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@@ -67,14 +67,11 @@ Moving beyond traditional human-in-the-loop systems, EvoScientist adopts a human
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- **🧠 Persistent Memory** — Context, preferences, and findings survive across sessions.
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- **🌐 Multi-Provider** — Anthropic, OpenAI, Google, 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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- **🔌 MCP & Skills** — Plug in MCP servers or install skills from GitHub on the fly.
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- **🔬 Scientific Workflow** — Intake → plan → execute → evaluate → write → verify.
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- **🔌 MCP & Skills** — Plug in MCP servers or install skills from GitHub on the fly.
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<p align="center">
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<img src=".github/assets/EvoScientist_framework.png" alt="Framework" width="75%" />
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</p>
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> Powered by EvoScientist's multi-agent engine and installable [**EvoSkills**](https://github.com/EvoScientist/EvoSkills), the entire end-to-end research lifecycle is covered out of the box.
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> [!TIP]
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> Looking for ready-to-use research skills? Check out [**EvoSkills**](https://github.com/EvoScientist/EvoSkills) — Powered by EvoScientist's multi-agent engine and installable skills, the entire end-to-end research lifecycle is covered out of the box.
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## 🔥 News
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- **[13 Mar 2026]** 🚀 [**EvoScientist**](https://github.com/EvoScientist/EvoScientist) officially debuts!
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@@ -75,14 +75,11 @@ EvoScientist 超越了传统的人在回路(Human-in-the-Loop)模式,采
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- **🧠 持久化记忆** — 上下文、偏好和研究发现跨会话保持。
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- **🌐 多模型供应商** — Anthropic、OpenAI、Google、NVIDIA——一处配置,随时切换。
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- **📱 多渠道接入** — CLI 为中心;Telegram、Slack、飞书、微信等——共享同一智能体会话。
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- **🔌 MCP 与 Skills** — 即插即用 MCP 服务器,或从 GitHub 一键安装技能包。
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- **🔬 科学工作流** — 需求采集 → 规划 → 执行 → 评估 → 撰写 → 验证。
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- **🔌 MCP 与 Skills** — 即插即用 MCP 服务器,或从 GitHub 一键安装技能包。
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<p align="center">
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<img src=".github/assets/EvoScientist_framework.png" alt="Framework" width="75%" />
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</p>
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> 由 EvoScientist 多智能体引擎驱动,结合可安装的 [**EvoSkills**](https://github.com/EvoScientist/EvoSkills),开箱即用覆盖端到端研究全流程。
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> [!TIP]
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> 寻找开箱即用的研究技能?查看 [**EvoSkills**](https://github.com/EvoScientist/EvoSkills) — 由 EvoScientist 多智能体引擎驱动,结合可安装技能,端到端研究全流程一步到位。
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## 🔥 动态
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