standardgraph: Instructions file for Codex

AGENTS.md

standardgraph AGENTS.md is an instructions file for Codex, OpenCode from swoopeagle/standardgraph. It costs 2,148 tokens per session, scanned A, original, MIT.

Project guidance for StandardGraph, a server that lets coding agents search and compare education standards from many curriculum systems. It describes the server's tools, data storage, architecture, and data-ingestion process.

In plain words
What is it for?
Use it when developing StandardGraph, running its data-import pipeline, checking its databases, or working with searches, learning progressions, learning paths, and curriculum mappings.
Why use it?
It explains how the large standards database is organized and which parts are used by the server or by the data pipeline. This makes maintenance and troubleshooting more predictable.

Instructions file for CodexOpenCode

Written for Codex and OpenCode: the file is AGENTS.md. Also seen: mentions Codex.

This is swoopeagle/standardgraph's own configuration. It tells Codex and OpenCode how to work on standardgraph itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything standardgraph configures →

Needs its repository: it reads a path above its own folder, which exists only inside the repository. The line is cd packages/common-core && uv build # output goes to ../../dist/.

Reuse

Borrowing it

Nothing to install: this file belongs to swoopeagle/standardgraph. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/swoopeagle/standardgraph/main/AGENTS.md
Clone the repo
git clone --depth 1 https://github.com/swoopeagle/standardgraph

Made for: Codex, OpenCode.

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Per session 2,148 This file is loaded in full into every session.
When invoked 2,148 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.02148 $0.02148
Opus 5.5 $0.00859 $0.00859
Sonnet 5.5 $0.00430 $0.00430
Haiku 4.5 $0.00215 $0.00215

Measured 1mo ago against content hash c72e03f178d7, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

standardgraph AGENTS.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

AGENTS.md · 166 lines

How it starts

The opening of the file, as written. The whole thing — 166 lines — stays where its author put it; the contents beside it link to each section on GitHub.

StandardGraph — Codex context

What this is

FastMCP server exposing 175,000+ education standards across 310 curriculum systems as six MCP tools for Codex Desktop. Standards cover Math, Science, ELA, Social Studies, CS, Arts, and World Languages.

Architecture

packages/
  common-core/       → PyPI package "standardgraph" — the MCP server
    src/common_core/
      server.py      → all six MCP tools (search, lookup, progression, learning_path, map, list)
      config.py      → DB_PATH resolution (~/.standardgraph/common_core.db)
  ingestion/         → pipeline: fetchers → embed → relate → crosswalk
  shared/            → shared DB helpers

data/common_core.db          → dev/pipeline DB (used by overnight_run.sh)
~/.standardgraph/common_core.db  → installed user DB (used by MCP server)

scripts/
  mcp_test.py        → 333-test suite (imports server directly, no MCP protocol)
  overnight_run.sh   → full ingestion pipeline (run on Mac Studio overnight)
  dashboard.sh       → hardware + pipeline progress dashboard
  progress.sh        → pipeline-only progress view

Key facts

  • DB size: ~1.9 GB
  • Standards: 175,738 across 310 systems (incl. CCSS sub-standard decomposition, source-side decomposition of 11 high-bundling systems, CCSS Mathematical Practice standards, and the 2026-07 international expansion incl. 10 African systems)
  • Crosswalk rows: ~117,699 (hub-centric: CCSS for math, NGSS for science, etc.)
  • Crosswalk quality scores: ~75,055 rows (~63.8%) carry a 1–5 quality score (LLM rubric scoring + deterministic exact-match); pre-existing AP/IB source rows are scored. Remainder unscored (nlp_pass, ranked by cosine, treated as neutral quality) — includes new math mappings added by the 2026-07 decomposition/MP regeneration.
  • Relationships: ~3.79M rows (prerequisites/successors)
  • Ollama host: http://169.254.1.1:11434 (Mac Studio via Thunderbolt Bridge from Mini 2 — 0.4ms RTT)
  • HuggingFace dataset: swoopeagle/standardgraph (file: common_core.db)
  • PyPI package: standardgraph

Read the full file on GitHub · 166 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago First seen · 166 lines · 2,148 tokens per session scan A c72e03f178d7

Subscribe to this mod's changes

standardgraph AGENTS.md is an instructions file published in the GitHub repository swoopeagle/standardgraph (5 stars, last pushed 5d ago), licensed MIT. It adds 2,148 tokens to every session, about $0.0086 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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