
StandardGraph
io.github.swoopeagle由 GitHub 账号 swoopeagle 发布v1.2.3更新于 Oct 24, 2026
158,000+ K-12 education standards across 300 curriculum systems, cross-referenced via NLP.
概览
一个基于 SQLite 的 K-12 教育标准图谱本地 MCP 服务器,让助手检索标准、追踪跨年级进阶并映射不同课程体系间的对应标准。
- 可以做什么
- 用自然语言概念或技能检索标准,并按 ID 获取标准全文、先修与后续标准。追踪某概念在各年级的发展脉络,并为目标标准生成有序的先修学习路径。将标准映射到其他课程体系中最接近的对应项,并列出已收录的课程体系与标准数量。提供三个提示模板,分别用于课程专家会话、两套体系对比和查找对应标准。
- 适用场景
- 适合教育科技工程师和课程团队把内容对齐到标准或审查覆盖情况,也适合在不同课程体系间转换的教师,比较两套课程对某主题或年级的处理方式。
- 运行要求
- 通过 uvx 从 PyPI 包 standardgraph 启动的本地进程,仅支持 Claude Desktop。环境变量 DB_PATH 必须指向 common_core.db 这个 SQLite 数据库,安装脚本会将其(约 2.1 GB)下载到用户主目录。可选安装 Ollama 及 nomic-embed-text 模型以启用语义检索,否则使用关键词检索。
安装
在 SourceWeft 中
- 打开 控制台中的 StandardGraph,将其添加到工作区。
- 为需要使用其工具的对话启用该服务。
Desktop only,通过 STDIO。 STDIO 服务会启动本地进程,因此需要 SourceWeft 桌面宿主。
其他 MCP 客户端
参照 仓库 中的启动说明。
README
StandardGraph
The alignment layer for the global curriculum. Map any standard to its equivalent in another country or exam board — cross-border alignment no single-country tool provides.
175,046 standards across 307 curriculum systems in 50+ countries, cross-walked into a single graph and accessible via Claude.
🎯 Every crosswalk in the graph is now quality-scored. All 173,485 crosswalks carry a 1–5 LLM quality score. Weak matches (low score, or embedding similarity below 0.75) are suppressed by default, which raised measured precision on a blind-labelled test set from 79% to 91% (partly or fully correct). Results are ranked by alignment quality, so what you get back is the strongest match first.
⚡ Try it in 30 seconds — no install. In Claude, go to Settings → Connectors → Add custom connector and paste
https://standardgraph.walkmakewalk.com/mcp. No download, no token. (full instructions ↓)
Covers Mathematics, Science, ELA, Social Studies, Computer Science, Arts, and World Languages — US national and state standards plus major international curricula. Ask Claude to look up any standard, trace a concept across grade levels, or find the equivalent in another country's curriculum.
Who this is for:
- EdTech engineers & curriculum teams — mapping content to standards, building alignment features, or auditing coverage across states and countries without hand-building a crosswalk.
- Teachers and curriculum specialists moving between systems — "I taught IB in Singapore, now I'm teaching CCSS in Texas — what's actually different at this grade level?"
If you're doing either of those by hand today, this replaces the spreadsheet.
Install
Option A — Hosted connector (no install) ⚡
The fastest way to try it — no download, no terminal. In Claude, go to Settings → Connectors → Add custom connector, name it StandardGraph, and paste this URL:
Connect, and StandardGraph's tools are available in any conversation. Works in Claude on web, desktop, and mobile. (Custom connectors require a paid Claude plan. The hosted server runs on modest hardware — ideal for trying it out and light use; for heavy or offline use, install locally below.)
Option B — Local install (offline / self-host)
Runs entirely on your machine against a local copy of the database. Requires Claude Desktop. Open Terminal and run:
Then quit and reopen Claude Desktop. Look for the 🔨 icon in a new conversation.
The installer handles everything: downloads the pre-built database (~850 MB), installs dependencies, and patches your Claude config automatically.
Optional: better semantic search
Install Ollama and pull the embedding model for richer concept matching:
Without Ollama, StandardGraph falls back to keyword search — still useful, but semantic search finds conceptually related standards even when the exact words don't match. See docs/install.md for full setup details.
Try it:
→ Full install guide: docs/install.md · First-time user guide: docs/quickstart.md
Coverage
International coverage is deepest in Mathematics, Science, and ELA. Social Studies, Computer Science, World Languages, and Arts are US/AP-focused today, with international expansion in progress.
Mathematics
Science
ELA (English Language Arts)
Social Studies
US state coverage only; international Social Studies is planned.
