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dsh-k12-substrate

DeepSeek Harness plugin providing K-12 curriculum capability anchors, item lookups, and local learner profile tracking.

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1GitHub Stars0ForksUpdated2026-09-28

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Plugin Overview & Capabilities

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dsh-k12-substrate is a DeepSeek Harness plugin providing a structured K-12 capability substrate based on China's MOE Compulsory Education Curriculum Standards (2022). It registers five tools allowing agents to query curriculum capability anchors across 24 subjects, verify character and recitation lists, track learner progress locally with privacy boundaries, and route searches via an optional substrate MCP server.

Key Capabilities

  • Query coverage, provenance, and substrate limitation metadata via k12_substrate_info
  • Search over 4,200 curriculum capability anchors by subject, grade band, and keyword using k12_find_capability
  • Look up characters, vocabulary, and recitation pieces against official appendix tables with k12_lookup_item
  • Store learner mastery records locally under an isolated profile directory with k12_record_mastery
  • Compute character counts, completion ratios, and next learning steps via k12_learner_progress
  • Route capability searches through an optional MCP server (@deepseek-ai/dsh-mcp-client) with local snapshot fallback

Useful For

  • Equipping educational AI tutors with grounded national curriculum capability anchors and dependency graphs
  • Auditing learner progress against official grade-level character and literature recitation lists
  • Building private, local-only student learning tracking systems without leaking raw personal records into context

Who It Fits

  • Educational technology developers building learning assistants on DeepSeek Harness
  • Parents and educators tracking student progress against official curriculum milestones
  • AI agent designers implementing privacy-focused, local-first tutoring agents

Documented Limitations

  • Zero anchors are signed off by human teachers; all anchors are AI-checked against standard text or rewritten capability goals
  • Anchors represent broad national curriculum standards rather than granular single-lesson milestones
  • Learner profile updates require write access and local filesystem storage (configurable via readOnly mode)
  • Requires Node.js ^22.19.0 or >=24 and peer dependencies @deepseek-ai/cordis and @deepseek-ai/dsh-tools

DSH Compatibility

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Security Signals

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Dependency Counts

package.json declares 0 runtime, 5 development, 2 peer, and 0 optional dependencies.

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Dsh Bundle Declared

package.json declares DSH bundle metadata.

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License Declared

GitHub reports the repository license as NOASSERTION.

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Package Manifest Available

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Source Available

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Source & Registry Notes

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Source repository
qiuyiwu1989-star/dsh-k12-substrate
Registry source
GitHub · dsh-plugin topic
Registry classification
Plugin
Source checked
099073e · 2026-10-24

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
1GitHub stars
Forks
0
Open issues
0
Last commit
2026-09-28
Last release
No release detected
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