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EvoScientist aims to harness vibe research by enabling self-evolving AI scientists that autonomously explore, generate insights, and iteratively improve. It is designed to be opinionated and ready to use out of the box, offering a living research system that grows alongside evolving agent skills, toolsets, and memory bases. Moving beyond traditional human-in-the-loop systems, EvoScientist adopts a human-on-the-loop paradigm, where AI acts as a research buddy that co-evolves with human researchers and internalizes scholarly taste and scientific judgment.
✨ Features
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🤖 Multi-Agent Team — 6 sub-agents (plan, research, code, debug, analyze, write) working in concert.
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🧠 Self-Evolving Memory — Auto-distilled each turn, self-linking into a knowledge graph that grows across sessions.
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🛠️ AutoSkills — Distills recurring patterns from its own memory into reusable skills on a schedule — proposed for your review via
/autoskills. -
🌐 Multi-Provider — Anthropic, OpenAI, Google, MiniMax, NVIDIA — one config to switch.
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📱 Multi-Channel — CLI as the hub; Telegram, Slack, Feishu, WeChat, and more — one agent session.
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🖥️ Desktop WebUI — Workspace-panel web app, one terminal via
--ui webui. -
🔬 Scientific Workflow — Intake → plan → execute → evaluate → write → verify.
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⏰ Scheduled Tasks — Automate recurring research on a cron-style schedule — it runs on its own and reports back.
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🔄 Code Generation Modes — More Effort (iterative refinement), continuously improving code quality.
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⚡ Adaptive Tools — Per-turn tool selection keeps only relevant tools visible, reducing noise.
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✂️ Context Editing — Dynamic system prompt rewriting based on conversation state.
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🔌 MCP & Skills — Plug in MCP servers or install skills from GitHub on the fly.
[!TIP] Looking for ready-to-use research skills? Check out EvoSkills — powered by EvoScientist's engine and installable skills, the entire end-to-end research lifecycle is covered out of the box. EvoSkills are also compatible with other CLI coding agents.
🔥 News
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[03 Jun 2026] 🥈 Ranked #2 overall — and 🥇 #1 among
GPT-5.4-based agents — on ResearchClawBench (Agent Mode)! Leaderboard 👈 -
[18 Apr 2026] 🥇 Ranked #1 on DeepResearch Bench at submission time! Leaderboard 👈
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[13 Apr 2026] 🥇 Reclaimed #1 on DeepResearch Bench II at submission time! Leaderboard 👈
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[26 Mar 2026] 🥇 Ranked #1 on AstaBench Data Analysis at submission time! Leaderboard 👈
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[25 Mar 2026] 🥇 Ranked #1 on AstaBench Code & Execution at submission time! Leaderboard 👈
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[13 Mar 2026] 🚀 EvoScientist officially debuts!
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[11 Mar 2026] ⛳ Technical Report is live! Check it out 👈
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[06 Mar 2026] 🥇 Ranked #1 on DeepResearch Bench II at submission time! [**Le