Skill 与 AgentSKILLS & AGENTS
DeepTutor
HKUDS/DeepTutor
陪你终身学习、个性化辅导的AI导师，可用命令行或网页对话。A lifelong personalized AI tutor that runs locally, adapts to your learning, and works with your documents.
根据公开文档整理，未运行实测；费用以项目官网为准。Based on public documentation, without runtime testing. Check the project site for pricing.
- 适用平台Platforms
- claude-code · codex · opencode · copilot
- 已识别的要求Documented requirements
- API key · Local runtime
- 许可LICENSE
- Apache-2.0
能力CAPABILITIES
它能帮你做成什么What it helps you do
- 01
在终端里与DeepTutor对话学习
- 02
把教材PDF变成可问答的知识库
- 03
用DeepTutor解答数学方程
- 04
保存对话记忆以便复习
- 01
Read and edit Word documents and PDFs
- 02
Create PowerPoint presentations from outlines
- 03
Extract data from Excel spreadsheets
- 04
Run interactive tutoring sessions from your terminal
- 05
Configure your tutoring environment with simple commands
上手GET STARTED
怎么装How to install
docker run --rm --name deeptutor \选择与你的环境对应的方式。命令来自项目文档，未运行实测。Choose the option for your environment. Commands come from project documentation and have not been run-tested.
使用限制LIMITATIONS
限制与风险Limits and risk
以下要求与风险来自文档静态检查，未执行项目代码；扫描没有命中，不代表使用安全。Risk here is evidence, not an alarm. These findings come from static scanning of the docs; we never execute a project’s code.
限制LIMITS
需检查Needs review
- 01需要 API KeyREQUIRES API KEY
- 是Yes
- 02需要本地环境NEEDS LOCAL RUNTIME
- 是Yes
- 03需要 DockerNEEDS DOCKER
- 未在文档中发现Not found in the docs
- 04难度DIFFICULTY
- 需要本地环境Needs a local runtime
- 05许可LICENSE
- Apache-2.0Apache-2.0
- 06阶段STAGE
- 持续活跃Active
- 创建于 28 DEC 2025Created 28 DEC 2025
静态扫描STATIC SCAN
01执行 Shell 命令Runs shell commandsdeeptutor/skills/builtin/docx/SKILL.md
# If present, invoke it with subprocess.run([...], check=True) here, using only
02执行 Shell 命令Runs shell commandsdeeptutor/skills/builtin/pptx/SKILL.md
subprocess.run([soffice, "--headless", "--convert-to", "pdf", str(deck)], check=True)
静态扫描发现项目代码中存在执行Shell命令的风险（中等），可能被用于任意命令执行。仅核验官方页面，未审计服务端代码；数据处理和费用以官网为准。Static analysis found medium-risk shell command executions used for document conversion tasks like PDF generation. Review the code before deploying.
项目动态PROJECT ACTIVITY
它现在处在什么位置Where it stands right now
首次发现FIRST SEEN
27 OCT 202627 OCT 2026
增长GROWTH
+18.7%+18.7%
46k → 54k stars · 7 个快照46k → 54k stars · 7 snapshots
讨论DISCUSSION
1 SOURCES1 SOURCES
10 条外部提及10 external mentions
状态STATUS
持续活跃Active
质量 A-Quality A-
项目近7天有192次提交，开发非常活跃。Open-source under Apache-2.0 license
相关讨论RELATED DISCUSSIONS
- Microsoft Paper: LLMs Corrupt Your Documents When You Delegate (Arxiv.org)
HN_STORY · 7 points · 2 comments
- DeepTutor: Agent-Native Personalized Tutoring
HN_STORY · 2 points · 0 comments
- Prompt injections for better peer reviews in papers on arXiv.org
HN_STORY · 5 points · 1 comments
PROVENANCE · 这些结论的依据是什么Where these conclusions come from
- 来源 URLSource URL
- https://github.com/HKUDS/DeepTutor
- 原始数据哈希Raw data hash
- 8554418a347c8fe35134b44a7ba97c13
- 解析时间Parsed at
- 2026-10-31T22:45:38.042Z
- 最后一次验证Last verified
- 2026-11-02T22:14:53.144Z
- 增长测量时间Growth measured
- 2026-10-29T00:10:25.762Z
- 发现查询Discovery queries
- focus:motion:code:animation
- 分类来源Category source
- rules
- 焦点Focus
- motion (3)
完整解析证据 JSONFull parse evidence JSON
{
"agents": [
{
"agent": "claude-code",
"evidence": "readme: …1.4.7) — Connect your local **Claude Code / Codex** and consult it live…"
},
{
"agent": "codex",
"evidence": "readme: …with your ChatGPT plan via **OpenAI Codex** OAuth, an **Eden AI** provi…"
},
{
"agent": "opencode",
"evidence": "readme: …s in My Agents (Gemini, Kimi, opencode, MiMo), an Atlas Cloud LLM pr…"
},
{
"agent": "copilot",
"evidence": "readme: …starts login when needed) | GitHub Copilot credentials belong to the sig…"
}
],
"apiKey": "` / `DOCLING_API_BASE_URL` / `DOCLING_API_TOKEN` environment variables. Tika is remote-",
"docker": null,
"taxonomy": {
"scores": {
"design": 0,
"ai-tools": 0,
"dev-tools": 0,
"indie-web": 0,
"skill-agent": 3,
"productivity": 0
},
"primary": "skill-agent",
"secondary": null
},
"localRuntime": "ding mismatch detection, Qwen/vLLM compatibility, LM Studio & llama.cpp su",
"skillMdTotal": 8,
"skillMdErrors": [
{
"path": "deeptutor/capabilities/creator/prompts/en/skill.md",
"error": "no frontmatter"
},
{
"path": "deeptutor/capabilities/creator/prompts/zh/skill.md",
"error": "no frontmatter"
}
],
"treeTruncated": false,
"categoryScores": {
"data": 1,
"agent": 3,
"media": 0,
"design": 0,
"browser": 0,
"devtool": 0,
"security": 0,
"marketing": 0,
"productivity": 0
},
"classification": [
{
"signal": "6 SKILL.md with name + description",
"weight": 0.95
},
{
"signal": "python dependency on mcp / fastmcp + MCP framing",
"weight": 0.8
},
{
"signal": "README describes a Claude / Agent Skill",
"weight": 0.7
}
],
"scannedSources": [
"readme",
"SKILL.md",
"deeptutor/capabilities/creator/prompts/en/skill.md",
"deeptutor/capabilities/creator/prompts/zh/skill.md",
"deeptutor/skills/builtin/docx/SKILL.md",
"deeptutor/skills/builtin/pdf/SKILL.md",
"deeptutor/skills/builtin/pptx/SKILL.md",
"deeptutor/skills/builtin/skill-creator/SKILL.md",
"deeptutor/skills/builtin/xlsx/SKILL.md"
],
"skillMdFetched": 8
}