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/microsoft/aks-lab-githubcopilot/pythongit clone --depth 1 https://github.com/microsoft/AKS-Lab-GitHubCopilotWhat 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 | $0.00446 | $0.00446 |
| Opus 5 | $0.00223 | $0.00223 |
| Sonnet 5 | $0.00089 | $0.00089 |
| Haiku 4.5 | $0.00045 | $0.00045 |
Grade A, and why
AKS-Lab-GitHubCopilot python.instructions.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 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.
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.
What it actually says
Python coding conventions
Project setup
uvis the only package manager. Add deps withuv add <pkg>and dev deps withuv add --dev <pkg>.pyproject.tomlis the source of truth. Do not maintain arequirements.txt.
Style
- Line length 120. Ruff rules:
E,F,I,B,UP,N,ASYNC,PL,RUFwithPLR0913ignored. - Use
from __future__ import annotationsat top of every module. - Module docstring required for every file under
src/.
Async
- Every public function in an agent module is
async def. - Use
asyncio.TaskGroup(3.11+) for concurrent fan-out, notasyncio.gatherunless cancellation semantics matter. - Always pass a
timeoutto network calls. Useanyio.fail_after()orhttpx.Timeout.
Typing
pyright --strictclean.Anyrequires a# noqa: ANN401 — <reason>comment.- Prefer
Protocolfor duck-typed dependencies in tests.
Pydantic
- v2 only. Models that cross process boundaries are
frozen=True. - Use
Field(..., description=...)— descriptions are exposed to the LLM as schema metadata.
Logging
structlog.get_logger(__name__)at module top.- Bind
agent_name,run_idearly:log = log.bind(agent_name="inventory", run_id=run_id). - Log levels:
debugfor tool calls,infofor run start/end,warningfor retried failures,errorfor unrecoverable.
Tests
- File pattern:
tests/test_<module>.py. One test class per public function under test. - Use
pytest.mark.asynciomarkers. Fixtures live intests/conftest.py. - Mock chat clients with
agent_framework.testing.MockChatClient. Never call a real model in unit tests.
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 · 38 lines · 446 tokens per session scan A ae52711d241e
AKS-Lab-GitHubCopilot python.instructions.md is an instructions file published in the GitHub repository microsoft/AKS-Lab-GitHubCopilot (7 stars, last pushed 27d ago), licensed MIT. It adds 446 tokens to every session, about $0.0022 per session on Opus 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 2026-08-31.
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