Borrowing it
Nothing to install: this file belongs to brycewang-stanford/stata-code. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/brycewang-stanford/stata-code/main/AGENTS.mdgit clone --depth 1 https://github.com/brycewang-stanford/stata-codeWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/instructions/brycewang-stanford/stata-code/agents-md)<a href="https://agentmods.dev/instructions/brycewang-stanford/stata-code/agents-md"><img src="https://agentmods.dev/badge/instructions/brycewang-stanford/stata-code/agents-md/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/instructions/brycewang-stanford/stata-code/agents-md"><img src="https://agentmods.dev/badge/instructions/brycewang-stanford/stata-code/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.03239 | $0.03239 |
| Opus 5.5 | $0.01296 | $0.01296 |
| Sonnet 5.5 | $0.00648 | $0.00648 |
| Haiku 4.5 | $0.00324 | $0.00324 |
Grade A, and why
stata-code 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 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
curl -s -o /dev/null -w "%{http_code}\n" https://pypi.org/pypi/stata-code/X.Y.Z/json How it starts
The opening of the file, as written. The whole thing — 254 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md — stata-code project notes
Project-specific guidance for Codex sessions in this repo. General publishing docs live in PUBLISHING.md; this file captures what isn't obvious from reading the workflows.
Communication
写完代码后，始终用中文给出一段简短总结：做了什么、为什么、用户接下来要做什么。即使本轮对话之前是英文，代码改动结束时的总结也要用中文。
Release coordination
A unified release ships four artifacts under the same version number:
| Channel | Tag | Workflow |
|---|---|---|
TestPyPI (stata-code) |
vX.Y.Z |
publish-testpypi job in .github/workflows/release.yml |
PyPI (stata-code) |
vX.Y.Z |
publish-pypi job in .github/workflows/release.yml |
VS Code Marketplace (stata-code-vscode) |
vscode-vX.Y.Z |
.github/workflows/vscode-release.yml |
| GitHub Release | vX.Y.Z |
tail end of release.yml |
Eight version literals across six files must move together, or the release
build fails at the scripts/check_versions.py gate before any publish runs:
pyproject.toml→[project] versionstata_code/__init__.py→__version__stata_code/mcp/server.py→__version__vscode/package.json→versionvscode/package-lock.json→ top-levelversionandpackages[""].version.claude-plugin/plugin.json→versionand.claude-plugin/marketplace.json→metadata.version+ eachplugins[*].version
vscode/src/mcpClient.ts imports the extension version from
vscode/package.json for the MCP handshake, so it should not carry a separate
literal.
PyPI / TestPyPI Trusted Publishing — what to know
Both PyPI and TestPyPI use OIDC (no API tokens in repo secrets). They are separate sites with separate publisher configs — each must be set up independently:
| Site | Manage URL | Environment |
|---|---|---|
| PyPI | https://pypi.org/manage/project/stata-code/settings/publishing/ | pypi |
| TestPyPI | https://test.pypi.org/manage/project/stata-code/settings/publishing/ | testpypi |
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.
- 1mo ago Changed · +11 lines · +119 tokens per session e01d99d84425
- 2mo ago First seen · 243 lines · 3,120 tokens per session scan A d24f0b8fa3b6
stata-code AGENTS.md is an instructions file published in the GitHub repository brycewang-stanford/stata-code (55 stars, last pushed 10d ago), licensed MIT. It adds 3,239 tokens to every session, about $0.0130 per session on Opus 5.5. 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.
stata-code AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| stata-code AGENTS.mdbrycewang-stanford/stata-code | Instructions file | 55 | 10d ago | MIT | A | 3,239 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | yesterday | MIT | A | 7,461 | Codex, OpenCode |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | yesterday | MIT | A | 4,680 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 5,516 | GitHub Copilot |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 3,093 | GitHub Copilot |
| deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness | Instructions file | 274k | 2d ago | MIT | A | 4,313 | Codex, OpenCode |