
StandardGraph
io.github.swoopeagle由 GitHub 帳號 swoopeagle 發布v1.2.3更新於 Oct 24, 2026
158,000+ K-12 education standards across 300 curriculum systems, cross-referenced via NLP.
概覽
以 SQLite 建構的 K-12 教育標準圖譜本地 MCP 伺服器,讓助理檢索標準、追蹤跨年級進程,並對應不同課程體系間的標準。
- 可以做什麼
- 以自然語言概念或技能搜尋標準,並依 ID 取得標準全文、先備與後續標準。追蹤某概念在各年級的發展脈絡,並為目標標準產生有序的先備學習路徑。將標準對應到其他課程體系中最接近的項目,並列出已收錄的課程體系與標準數量。提供三個提示範本,分別用於課程專家工作階段、兩套體系比較與尋找對應標準。
- 適用情境
- 適合教育科技工程師與課程團隊將內容對齊標準或稽核涵蓋範圍,也適合在不同課程體系間轉換的教師,比較兩套課程對某主題或年級的處理方式。
- 執行需求
- 透過 uvx 從 PyPI 套件 standardgraph 啟動的本地程序,僅支援 Claude Desktop。環境變數 DB_PATH 必須指向 common_core.db 這個 SQLite 資料庫,安裝腳本會將其(約 2.1 GB)下載到使用者主目錄。可選安裝 Ollama 與 nomic-embed-text 模型以啟用語意搜尋,否則使用關鍵字搜尋。
安裝
在 SourceWeft 中
- 開啟 儀表板中的 StandardGraph,將其新增到工作區。
- 為需要使用其工具的對話啟用該服務。
Desktop only,透過 STDIO。 STDIO 服務會啟動本機處理程序,因此需要 SourceWeft 桌面主機。
其他 MCP 客戶端
參照 儲存庫 中的啟動說明。
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.
來源:README.md,提交 fb24203
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1- v1.2.3最新Sep 16, 2026
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