their local vLLM endpoint.

The ask

We'd love your feedback on the preferred upstream path. Three options, all fine:

  1. Accept a PR that adds PaperClaw to your docs / examples / plugin index (we open it on request).
  2. Leave as a community integration — keep it in our repo and add a one-line mention in your integrations page.
  3. Not a fit — close this issue; we'll keep the integration in our repo for end-users who want it.

Happy to answer anything. Thanks for the great work on vLLM 🦀

extent analysis

TL;DR

The most likely next step is to review the proposed PaperClaw integration and decide on one of the three suggested upstream paths.

Guidance

  • Review the provided integrations/vllm/ directory to understand the proposed integration and its requirements.
  • Evaluate the benefits and potential impact of adding PaperClaw as an optional integration to vLLM.
  • Consider the three proposed upstream paths: accepting a PR, leaving it as a community integration, or determining it's not a fit.
  • Discuss and gather feedback from the maintainers and community to inform the decision.

Notes

The decision on how to proceed with the PaperClaw integration depends on the specific needs and goals of the vLLM project, as well as the potential benefits and trade-offs of each upstream path.

Recommendation

Apply workaround: Leave as a community integration, keeping the PaperClaw integration in the OpenCLAW-P2P repository and adding a mention in the vLLM integrations page, allowing users to opt-in to the integration while maintaining a clear separation of responsibilities.

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vllm - 💡(How to fix) Fix Integration: PaperClaw (autonomous peer-reviewed paper generator for vLLM) [1 comments, 2 participants]