HKUDS /
项目仓库DeepTutor
DeepTutor: Lifelong Personalized Tutoring. https://deeptutor.info/.
Star 增减趋势
仅展示实际采集历史；历史不足或采集过期时不计算净增。
| 周期 | Star 净增 |
|---|---|
| 最近 24 小时 | 历史积累中 |
| 最近 7 天 | 历史积累中 |
| 最近 30 天 | 历史积累中 |
| 最近 365 天 | 历史积累中 |
仓库档案
创建时间：2025-12-28T15:35:54Z · 开始观察：2026-10-26T16:00:11.451Z
项目文档
<div align="center"> <p align="center"><img src="assets/figs/logo/logo.png" alt="DeepTutor logo" height="56" style="vertical-align: middle;"> <img src="assets/figs/logo/banner.png" alt="DeepTutor" height="48" style="vertical-align: middle;"></p> # DeepTutor: Lifelong Personalized Tutoring <p align="center"> <a href="https://deeptutor.info" target="_blank"><img alt="Docs — deeptutor.info" src="https://img.shields.io/badge/Docs-deeptutor.info%20%E2%86%97-0A0A0A?style=for-the-badge&labelColor=F5F5F4" height="36"></a> <a href="https://deeptutor.info/collaborate/" target="_blank"><img alt="Collaborate — work with us" src="https://img.shields.io/badge/Collaborate-work%20with%20us%20%E2%86%97-0A0A0A?style=for-the-badge&labelColor=F5F5F4" height="36"></a> </p> <p align="center"> <a href="https://www.star-history.com/hkuds/deeptutor"><picture><source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/badge?repo=HKUDS/DeepTutor&type=trending&theme=dark"><source media="(prefers-color-scheme: light)" srcset="https://api.star-history.com/badge?repo=HKUDS/DeepTutor&type=trending"><img alt="GitHub Trending Repository of the Day" src="https://api.star-history.com/badge?repo=HKUDS/DeepTutor&type=trending" height="55"></picture></a> <a href="https://trendshift.io/repositories/17099"><img src="https://trendshift.io/api/badge/trendshift/repositories/17099/daily" alt="HKUDS/DeepTutor | Trendshift" width="250" height="55"></a> <a href="https://www.star-history.com/hkuds/deeptutor"><picture><source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/badge?repo=HKUDS/DeepTutor&theme=dark"><source media="(prefers-color-scheme: light)" srcset="https://api.star-history.com/badge?repo=HKUDS/DeepTutor"><img alt="Star History Rank" src="https://api.star-history.com/badge?repo=HKUDS/DeepTutor" width="185" height="55"></picture></a> </p> <p align="center"> <a href="README.md"><img alt="English" height="40" src="https://img.shields.io/badge/English-BCDCF7"></a> <a href="assets/README/README_CN.md"><img alt="简体中文" height="40" src="https://img.shields.io/badge/简体中文-CDCFD4"></a> <a href="assets/README/README_TW.md"><img alt="繁體中文" height="40" src="https://img.shields.io/badge/繁體中文-CDCFD4"></a> <a href="assets/README/README_JA.md"><img alt="日本語" height="40" src="https://img.shields.io/badge/日本語-CDCFD4"></a> <a href="assets/README/README_ES.md"><img alt="Español" height="40" src="https://img.shields.io/badge/Español-CDCFD4"></a> <a href="assets/README/README_FR.md"><img alt="Français" height="40" src="https://img.shields.io/badge/Français-CDCFD4"></a> <a href="assets/README/README_AR.md"><img alt="Arabic" height="40" src="https://img.shields.io/badge/Arabic-CDCFD4"></a> <a href="assets/README/README_RU.md"><img alt="Русский" height="40" src="https://img.shields.io/badge/Русский-CDCFD4"></a> <a href="assets/README/README_HI.md"><img alt="Hindi" height="40" src="https://img.shields.io/badge/Hindi-CDCFD4"></a> <a href="assets/README/README_PT.md"><img alt="Português" height="40" src="https://img.shields.io/badge/Português-CDCFD4"></a> <a href="assets/README/README_TH.md"><img alt="Thai" height="40" src="https://img.shields.io/badge/Thai-CDCFD4"></a> <a href="assets/README/README_PL.md"><img alt="Polski" height="40" src="https://img.shields.io/badge/Polski-CDCFD4"></a> </p> [](https://www.python.org/downloads/) [](https://nextjs.org/) [](LICENSE) [](https://github.com/HKUDS/DeepTutor/releases) [](https://arxiv.org/abs/2604.26962) [](https://discord.gg/eRsjPgMU4t) [](./Communication.md) [](https://github.com/HKUDS/DeepTutor/issues/78) [Features](#-key-features) · [Get Started](#-get-started) · [Explore](#-explore-deeptutor) · [CLI](#%EF%B8%8F-deeptutor-cli--agent-native-interface) · [Ecosystem](#-ecosystem--eduhub--the-skills-community) · [Community](#-community) </div> --- > 🤝 **We welcome any kinds of contributing!