DeepSeek Harness Plugins
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dsh-plugin-lookatstudy

Transform markdown, folders, and GitHub repositories into guided AI-tutor courses with BKT mastery tracking and SM-2 spaced repetition.

VisionUI & ProductivityTerminal & TUIDeveloper ToolsBrowser & WebSkills & Workflows
12GitHub Stars1ForksUpdated2026-09-17

Install

No clear install command was found in the current repository evidence.

Plugin Overview & Capabilities

AI-assisted organization based on the public repository snapshot. The content must be grounded in source evidence and does not replace compatibility or security verification.

source-grounded
dsh-plugin-lookatstudy brings LookatStudy's AI tutoring workflows into DeepSeek Harness. It converts markdown documents, local directories, GitHub repos, and web links into structured, gated skill-tree courses. The plugin features per-concept Bayesian Knowledge Tracing (BKT), SM-2 spaced repetition, friction awareness, tutor personas (Guide, Direct, Practice), and an integrated three-column study UI tab with rich blackboard rendering (KaTeX, syntax highlighting, Mermaid diagrams, and concept maps).

Key Capabilities

  • Course import from Markdown files, local folders (12 formats), GitHub repositories, arXiv, and web URLs
  • Per-concept knowledge tracking using Bayesian Knowledge Tracing (BKT) and gated progression
  • Automated SM-2 spaced repetition scheduling and review due notifications
  • Three-column study tab UI integrating course rail, tutor transcript, and rich blackboard
  • Rich blackboard views supporting KaTeX formulas, code syntax highlighting, Mermaid diagrams, and concept maps
  • Friction reporting, learner memory slots (style, course, lesson), and Cornell note-taking
  • Interactive quiz choices rendered as native clickable composer buttons in dsh chat

Useful For

  • Converting technical repositories or documentation into structured, interactive self-study courses
  • Practicing exam questions with instant feedback and concept mastery tracking
  • Scheduling and executing long-term spaced repetition reviews within DeepSeek Harness

Who It Fits

  • Engineers and developers self-studying open-source codebases or documentation
  • Students preparing for exams with structured technical materials
  • DeepSeek Harness users wanting a dedicated AI tutor interface

Documented Limitations

  • Electron-native LookatStudy features like voice companion, persistent DOM highlights, and celebration particles are omitted
  • Mermaid and diagram renderers load from CDN and degrade silently offline
  • Relies on a 3-second polling interval for real-time web tab state synchronization

DSH Compatibility

Version-specific runtime evidence collected by DSH Plugin. A missing result means we have not tested that combination yet.

Not tested yetNo runtime compatibility tests have been published yet.

Security Signals

Objective signals discovered from package metadata and source inspection. These are not a guarantee that a plugin is safe.

No automated security signals have been published yet.

Source & Registry Notes

Public provenance, Registry classification, and the latest source check for this entry, kept separate from runtime verification.

Source repository
Kaiji-Z/dsh-plugin-lookatstudy
Registry source
GitHub · dsh-plugin topic
Registry classification
Plugin
Source checked
6874cb0 · 2026-09-20

This project is independently indexed from public source information. DSH Plugin is not affiliated with DeepSeek or the plugin author. Always check the author repository before installation.

Repository Activity

GitHub stars
12GitHub stars
Forks
1
Open issues
2
Last commit
2026-09-17
Last release
No release detected
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