Open Science is a local-first, model-agnostic workbench for reproducible scientific research. Scientists use its AI agents, Python and R execution, data connectors, and traceable outputs for tasks such as literature review, analysis, simulation, and visualization across macOS, Windows, and Linux.
Borrowing it
Nothing to install: this file belongs to aipoch/open-science. 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/aipoch/open-science/main/AGENTS.mdgit clone --depth 1 https://github.com/aipoch/open-scienceWrote 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/aipoch/open-science/agents-md)<a href="https://agentmods.dev/instructions/aipoch/open-science/agents-md"><img src="https://agentmods.dev/badge/instructions/aipoch/open-science/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/aipoch/open-science/agents-md"><img src="https://agentmods.dev/badge/instructions/aipoch/open-science/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 | $0.04121 | $0.04121 |
| Opus 5.5 | $0.01648 | $0.01648 |
| Sonnet 5.5 | $0.00824 | $0.00824 |
| Haiku 4.5 | $0.00412 | $0.00412 |
Grade A, and why
open-science 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 9d 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.
How it starts
The opening of the file, as written. The whole thing — 286 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Open-Science — Agent Notes
i18n — translating new user-visible strings
The renderer ships eight translated locales: de (German), es (Spanish), fr (French),
zh-Hans (Simplified Chinese), zh-Hant (Traditional Chinese), ja (Japanese), ko
(Korean), and ru (Russian). Every
user-visible string added to the renderer must have a corresponding entry in the renderer
namespace for all translated locales unless the same meaning is intentionally shared with Electron
main through the common namespace:
src/shared/i18n/locales/zh-Hans.json
src/shared/i18n/locales/zh-Hant.json
src/shared/i18n/locales/ja.json
src/shared/i18n/locales/ko.json
src/shared/i18n/locales/fr.json
src/shared/i18n/locales/ru.json
src/shared/i18n/locales/de.json
src/shared/i18n/locales/es.json
Each locale file has exactly three top-level namespace objects: common, native, and renderer.
common is loaded by main and renderer, native only by main, and renderer only by the React
adapter. Put a key in common only when its UI meaning and reviewed translation are the same in both
processes; an identical English key is not enough.
The guard suite in src/renderer/src/i18n/resources.test.ts runs on every npm test and will
fail the PR if any of the following are violated.
Key format
Keys are the English source text verbatim — there is no English catalog. keySeparator and
nsSeparator are both disabled, so dots and colons in copy are literal characters.
// ✓ correct
t('Data folder not found')
// ✗ wrong — semantic path, not copy
t('workspace.dataRoot.missing')
How to wrap strings
| Surface | How to translate |
|---|---|
| JSX text node | {t('Copy here')} |
JSX attribute visible to users (aria-label, placeholder, alt) |
aria-label={t('Close dialog')} |
| Sentence with an embedded link or element | <Trans i18nKey="See <docs>the guide</docs>" components={{ docs: <a href="…" /> }} /> |
| Interpolated value | t('{{count}} files', { count: n }) |
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.
- 9d ago Changed · +7 lines · +85 tokens per session f6e6d2559b50
- 25d ago Changed · +7 lines · +171 tokens per session afb1b90a7855
- 1mo ago Changed · +1 tokens per session 1c16f47708ef
- 2mo ago Changed · +21 lines · +301 tokens per session 9eb3f48da314
- 2mo ago Changed · +4 lines · +145 tokens per session e4bfe8529108
- 2mo ago First seen · 247 lines · 3,418 tokens per session scan A 561b37408206
open-science AGENTS.md is an instructions file published in the GitHub repository aipoch/open-science (5,470 stars, last pushed yesterday), licensed Apache-2.0. It adds 4,121 tokens to every session, about $0.0165 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 2026-08-30.
open-science AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| open-science AGENTS.mdaipoch/open-science | Instructions file | 5.5k | yesterday | Apache-2.0 | A | 4,121 | 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 |