Computer Science
World Languages
Arts
Run
list_systemsin Claude for a live count — the pipeline updates nightly.
Using with Claude
StandardGraph works out of the box once installed, but pasting the following into your Claude Project instructions (Settings → Projects → [your project] → Instructions) gives Claude better guidance on how to use the tools and how to interpret results:
Copy this into your Claude Project instructions
StandardGraph also ships three MCP prompt templates that Claude can invoke directly. In a conversation with StandardGraph connected, try:
/curriculum_assistant— sets Claude up as a curriculum specialist for the session/compare— side-by-side comparison of two curriculum systems on a topic/find_equivalent— maps a specific standard ID into another curriculum
Tools
More examples:
- "Find NGSS standards related to climate change in middle school"
- "Compare how Texas and California cover argumentative writing in high school ELA"
- "What CSTA standards correspond to loops and conditionals?"
- "How does the C3 Framework approach historical thinking vs. Virginia's SOL social studies?"
- "Map CCSS.MATH.6.RP.A.3 to the Singapore curriculum"
How it works
Ingestion — US and Canadian standards come from commonstandardsproject.com. International standards are extracted from official PDF syllabuses using Gemma 4 31B (via Ollama) to parse curriculum text into structured JSON. AP course standards are extracted from College Board Course and Exam Descriptions the same way.
Embeddings — Every standard is embedded with nomic-embed-text (768 dims) and stored in SQLite.
Crosswalk — Each subject has a hub standard. NLP cosine similarity maps every non-hub standard to its closest hub match:
map_standard supports direct lookup, two-hop bridging (any-to-any via hub), and semantic embedding fallback.
MCP server — FastMCP over stdio, six tools.
Stack
- uv workspace monorepo
- FastMCP (stdio transport)
- SQLite — standards, embeddings (BLOBs), relationships, crosswalk mappings
- nomic-embed-text via Ollama — 768-dim embeddings
- Gemma 4 31B via Ollama — PDF→JSON extraction for international and AP curricula
Research foundation
StandardGraph's crosswalk engine is grounded in peer-reviewed work showing that NLP embedding similarity reliably identifies equivalent standards across curriculum systems. Three independent research groups validated this approach in 2024–2025:
- Automated Alignment of Math Items to Content Standards — fine-tuned transformer models achieve F1=0.95 on mathematics standards alignment, validating the approach for the subject where StandardGraph has deepest coverage.
- An NLP Crosswalk Between CCSS and NAEP Item Specifications — demonstrates that sentence embedding cosine similarity can replace manual crosswalk construction between curriculum standards, the exact method StandardGraph uses.
- Scaling Item-to-Standard Alignment with Large Language Models — LLMs achieve 83–94% accuracy on standards alignment, and the authors call for hybrid pipelines combining automated screening with human review for ambiguous cases.
The research base is strongest for mathematics; evidence for science standards alignment is emerging. StandardGraph's crosswalks are NLP-generated and not human-verified — for high-stakes decisions (student placement, teacher credentialing, curriculum adoption), expert review of any mapping below 0.85 confidence is recommended.
License
MIT. Standards data © their respective curriculum bodies (CCSS, state DOEs, NGSS, NCSS, CSTA, ACARA, Cambridge Assessment, IBO, MOE Singapore, MEXT Japan, NZ Ministry of Education, Education Scotland, NCCA Ireland, EDB Hong Kong, NCERT India, NaCCA Ghana, DBE South Africa, etc.).
Attribution for openly licensed additions (2026-10 scan)
- Australian Curriculum v9 (humanities and social sciences, digital technologies, arts, languages): (c) Australian Curriculum, Assessment and Reporting Authority (ACARA), CC BY 4.0. Content is unmodified apart from structuring.
- England National Curriculum (computing, history, geography, citizenship, art, music, languages) and Education Scotland social studies experiences and outcomes: contains public sector information licensed under the Open Government Licence v3.0 (Crown copyright).
- Spain LOMLOE (Reales Decretos 157/2022, 217/2022, 243/2022): Fuente de los datos: Agencia Estatal Boletin Oficial del Estado. English text is an unofficial translation by StandardGraph; the Spanish original is kept alongside it.
- Norway LK20: data from Utdanningsdirektoratet (Grep), licensed under the Norwegian Licence for Open Government Data (NLOD).
- Poland (podstawa programowa, Dz.U. 2026 poz. 378): official legal act (not subject to copyright, Prawo autorskie Art. 4); English text is an unofficial translation, Polish original kept.
来源:README.md,提交 fb24203
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0版本历史
1- v1.2.3最新Sep 16, 2026
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