** Vote on roadmap items or propose new ones at [`Roadmap`](https://github.com/HKUDS/DeepTutor/issues/498), and see our [Contributing Guide](CONTRIBUTING.md) for branching strategy, coding standards, and how to get started. ### 📦 Releases > **[2026.10.19]** [v1.6.15](https://github.com/HKUDS/DeepTutor/releases/tag/v1.6.15) — Reviewed learning-path changes, grouped assessments, bounded tutoring memory, reliable chat recovery, sturdier parsing, retrieval comparisons, and native Gemini speech. <details> <summary><b>Past releases (more than 1 week ago)</b></summary> > **[2026.10.8]** [v1.6.14](https://github.com/HKUDS/DeepTutor/releases/tag/v1.6.14) — Original-source visual practice, recoverable indexing, unified video Reading, scientific research tools, managed plugins, a learning journal, and provider setup improvements. > **[2026.10.4]** [v1.6.13](https://github.com/HKUDS/DeepTutor/releases/tag/v1.6.13) — Reading and listening improvements, question-bank practice, resilient document parsing, configurable speech, workspace-visible attachments, Polish, and new providers. > **[2026.9.27]** [v1.6.12](https://github.com/HKUDS/DeepTutor/releases/tag/v1.6.12) — Workspace KB moves, Kiwix archives, source figures, Task Board, German UI, and chat recovery. > **[2026.9.24]** [v1.6.11](https://github.com/HKUDS/DeepTutor/releases/tag/v1.6.11) — French and Ukrainian interfaces, reading folders with in-chat selection actions, figures sent to vision models, paged Office previews, and self-syncing knowledge bases. > **[2026.9.22]** [v1.6.10](https://github.com/HKUDS/DeepTutor/releases/tag/v1.6.10) — Native LightRAG role models, a published index that records and enforces what built it, PDF attachments that follow your parsing engine, visible truncation, and unfiltered provider choices. > **[2026.9.21]** [v1.6.9](https://github.com/HKUDS/DeepTutor/releases/tag/v1.6.9) — Folder-based learning workspaces, daily practice, redesigned Settings, clearer streaming conversations, persistent usage accounting, and recoverable archives with explicit permanent deletion. > **[2026.9.14]** [v1.6.8](https://github.com/HKUDS/DeepTutor/releases/tag/v1.6.8) — A recycle bin for deleted chats, search across your whole conversation history, a tool that looks past your knowledge base, and a sweep of fixes for quiet failures. > **[2026.9.11]** [v1.6.7](https://github.com/HKUDS/DeepTutor/releases/tag/v1.6.7) — A fix release: books that arrived as one empty chapter, quizzes that produced nothing, the model's scratchpad in the text, formulas printed raw, and cards you could not submit. > **[2026.9.8]** [v1.6.6](https://github.com/HKUDS/DeepTutor/releases/tag/v1.6.6) — A fix release: answers that could not submit, a copy button that lied, connected knowledge bases for partners, Codex sign-in inside Docker, and a 100 KB lighter home route. > **[2026.9.6]** [v1.6.5](https://github.com/HKUDS/DeepTutor/releases/tag/v1.6.5) — A content workspace you point at any folder, one `exec` tool for every language, Mastery Path modes that gate its tools, and Settings that grades readiness. > **[2026.9.3]** [v1.6.4](https://github.com/HKUDS/DeepTutor/releases/tag/v1.6.4) — Faster isolated runtimes, controllable Book generation, source-complete Mastery paths and Chat hand-offs, durable Reading, unified activity UI, recoverable sessions, and explicit per-model API capabilities. > **[2026.9.2]** [v1.6.3](https://github.com/HKUDS/DeepTutor/releases/tag/v1.6.3) — Breaking front/back-end refactor, strict canonical routes and recoverable