ustc-table-mining/tabclaw

TabClaw：用于表格分析的交互式AI代理

英语 ·中文

个性化。自我进化。完全互动。

放入CSV或Excel文件，描述你的需求。TabClaw会先展示计划再行动，派遣并行代理到你的表格，记住你的偏好，并从每次交互中提取可重复使用的技能——使用越多，它越智能。

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建筑

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🗞️ 新闻

• [2026-06-10] **技术报告发布：**我们的技术报告《TabClaw：一个交互式且自我演进的电子表格操作与表格推理代理》现已在arXiv上发布。报告展示了TabClaw的交互式规划、ReAction式工具使用循环、并行多表推理、持久记忆、可重用技能蒸馏、软件包式技能导入以及反馈驱动的自我进化。

TabClaw: Interactive AI Agent for Table Analysis

English · 中文

Personalized. Self-evolving. Fully interactive.

Drop in a CSV or Excel file and describe what you want. TabClaw shows you its plan before acting, dispatches parallel agents across your tables, remembers your preferences across sessions, and distils reusable skills from every interaction — growing smarter the more you use it.

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Architecture

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🗞️ News

• [2026-06-10] Technical report released: Our technical report, TabClaw: An Interactive and Self-Evolving Agent for Spreadsheet Manipulation and Table Reasoning, is now available on arXiv. It presents TabClaw’s interactive planning, ReAct-style tool-use loop, parallel multi-table reasoning, persistent memory, reusable skill distillation, package-style skill import, and feedback-driven self-evolution.
• [2026-04-13] Self-Evolving Agent v2: TabClaw now features a complete self-evolution engine — pattern discovery mines recurring workflows and suggests new skills; feedback-driven improvement automatically upgrades skills that receive negative feedback; skill versioning tracks every improvement with rollback support; and a Growth Dashboard visualises domain proficiency, efficiency trends, milestones, and the full learning timeline. The more you use it, the better it becomes.
• [2026-04-02] ClawHub-compatible package skills: skills distributed as a SKILL.md archive (e.g. from ClawHub) can be installed directly — open the Skills sidebar and use 📦 Import to upload a .zip. The skill body is injected into the agent’s system prompt; enable or disable each package from the list.
• [2026-03-19] TabClaw is now open-source! Code and docs are publicly available on GitHub.

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What makes TabClaw different

🙋 It asks when it’s not sure

If a request could reasonably mean several different things, TabClaw pauses and presents you with a concise set of clarification options before proceeding. No silent wrong assumptions.