Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add instructions/apache/superset/agents-mdgit clone --depth 1 https://github.com/apache/supersetWhat 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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.03620 | $0.03620 |
| Opus 5 | $0.01810 | $0.01810 |
| Sonnet 5 | $0.00724 | $0.00724 |
| Haiku 4.5 | $0.00362 | $0.00362 |
Grade A, and why
superset AGENTS.md scanned grade A with 1 finding 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 yesterday.
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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
curl -f http://localhost:8088/health || echo "❌ Setup required - see https://superset.apache.org/docs/contributing/development#working-with-llms" How it starts
The opening of the file, as written. The whole thing — 315 lines — stays where its author put it; the contents beside it link to each section on GitHub.
LLM Context Guide for Apache Superset
Apache Superset is a data visualization platform with Flask/Python backend and React/TypeScript frontend.
Run Pre-commit Before Pushing
Always run pre-commit against the files changed by the current branch before
pushing. This matches CI and keeps unrelated failures already present on
master from blocking otherwise independent work.
# Stage your changes first
git add .
# Run pre-commit on staged files
pre-commit run
# If there are auto-fixes, stage them and commit
git add .
git commit --amend # or new commit
Use pre-commit run --all-files when auditing or repairing the repository-wide
baseline. If that check finds failures in files untouched by the current branch,
fix them in a separate branch rather than adding unrelated changes to the
current pull request.
Common pre-commit failures:
- Formatting - black, oxfmt, eslint will auto-fix
- Type errors - mypy failures need manual fixes
- Linting - ruff, pylint issues need manual fixes
⚠️ CRITICAL: Ongoing Refactors (What NOT to Do)
These migrations are actively happening - avoid deprecated patterns:
Frontend Modernization
- NO
anytypes - Use proper TypeScript types - NO JavaScript files - Convert to TypeScript (.ts/.tsx)
- Use @superset-ui/core - Don't import Ant Design directly, prefer Ant Design component wrappers from @superset-ui/core/components
- Use antd theming tokens - Prefer antd tokens over legacy theming tokens
- Avoid custom css and styles - Follow antd best practices and avoid styling and custom CSS whenever possible
Testing Strategy Migration
- Prefer unit tests over integration tests
- Prefer integration tests over end-to-end tests
- Use Playwright for E2E tests - Migrating from Cypress
- Cypress is deprecated - Will be removed once migration is completed
- Use Jest + React Testing Library for component testing
- Use
test()instead ofdescribe()- Follow avoid nesting when testing principles
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.
- yesterday First seen · 315 lines · 3,620 tokens per session scan A 2828404559a3
superset AGENTS.md is an instructions file published in the GitHub repository apache/superset (74,542 stars, last pushed yesterday), licensed Apache-2.0. It adds 3,620 tokens to every session, about $0.0181 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other instructions, from other repositories
airflow AGENTS.md
Instructions for apache/airflow, covering agents instructions, naming, environment setup, commands and repository structure.
liam CLAUDE.md
Instructions for liam-hq/liam, covering claude.md, essential commands, app-specific commands, run only the main web app (port 3001) and format code.
evidence AGENTS.md
Instructions for evidence-dev/evidence, covering agents.md, this repo is a mirror, layout and scripts.
vizro copilot-instructions.md
Instructions for mckinsey/vizro, covering github copilot instructions for vizro, pull requests from bots and automated tooling and everything else.
TreeMap-Disk-Visualizer AGENTS.md
Instructions for Prithvi-Web/TreeMap-Disk-Visualizer, covering treemap for agents, two ways in, the core workflow: scan → inspect → dry-run → act, the safety model (enforced server-side, not advisory) and mcp specifics.
semiotic CLAUDE.md
Instructions for nteract/semiotic, covering semiotic claude code instructions and claude code notes.