Borrowing it
Nothing to install: this file belongs to WLAN-Pi/wlanpi-mcp. 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/WLAN-Pi/wlanpi-mcp/main/AGENTS.mdgit clone --depth 1 https://github.com/WLAN-Pi/wlanpi-mcpWrote 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/wlan-pi/wlanpi-mcp/agents-md)<a href="https://agentmods.dev/instructions/wlan-pi/wlanpi-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/wlan-pi/wlanpi-mcp/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/wlan-pi/wlanpi-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/wlan-pi/wlanpi-mcp/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 | $0.01041 | $0.01041 |
| Opus 5.5 | $0.00416 | $0.00416 |
| Sonnet 5.5 | $0.00208 | $0.00208 |
| Haiku 4.5 | $0.00104 | $0.00104 |
Grade A, and why
wlanpi-mcp 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 2d 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 — 80 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Guidance for coding agents
Read this first.
Branch and PR rules
- PRs target
main(the default branch). - Always branch from
main, never from another PR branch. Rebase or recreate your branch if it has drifted; do not stack PR branches. - One concern per PR. Size is a soft target: above 500 changed lines, add a
Review ordersection to the description; above 1,000 is fine when the change is cohesive. Split only at real seams, never to hit a number. Put moves and formatting in separate commits from behavioral changes. Full policy: developer guide. - Only a release pull request edits
debian/changelogorwlanpi_mcp/__version__.py. A fix or a feature pull request leaves both unchanged. Do not add a Debian revision-N. The release sets both files to the samemajor.minor.patch. Follow Land a Fix and Cut a Release. - The dev-build stamp is planned. It is not live yet. When it is, CI
writes
X.Y.Z~dev<YYYYMMDD>.<run_id>.<run_attempt>+g<sha>in the build workspace, uploads that.debto Packagecloudwlanpi/dev, and does not tag it. Under that same CI, the release pull request uploads towlanpi/mainand tagsv<version>.
Tooling and gates
All checks run through tox and are wired into CI workflows:
python-lint-police.yml (lint), python-format-police.yml (formatcheck),
test-python-package.yml (tests).
Before committing, run the gates that your change touches:
tox -e lint:ruff check wlanpi_mcp teststhenmypy wlanpi_mcptox -e formatcheck:ruff format --check wlanpi_mcp teststox: the py313 test suite plus coverage
tox -e format rewrites the tree with ruff format when the check fails.
Rules that bite
- mypy runs against the installed package. The
lintenv deliberately omitsskip_installso tox installs the package and its runtime deps; that is what lets mypy resolvemcp,uvicorn,httpx, and so on. Do not addskip_install = trueto[testenv:lint], or every import becomesimport-not-found. - No bare generic annotations.
mypy.inisetsdisallow_any_generics, sodict,set,list, andtupleneed explicit type arguments. Follow the existing convention: JSON payloads aredict[str, Any]. AddAnyto the existingtypingimport rather than a new import line. - MCP docstrings are user-facing. The MCP SDK serves each tool's,
resource's, and prompt's
__doc__verbatim as its description to every client. A missing or vague docstring shows up directly in the client'stools/list. ruff enforces Google-convention docstrings (D100-D106, D205, D401, D415) on the package;tests/**is exempt from the presence rules because test names self-describe. - Line length is owned by the formatter.
E501is disabled; letruff formatwrap long lines. Do not hand-wrap to satisfy a linter that is off. - Coverage artifacts are never committed.
.coverage,coverage.xml, andcoverage.svgregenerate on everytoxrun and are gitignored. Do notgit addthem. - Whitespace is handled by ruff (W291/W293). There are no whitespace scripts; do not reintroduce them.
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.
- 2d ago Changed · +5 lines · +114 tokens per session 48eeef25a38f
- 1mo ago Changed · +4 lines · +91 tokens per session bb5c29c75356
- 1mo ago First seen · 71 lines · 836 tokens per session scan A 168662a26acd
wlanpi-mcp AGENTS.md is an instructions file published in the GitHub repository WLAN-Pi/wlanpi-mcp (6 stars, last pushed yesterday), licensed BSD-3-Clause. It adds 1,041 tokens to every session, about $0.0042 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 2026-09-18.
Other instructions, from other repositories
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Copilot instructions for denoland/deno, covering deno development guide for github copilot, network access, high level overview, key directories and key files to understand first.