streams, plus learner/guardian accounts, grounded Reading, WeKnora, broader parsing, Python 3.14, and DashScope media. > **[2026.8.31]** [v1.6.2](https://github.com/HKUDS/DeepTutor/releases/tag/v1.6.2) — Immersive YouTube learning, a plugin-driven Visualize catalog, three new agent harnesses, safer reading citations, multi-format MinerU, live Partner channel status, and guided updates. > **[2026.8.30]** [v1.6.1](https://github.com/HKUDS/DeepTutor/releases/tag/v1.6.1) — One vendor key linked to every service it serves, a task model for background work, Settings as a searchable navigator, a sidebar you arrange, and first-party **LightRAG**. > **[2026.8.27]** [v1.6.0](https://github.com/HKUDS/DeepTutor/releases/tag/v1.6.0) — Faithful EPUB reading and annotations, Courses with Little Tutor and Ask Questions, bounded web-source sync, shared Books with private learning state, and Serply/native search. > **[2026.8.25]** [v1.5.17](https://github.com/HKUDS/DeepTutor/releases/tag/v1.5.17) — Partners each member owns with private conversations and linkable chat accounts, GitHub repos as a knowledge source, **Antigravity CLI**, browser WeChat QR login, and `deeptutor doctor`. > **[2026.8.22]** [v1.5.16](https://github.com/HKUDS/DeepTutor/releases/tag/v1.5.16) — **MarginNote 4** libraries you connect and its add-on fills, Book pages that turn again, and tool-call ids, embeddings and temperature limits that stop breaking behind a gateway. > **[2026.8.20]** [v1.5.15](https://github.com/HKUDS/DeepTutor/releases/tag/v1.5.15) — **PageIndex OSS** you host yourself with reasoning retrieval, a question bank you can finally file into, third-party tool/capability plugins, and **Apache Tika** parsing. > **[2026.8.19]** [v1.5.14](https://github.com/HKUDS/DeepTutor/releases/tag/v1.5.14) — **Immersive Reading**: a document open beside the thread, cited page by page; DeepTutor configures itself from chat; IMA libraries you browse and write to; a notebook console. > **[2026.8.17]** [v1.5.13](https://github.com/HKUDS/DeepTutor/releases/tag/v1.5.13) — Books stream while they compile, track your progress, and export to Markdown; a cost estimate before you approve a spine; and home starter suggestions drawn from memory. > **[2026.8.13]** [v1.5.12](https://github.com/HKUDS/DeepTutor/releases/tag/v1.5.12) — Web search rebuilt with six new providers (**Doubao**, **Bocha**, **Zhipu**, **Firecrawl**, **Qianfan**, **Aliyun IQS**), a **LiteParse** parsing engine, MCP servers that reconnect on credential change, and **CodeBuddy** + **OrcaRouter**. > **[2026.8.10]** [v1.5.11](https://github.com/HKUDS/DeepTutor/releases/tag/v1.5.11) — Prose around a DSML tool call stops vanishing, a truncated reply continues instead of ending, live memory usage in Settings, and LightRAG indexing off the event loop. > **[2026.8.7]** [v1.5.10](https://github.com/HKUDS/DeepTutor/releases/tag/v1.5.10) — Every account signs in to its own **Codex**, model output language becomes its own setting, empty tool calls are rejected instead of retried, and uploads stop blocking the loop. > **[2026.8.4]** [v1.5.9](https://github.com/HKUDS/DeepTutor/releases/tag/v1.5.9) — Gemini **Embedding 2** on its native endpoint, a per-model **reasoning effort** control, a **Novita AI** gateway, retrieval roles for queries, and Compose deployments that keep all of `data/`. > **[2026.8.2]** [v1.5.8](https://github.com/HKUDS/DeepTutor/releases/tag/v1.5.8) — Memory: a real heap ceiling for the dev server, source installs serve a production build, bounded LLM client and index caches, and a keep-alive fix for stray 500s. > **[2026.7.31]** [v1.5.7](https://github.com/HKUDS/DeepTutor/releases/tag/v1.5.7) — A per-account **MCP Services** store, 101 **CLI Apps** the tutor can run, credentials moved out of the sandbox's reach, and a mobile