Borrowing it
Nothing to install: this file belongs to sbischoff-ai/pygase. 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/sbischoff-ai/pygase/master/AGENTS.mdgit clone --depth 1 https://github.com/sbischoff-ai/pygaseWrote 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/sbischoff-ai/pygase/agents-md)<a href="https://agentmods.dev/instructions/sbischoff-ai/pygase/agents-md"><img src="https://agentmods.dev/badge/instructions/sbischoff-ai/pygase/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/sbischoff-ai/pygase/agents-md"><img src="https://agentmods.dev/badge/instructions/sbischoff-ai/pygase/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 | $0.01067 | $0.01067 |
| Opus 5.5 | $0.00427 | $0.00427 |
| Sonnet 5.5 | $0.00213 | $0.00213 |
| Haiku 4.5 | $0.00107 | $0.00107 |
Grade A, and why
pygase 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 2mo 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 — 72 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md
Architecture map (quick orientation)
pygase/connection.py: protocol and transport core. Defines package/header serialization, sequence/ack tracking, connection status, and client/server connection classes that send and receive UDP datagrams.pygase/backend.py: server-side orchestration layer. Wraps lower-level connection behavior with backend lifecycle management, event dispatch wiring, and game loop integration.pygase/client.py: client-facing API. Manages connecting/disconnecting to a backend, event exchange, and synchronized state consumption for game/application code.pygase/gamestate.py: authoritative state model and update mechanics. Defines game state containers, ordered updates, and merge/apply behavior used by both client and backend flows.
Canonical uv commands
- Setup (dev env + editable install):
uv sync
- Format:
uv run black pygase tests
- Type-check:
uv run mypy pygase
- Lint/docstyle:
uv run pylint --fail-under=9.9 pygaseuv run pydocstyle pygase
- Targeted tests (single file or subset):
uv run pytest -m "not integration" tests/connection_test.pyuv run pytest -m "not integration" tests -k connection
- Quick default test pass (fast feedback):
uv run pytest -m "not integration" tests
- Integration tests only:
uv run pytest -m integration tests
- Full tests (match CI intent):
uv run pytest tests --doctest-modules --cov=pygase --cov-report=term-missing
Fast path vs full validation
- Fast path (small, local edits that do not affect protocol, networking, or cross-module behavior):
uv run black pygase testsuv run pytest -m "not integration" tests/<affected_module>_test.pyuv run mypy pygase(required before finishing any task)
- Full validation (required for protocol/network behavior edits, connection timing/ordering changes, or broad refactors):
uv run black pygase testsuv run pytest tests --doctest-modules --cov=pygase --cov-report=term-missinguv run mypy pygaseuv run pylint --fail-under=9.9 pygaseuv run pydocstyle pygase
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.
- 2mo ago First seen · 72 lines · 1,067 tokens per session scan A 353e944f0b1f
pygase AGENTS.md is an instructions file published in the GitHub repository sbischoff-ai/pygase (47 stars, last pushed 5mo ago), licensed MIT. It adds 1,067 tokens to every session, about $0.0043 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.
pygase AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| pygase AGENTS.mdsbischoff-ai/pygase | Instructions file | 47 | 5mo ago | MIT | A | 1,067 | 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 |