StandardGraph

io.github.swoopeaglePublished by GitHub account swoopeaglev1.2.3Updated Oct 24, 2026

158,000+ K-12 education standards across 300 curriculum systems, cross-referenced via NLP.

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Overview

AI-generated overview

A local MCP server over a SQLite graph of K-12 education standards, letting an assistant search standards, trace progressions and map equivalents across curricu

What you can do
Search standards by plain-English concept or skill, and fetch a standard by ID with its full text, prerequisites and successors. Trace how a concept develops across grade levels and build an ordered study plan of prerequisites for a target standard. Map a standard to its closest equivalent in another curriculum system, and list the indexed systems and standards. Three prompt templates set up a curriculum-assistant session, a side-by-side comparison and an equivalent-finding task.
When to use it
Useful for EdTech engineers and curriculum teams mapping content to standards or auditing coverage, and for teachers moving between systems who need to compare how two curricula treat a topic or grade level.
Requirements
A local process started with uvx from the standardgraph PyPI package, on Claude Desktop only. The DB_PATH environment variable must point to the common_core.db SQLite database, which the installer downloads (about 2.1 GB) to the user's home directory. Optional Ollama with the nomic-embed-text model enables semantic search; otherwise keyword search is used.
Before you install
The installer script is fetched from the internet and run, and it patches the Claude configuration automatically. Crosswalks are NLP-generated and not human-verified, so mappings should be treated as closest available matches, not equivalents; the README recommends expert review below 0.85 confidence for high-stakes decisions. The README also advertises a hosted connector URL, which is a separate remote service not described by this manifest.

Installation

In SourceWeft

  1. Open StandardGraph in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.

Other MCP clients

Follow the launch instructions in the repository.

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.

[StandardGraph in Claude — mapping a Singapore math standard to its Common Core equivalent, with confidence, grade alignment, and a nuance note on scope differences]


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:

https://standardgraph.walkmakewalk.com/mcp

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:

bash
curl -fsSL https://raw.githubusercontent.com/swoopeagle/standardgraph/main/install.sh | bash

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:

bash
brew install ollamaollama pull nomic-embed-text

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:

List all available curriculum systems
How does CCSS build fractions from grade 3 to 6?
What's the Singapore equivalent of CCSS.MATH.6.RP.A.3?
Find Texas ELA standards related to argumentative writing in grades 9-10
How does the C3 Framework approach civics compared to California's social studies standards?

→ 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

RegionSystems
🇺🇸 United Statesccss (hub) + all 50 states + DC
🎓 Advanced Placementap-calc-ab ap-calc-bc ap-stats ap-precalc
🇨🇦 Canadaca-ab ca-on ca-mb ca-sk ca-nb ca-qc
🌍 International Baccalaureateib-pyp ib-myp ib-dp
🌍 Other Internationalcambridge aero dodea
🇦🇺 Australiaau-acara au-vic
🇬🇧 United Kingdomuk-nc uk-aqa gb-sco
🇸🇬 Singaporesg-moe
🇯🇵 Japanjp-mext (Grades 1–9)
🇰🇷 South Koreako-ncic
🇩🇪 Germanyde-kmk
🇨🇿 Czech Republiccz-msmt
🇪🇸 Spaines-lomloe
🇧🇷 Brazilbr-bncc
🇲🇽 Mexicomx-sep mx-dgb-ems
🇨🇱 Chilecl-mineduc cl-mineduc-sec
🇨🇴 Colombiaco-men
🇵🇪 Perupe-minedu
🇺🇾 Uruguayuy-anep
🇳🇿 New Zealandnz-moe
🇮🇪 Irelandie-ncca
🇭🇰 Hong Konghk-edb
🇮🇳 Indiain-ncert
🇵🇭 Philippinesph-deped
🇬🇭 Ghanagh-nacca
🇿🇦 South Africaza-caps

Science

RegionSystems
🇺🇸 United Statesngss (hub, K–12) + all 50 states + DC
🎓 Advanced Placementap-bio ap-chem ap-phys-1 ap-phys-2 ap-phys-c-mech ap-phys-c-em ap-env
🌍 International Baccalaureateib-dp-bio ib-dp-chem ib-dp-physics ib-dp-ess ib-myp-science
🌍 Internationalau-acara ca-on gb-sco gh-nacca ie-ncca na-nied sg-moe tz-tie uk-nc zm-cdc zw-zimsec

ELA (English Language Arts)

RegionSystems
🇺🇸 United Statesccss-ela (hub, K–12) + 49 states
🎓 Advanced Placementap-english-lang ap-english-lit
🌍 International Baccalaureateib-dp-english-a ib-myp-english
🌍 Internationalau-acara ca-on gb-sco gh-nacca ie-ncca na-nied sg-moe tz-tie uk-nc zm-cdc zw-zimsec

Social Studies

US state coverage only; international Social Studies is planned.