layout. > **[2026.7.29]** [v1.5.6](https://github.com/HKUDS/DeepTutor/releases/tag/v1.5.6) — Remote **Codex** sign-in completes behind an SSH tunnel, generated files get their own card in Activity, non-English languages stop collapsing to Chinese, and book creation no longer times out. > **[2026.7.26]** [v1.5.5](https://github.com/HKUDS/DeepTutor/releases/tag/v1.5.5) — Sign in with your ChatGPT plan via **OpenAI Codex** OAuth, an **Eden AI** provider, knowledge bases that report what they hold, traceable `rag` citations, and GraphRAG indexing without a workaround. > **[2026.7.24]** [v1.5.4](https://github.com/HKUDS/DeepTutor/releases/tag/v1.5.4) — Maintenance sweep: the post-answer "generating" stall is gone, IM partners render Markdown tables faithfully, LLM JSON parsing is sturdier, plus quiz, create-KB form, and Math Animator fixes. > **[2026.7.24]** [v1.5.3](https://github.com/HKUDS/DeepTutor/releases/tag/v1.5.3) — Themeable code blocks, four more coding CLIs in My Agents (Gemini, Kimi, opencode, MiMo), an Atlas Cloud LLM provider, and a broad chat, memory, embedding, and parsing reliability sweep. > **[2026.7.19]** [v1.5.2](https://github.com/HKUDS/DeepTutor/releases/tag/v1.5.2) — Configurable chat attachment limits, PageIndex retrieval that reasons across your documents via agentic tool calls, broader Anthropic/OpenAI model support, and steadier Book, Knowledge Base, and chat UI. > **[2026.7.9]** [v1.5.1](https://github.com/HKUDS/DeepTutor/releases/tag/v1.5.1) — Remove a single failed document from a knowledge base — even one stuck in an **error** state — instead of deleting and rebuilding the whole base. > **[2026.7.4]** [v1.5.0](https://github.com/HKUDS/DeepTutor/releases/tag/v1.5.0) — LlamaIndex ingestion now honors your **Document Parsing** engine with multimodal image extraction, Partner & Soul ids stay URL-safe for non-Latin names, and optional RAG extras install cleanly on Python 3.14+. > **[2026.6.30]** [v1.4.15](https://github.com/HKUDS/DeepTutor/releases/tag/v1.4.15) — A native **Mattermost** channel for Partners, plus fixes so Guided Learning multiple-choice questions grade correctly and a configured zero chunk overlap is honored. > **[2026.6.29]** [v1.4.14](https://github.com/HKUDS/DeepTutor/releases/tag/v1.4.14) — Click an assigned partner to chat in one step, Deep Research flags partial reports, LightRAG indexes without MinerU, FAISS handles non-ASCII paths, and PocketBase sessions are isolated per user. > **[2026.6.27]** [v1.4.13](https://github.com/HKUDS/DeepTutor/releases/tag/v1.4.13) — Partners support non-Latin names and become assignable to users, logos render after login (#599), tiny knowledge bases retrieve reliably, and containers start cleanly under rootless Podman. > **[2026.6.24]** [v1.4.12](https://github.com/HKUDS/DeepTutor/releases/tag/v1.4.12) — A new **LightRAG Server** retrieval engine, a lightweight **PyMuPDF4LLM** parsing engine, and a FAISS vector backend that makes large knowledge-base retrieval dramatically faster. > **[2026.6.23]** [v1.4.11](https://github.com/HKUDS/DeepTutor/releases/tag/v1.4.11) — Native tool calling on every cloud OpenAI-compatible provider, a redesigned admin Users page, LaTeX in quiz options, an honest session-loading spinner, and configurable container host binding. > **[2026.6.21]** [v1.4.10](https://github.com/HKUDS/DeepTutor/releases/tag/v1.4.10) — A self-service **Profile** page with avatars, a rootless-ready container guide with a single-port request-time proxy, and deny-by-default MCP tools for non-admin users. > **[2026.6.19]** [v1.4.9](https://github.com/HKUDS/DeepTutor/releases/tag/v1.4.9) — Settings polish: Search shows only the fields your provider needs, connection profiles can be renamed and auto-named by provider, and graded Mastery Path questions flow into your Question Bank. > **[2026.6.18]** [v1.4.8](https://github.com/HKUDS/DeepTutor/releases/tag/v1.4.8) — Connect