Borrowing it
Nothing to install: this file belongs to migratorywhale/stackchan-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/migratorywhale/stackchan-mcp/master/AGENTS.mdgit clone --depth 1 https://github.com/migratorywhale/stackchan-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/migratorywhale/stackchan-mcp/agents-md)<a href="https://agentmods.dev/instructions/migratorywhale/stackchan-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/migratorywhale/stackchan-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/migratorywhale/stackchan-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/migratorywhale/stackchan-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 | $0.01939 | $0.01939 |
| Opus 5.5 | $0.00776 | $0.00776 |
| Sonnet 5.5 | $0.00388 | $0.00388 |
| Haiku 4.5 | $0.00194 | $0.00194 |
Grade A, and why
stackchan-mcp AGENTS.md scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
curl -sS --max-time 5 http://$STACKCHAN_IP/audio/status How it starts
The opening of the file, as written. The whole thing — 192 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Stack-chan Project Guide
This repository contains firmware and host-side tooling for a push-based Stack-chan voice avatar running on M5Stack CoreS3.
Scope
firmware/contains the Arduino/PlatformIO firmware for M5Stack CoreS3.mcp-server/contains a Python MCP server that lets clients control Stack-chan over HTTP.faces/andfirmware/data/contain the PNG face assets used by the device.start-http.shstarts the MCP HTTP server. Public tunnel startup is opt-in withSTACKCHAN_ENABLE_PUBLIC_MCP_TUNNEL=1.
Important Rules
- Do not read or use any
CLAUDE.mdfiles. They are for a different assistant. - Do not call memory, identity, or introspection MCP tools such as
imprint-memory,memory_search,breath, or similar tools. - Be careful with live-device endpoints.
GET /audioconsumes and clears the current recording buffer on the device. - Do not overwrite local secrets or Wi-Fi settings in
firmware/src/config.h. Usefirmware/config.h.examplefor documented defaults. - Avoid destructive git operations unless explicitly requested.
- Use Conventional Commits for all commit messages.
Firmware Notes
The firmware exposes a local HTTP API on port 80:
POST /playqueues a WAV URL for playback.POST /play/pcm?session=<id>&seq=<n>&final=<0|1>plays or queues a raw24kHzmonos16lePCM segment. The MCP server sends Fish PCM in bounded segments withContent-Length; firmware only queues segments for the active PCM session and clears queued PCM on playback timeout.POST /modeswitches betweenapiandmcprecording behavior.GET /audio/statusreports whether a recording is ready.GET /audioreturns the latest WAV recording and then clears it.POST /move,POST /home,POST /nod, andPOST /shakecontrol servos.POST /faceandGET /facecontrol or inspect the current expression.GET /snapshotreturns a 320x240 JPEG from the camera.
Key services live in:
firmware/src/http_server.cppfirmware/src/mic_service.cppfirmware/src/playback_service.cppfirmware/src/face_service.cppfirmware/src/servo_service.cppfirmware/src/camera_service.cppfirmware/src/wifi_manager.cpp
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.
- 1mo ago Changed · +7 lines · +164 tokens per session 3becaed0fcb6
- 2mo ago First seen · 185 lines · 1,775 tokens per session scan A e298ec230d22
stackchan-mcp AGENTS.md is an instructions file published in the GitHub repository migratorywhale/stackchan-mcp (101 stars, last pushed 1mo ago), licensed MIT. It adds 1,939 tokens to every session, about $0.0078 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
stackchan-mcp AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| stackchan-mcp AGENTS.mdmigratorywhale/stackchan-mcp | Instructions file | 101 | 1mo ago | MIT | A | 1,939 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 9,719 | GitHub Copilot |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 5,516 | 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 | today | MIT | A | 4,680 | Codex, OpenCode |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 3,093 | GitHub Copilot |
| vscode model-prompts.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 2,022 | GitHub Copilot |