RegionSystems
🇺🇸 United Statesc3 (C3 Framework hub, K–12) + 50 states
🎓 Advanced Placementap-us-history ap-world-history ap-euro-history ap-us-gov ap-comp-gov ap-human-geo ap-psych ap-macro-econ ap-micro-econ ap-art-history ap-african-american-stud ap-seminar ap-research
🌍 International Baccalaureateib-dp-history ib-dp-geography ib-dp-economics ib-dp-psych ib-myp-ss

Computer Science

RegionSystems
🇺🇸 United Statescsta (CSTA 2017 hub, K–12) + 11 states (coverage expanding)
🎓 Advanced Placementap-cs-a ap-cs-principles
🌍 International Baccalaureateib-dp-cs ib-myp-design

World Languages

RegionSystems
🎓 Advanced Placementap-spanish-lang ap-spanish-lit ap-french ap-german ap-italian ap-japanese ap-chinese ap-latin

Arts

RegionSystems
🎓 Advanced Placementap-music-theory ap-2d-art ap-3d-art ap-drawing

Run list_systems in 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
You are a K-12 curriculum expert with access to StandardGraph — a database of 175,000+ standards across 307 curriculum systems in 50+ countries, covering Math, Science, ELA, Social Studies, Computer Science, Arts, and World Languages.
## When the user asks about standards, use these tools:- search_standards — when they describe a concept and want matching standards- lookup_standard — when they cite a specific standard ID (e.g. CCSS.MATH.6.RP.A.3)- get_progression — when they ask how a topic develops across grade levels- get_learning_path — when they want an ordered study plan of prerequisites for a target standard- map_standard — when they want the equivalent standard in another curriculum or country- list_systems — when they want to know which systems are available
## Reading crosswalk confidence scores:- ≥ 0.90: Strong match — same concept, aligned grade level- 0.85–0.89: Good match — same concept, may differ by ±1 grade- 0.75–0.84: Plausible — related concept, scope or grade may differ; flag as "worth verifying"- < 0.75: Weak — treat as a starting point only, not a definitive equivalent
When grade_delta ≠ 0, note which curriculum introduces the concept earlier or later. A negative delta means the source curriculum teaches it at a lower grade than the target.
## Tool chaining patterns:- Compare two systems on a topic: search_standards in system A, then system B with the same query- Deep dive on a standard: lookup_standard → follow prerequisites/successors → map_standard to compare- Cross-curriculum progression: get_progression in CCSS, then map key grade stages to another system
## Known limitations — read before using map_standard or list_systems:- **Crosswalks are stored one-directional** (non-hub → hub, e.g. sg-moe → ccss), not mirrored. Mapping  *from* a hub to a non-hub system (e.g. "what's the Singapore equivalent of this CCSS standard?") often  falls through to a weaker semantic fallback even when a strong reverse mapping exists. **Always call  map_standard with the non-hub/state/international/AP system as from_system and the subject's hub  (ccss, ngss, ccss-ela, c3, csta) as to_system** — flip the user's framing if needed, then present the  result in the direction the user actually asked about. Mapping between two non-hub systems directly  (e.g. Singapore → UK) is also less reliable than routing through the hub.- **list_systems' region filter has metadata gaps** — some international systems are tagged inconsistently  and a region like "Sub-Saharan Africa" may under-match. Prefer filtering by subject alone, or reference  systems by their code directly, rather than relying on region to enumerate everything available.
## Always note:Crosswalk mappings are NLP-generated (cosine similarity), not human-verified. Present them as "closest available match" rather than "equivalent." For high-stakes decisions — student placement, curriculum adoption, teacher credentialing — recommend expert review for any mapping below 0.85 confidence.

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

ToolWhat it does
search_standardsFind standards matching a concept or skill in plain English
lookup_standardFetch a standard by ID with full text, prerequisites, and successors
get_progressionTrace how a concept develops across grade levels
get_learning_pathReturn an ordered study plan — every prerequisite for a target standard, from the LLM-validated prerequisite graph
map_standardFind the closest equivalent in another curriculum system
list_systemsLive count of all indexed systems and standards

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:

SubjectHub
MathematicsCCSS Math
ScienceNGSS
ELACCSS ELA
Social StudiesC3 Framework
Computer ScienceCSTA K-12 (2017)

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:

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.

Source: README.md at commit fb24203

Tools

0
SourceWeft has not started this package in its sandbox yet, so its tools are not known.

Version history

1
  1. v1.2.3LatestSep 16, 2026

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