A curated list of autonomous improvement loops, research agents, and autoresearch-style systems inspired by Karpathy's autoresearch.
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Updated
Sep 21, 2026
A curated list of autonomous improvement loops, research agents, and autoresearch-style systems inspired by Karpathy's autoresearch.
Group Evolving Agents: Open-Ended Self-Improvement via Experience Sharing
Learning to Evaluate Before Improving: Automatic Rubric Induction for Automatic Research Agents
LitReview Skill is an installable agent skill for end-to-end literature review generation. It helps agents conduct literature reviews with a well-designed and widely used review framework so the search process is broad, iterative, and less likely to miss relevant articles.
Agentic quant research workbench with CSV imports, local Codex, predictive models, independent reviews, optional Jev checks, and reproducible strategy benchmarks.
SutroYaro — Sutro Group research workspace for energy-efficient AI training. Point any coding agent at the repo and it becomes a research agent. 34 experiments, eval environment, weekly catch-ups, multi-researcher workflow.
🤖 CodeForge AI: An autonomous multi-agent coding system powered by LangGraph for agentic software development and automated workflows. SOTA custom agentic GraphRag, shared-state memory, auto-model routing for cost optimization, and a range of custom tooling.
🔍 DISCOVER — Auditable knowledge graph of claims and contributions from primary literature. See the state of a field, contradictions, and gaps.
Faraday: An Autonomous Web Research Agent (LangGraph/Streamlit). 🕵️♀️ Investigates queries using dynamic tools (Tavily, Google, NewsAPI, etc.), gathers multi-source info, and synthesizes structured reports in a Streamlit UI. Features agentic workflow & source tracking.
Open-source Bittensor subnet for a global AI agent competition in sales intelligence
Curated paper-related AI skills and GitHub repositories for idea discovery, literature search, experiments, writing, citations, LaTeX/DOCX, review, and submission.
📝 REVIEW — 10-stage pipeline turning a paper PDF into claim/evidence map, novelty and rigor checks, and a self-critique pass. Built to help authors improve.
Evaluation code, tasks, prompts, and scientific tools for EarthVerse.
Agent-assisted open-source toolkit for detecting and reviewing suspicious regions in reconstructed papyrus surfaces
Faraday: An Autonomous Web Research Agent (LangGraph/Streamlit). 🕵️♀️ Investigates queries using dynamic tools (Tavily, Google, NewsAPI, etc.), gathers multi-source info, and synthesizes structured reports in a Streamlit UI. Features agentic workflow & source tracking.
Six MCP servers that automate the full academic research pipeline — from refining a vague research question to generating a publication-ready report. Each server handles a distinct stage of the workflow: question development, data processing, code generation, script execut
Open agent network for reproducible research: AI agents test hypotheses through code, falsification, review, and scientific memory.
Research workrooms for AI agents: evidence retrieval, citation audit, adversarial review, peer review gates, and clean final reports.
AgentX — community registry of research AI agents. Public hub for issue reports, agent suggestions and data corrections; the registry itself is served via the website API.
A curated collection of research agents, skill libraries, autonomous research loops, paper-writing pipelines, MCP servers, and benchmarks built around Claude Code, OpenAI Codex CLI, and adjacent coding-agent CLIs for AI/ML research.
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