your own **Partners** under **My Agents** and consult them live in chat — answering through their own persona, library and skills — each with its own private memory. > **[2026.6.18]** [v1.4.7](https://github.com/HKUDS/DeepTutor/releases/tag/v1.4.7) — Connect your local **Claude Code / Codex** and consult it live mid-turn, **My Agents** graduates to a top-level `/agents`, and Partner conversations gain branch / resume / delete with a replayable trace. > **[2026.6.17]** [v1.4.6](https://github.com/HKUDS/DeepTutor/releases/tag/v1.4.6) — Four-surface consolidation: a Space learning dashboard with importable **My Agents** and top-level Memory, a **Knowledge Center** with GraphRAG / PageIndex / LightRAG / linked-KB / Obsidian, opened-up Settings, and per-model capability gating. > **[2026.6.14]** [v1.4.5](https://github.com/HKUDS/DeepTutor/releases/tag/v1.4.5) — Guided Learning rebuilt on the chat agent loop with a hard per-type mastery gate and a `/learning` dashboard, a new loop-plugin framework, plus Markdown export / save-to-notebook for Partner conversations. > **[2026.6.13]** [v1.4.4](https://github.com/HKUDS/DeepTutor/releases/tag/v1.4.4) — Install community skills from [ClawHub](https://clawhub.ai/) with `deeptutor skill install` behind a security gate, plus real in-browser DOCX/XLSX previews for knowledge-base files. > **[2026.6.12]** [v1.4.3](https://github.com/HKUDS/DeepTutor/releases/tag/v1.4.3) — TutorBot becomes **Partners** on a production-grade IM pipeline (15 channels, live streaming), Chat moves to a single agent loop, real per-user isolation, and a rebuilt Visualize. > **[2026.5.28]** [v1.4.2](https://github.com/HKUDS/DeepTutor/releases/tag/v1.4.2) — Stability + polish: Gemini 2.5+ unblocked across Visualize and Chat, auth-routing fix (#485), smooth-streaming chat UX, a Recents sidebar, and Lemonade local-provider support. > **[2026.5.27]** [v1.4.1](https://github.com/HKUDS/DeepTutor/releases/tag/v1.4.1) — Security + stability: TutorBot tool sandbox locked down, per-user resource isolation, multimodal image fallback, an HTTP/SSE API for TutorBots, and a v1.4.0 chat regression fix. > **[2026.5.22]** [v1.4.0](https://github.com/HKUDS/DeepTutor/releases/tag/v1.4.0) — GA cut of v1.4: Auto Mode, three-layer Memory, agentic Deep Research / Solve / Question, LlamaIndex RAG refactor, Visualize/Animator merge, and restart-safe turn runtime. > **[2026.5.21]** [v1.4.0-beta](https://github.com/HKUDS/DeepTutor/releases/tag/v1.4.0-beta) — Three-layer Memory workbench (L1/L2/L3), every chat capability rebuilt on a single agentic engine, LlamaIndex-only RAG, and a unified Settings + Capabilities surface. > **[2026.5.10]** [v1.3.10](https://github.com/HKUDS/DeepTutor/releases/tag/v1.3.10) — Remote Docker CORS recovery, `DISABLE_SSL_VERIFY` across SDK providers, safer code-block citations, and optional Matrix E2EE add-on. > **[2026.5.9]** [v1.3.9](https://github.com/HKUDS/DeepTutor/releases/tag/v1.3.9) — TutorBot Zulip and NVIDIA NIM support, safer thinking-model routing, `deeptutor start`, sidebar tooltips, and session-store parity. > **[2026.5.8]** [v1.3.8](https://github.com/HKUDS/DeepTutor/releases/tag/v1.3.8) — Optional multi-user deployments with isolated user workspaces, admin grants, auth routes, and scoped runtime access. > **[2026.5.4]** [v1.3.7](https://github.com/HKUDS/DeepTutor/releases/tag/v1.3.7) — Thinking-model/provider fixes, visible Knowledge index history, and safer Co-Writer clear/template editing. > **[2026.5.3]** [v1.3.6](https://github.com/HKUDS/DeepTutor/releases/tag/v1.3.6) — Catalog-based model selection for chat and TutorBot, safer RAG re-indexing, OpenAI Responses token-limit fixes, and Skills editor validation. > **[2026.5.2]** [v1.3.5](https://github.com/HKUDS/DeepTutor/releases/tag/v1.3.5) — Smooth