Borrowing it
Nothing to install: this file belongs to 69gg/Undefined. 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/69gg/Undefined/main/AGENTS.mdgit clone --depth 1 https://github.com/69gg/UndefinedWrote 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/69gg/undefined/agents-md)<a href="https://agentmods.dev/instructions/69gg/undefined/agents-md"><img src="https://agentmods.dev/badge/instructions/69gg/undefined/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/69gg/undefined/agents-md"><img src="https://agentmods.dev/badge/instructions/69gg/undefined/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 | $0.02871 | $0.02871 |
| Opus 5.5 | $0.01148 | $0.01148 |
| Sonnet 5.5 | $0.00574 | $0.00574 |
| Haiku 4.5 | $0.00287 | $0.00287 |
Grade A, and why
Undefined 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 26d 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 — 70 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Repository Guidelines
Project Structure & Module Organization
src/Undefined/ contains the main runtime package. Core areas include ai/, services/, skills/, cognitive/, memes/, knowledge/, api/, webui/, config/, mcp/, and automations/ (AutomationService runtime plus JSON storage); media-facing integrations live in arxiv/, bilibili/, github/, jm/, and attachments/. src/Undefined/deploy/ is the containerized one-shot deployment path (uv run deploy, templates under deploy/templates/) and does not take part in runtime. tests/ holds the pytest suite.
Single source of truth for the module-level directory tree: docs/development.md. This file,
CLAUDE.md, andARCHITECTURE.mdonly keep overviews — update the tree first when the layout changes.apps/undefined-console/is the Tauri + Vite management client andapps/undefined-chat/is the native-first Tauri + React 19 chat client (both connect to the same Management/Runtime services), whilecode/NagaAgent/remains a git submodule and should be updated deliberately, with upstream syncs kept separate from repo-local changes. Runtime and generated state primarily lives underdata/,logs/, anddist/; the rootknowledge/directory stores knowledge-base data rather than application code. Prefer editing source files and docs over generated outputs unless the task is explicitly about runtime state.
Build, Test, and Development Commands
Use uv for the root project:
uv syncinstalls Python dependencies.uv run playwright installinstalls browser runtimes used by screenshot and web tooling features.uv run Undefined-webuistarts the recommended Management-first local entrypoint.uv run Undefinedstarts the bot directly.uv run pytest tests/runs the backend test suite.npm ci --prefix tests/frontendinstalls the jsdom driver used bytests/test_webui_runtime_chat_behavior.py. Without it those cases skip silently on a local machine (on CI they fail instead, which is deliberate). Run it once after cloning if you touch WebUI JS.uv run ruff check .anduv run ruff format --check .enforce Python linting and formatting.uv run mypy .runs strict type checks.uv build --wheelvalidates packaging and bundled resources.bash scripts/install_git_hooks.shenables the repository-managed git hooks.
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.
- 26d ago Changed · +30 tokens per session db1a2e4491b9
- 1mo ago Changed · +4 tokens per session bb72e1b4ac33
- 1mo ago Changed · +8 lines · +455 tokens per session cebc9561b0d2
- 1mo ago Changed · +1 lines · +97 tokens per session 54240898348b
- 1mo ago Changed · +2 lines · +121 tokens per session 64e8e845d71c
- 1mo ago Changed · +3 lines · +248 tokens per session 438c391cd172
- 1mo ago Changed · +4 lines · +226 tokens per session dac7d43e7e0d
- 2mo ago First seen · 52 lines · 1,690 tokens per session scan A 65e6c644f311
Undefined AGENTS.md is an instructions file published in the GitHub repository 69gg/Undefined (256 stars, last pushed 13d ago), licensed MIT. It adds 2,871 tokens to every session, about $0.0115 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.
Undefined AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| Undefined AGENTS.md69gg/Undefined | Instructions file | 256 | 13d ago | MIT | A | 2,871 | 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 | today | 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 |