mlsanityData to 14 Oct 2026

ResearchPilot: A Local-First Multi-Agent System for Literature Synthesis and Related Work Drafting

arXiv 2603.14629 ↗First posted 15 Mar 2026cs.IR cs.AIcited by 2

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Abstract (arXiv)

ResearchPilot is an open-source, self-hostable multi-agent system for literature-review assistance. Given a natural-language research question, it retrieves papers from Semantic Scholar and arXiv, extracts structured findings from paper abstracts, synthesizes cross-paper patterns, and drafts a citation-aware related-work section. The system combines FastAPI, Next.js, DSPy, SQLite, and Qdrant in a local-first architecture that supports bring-your-own-key model access and remote-or-local embeddings. This paper describes the system design, typed agent interfaces, persistence and history-search mechanisms, and the engineering tradeoffs involved in building a transparent research assistant. Rather than claiming algorithmic novelty, we present ResearchPilot as a systems contribution and evaluate it through automated tests and end-to-end local runs. We discuss limitations including external API rate limits, abstract-only extraction, incomplete corpus coverage, and the lack of citation verification.

Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 4 of its 6 references that are in the map. First posted on arXiv 15 Mar 2026.

Builds on

4 of 6 references.

References · 4

  1. 2020Retrieval-Augmented Generation for Knowledge-Intensive NLP Taskscited by 9,297
  2. 2023MetaGPT: Meta Programming for A Multi-Agent Collaborative Frameworkcited by 1,808
  3. 2023DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelinescited by 832
  4. 2023The Semantic Scholar Open Data Platformcited by 118

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2026: 2.

2 papers.