Borrowing it
Nothing to install: this file belongs to tiny-pilot/tinypilot-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/tiny-pilot/tinypilot-mcp/master/AGENTS.mdgit clone --depth 1 https://github.com/tiny-pilot/tinypilot-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/tiny-pilot/tinypilot-mcp/agents-md)<a href="https://agentmods.dev/instructions/tiny-pilot/tinypilot-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/tiny-pilot/tinypilot-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/tiny-pilot/tinypilot-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/tiny-pilot/tinypilot-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 | $0.00503 | $0.00503 |
| Opus 5.5 | $0.00201 | $0.00201 |
| Sonnet 5.5 | $0.00101 | $0.00101 |
| Haiku 4.5 | $0.00050 | $0.00050 |
Grade A, and why
tinypilot-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 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.
What it actually says
Agent development guide
Instructions for AI agents working on tinypilot-mcp. Read Architecture first.
Product constraints
- Client-side MCP — runs on the user's machine; stdio to MCP host; not on the TinyPilot appliance
- Host-agnostic — stdio only; no Cursor-specific code
- Atomic primitives only — no composite workflow tools (paste+Enter bundles, runbooks)
- Fleet via local config — no network discovery, no TinyPilot fleet API
- Skill is linked, not bundled — workflow lives in tinypilot-ai-agent-skills
- Connector is out of scope — not part of this offering
Out of scope (do not add without explicit request)
- Server-side MCP on the appliance or streamable HTTP transport
- CMDB, ITSM, orchestration, admin API tools
- Bundling the skill repo
- Host-specific code paths
Code conventions
- Python 3.11+;
from __future__ import annotationsin library modules - Pydantic models for config and tool inputs; flat schemas (no
$ref/oneOf) - Sync httpx; paste wait blocks intentionally
- Tools:
tinypilot_*prefix; annotations on every tool; actionable error strings - Log to stderr only — stdout is MCP protocol
- Action log: no paste content, no API keys
- Tests:
pytest+pytest-httpx; mock HTTP, not hardware - Minimum diff; no new dependencies without good reason
- Target: TinyPilot Pro 3.2.0+ (API keys; no
/api/v1/auth)
When changing code
- Read surrounding code; match existing style
- Run
pytest -vbefore committing - One logical commit per change (
feat:,fix:,docs:,test:,chore:) - Do not commit secrets, tokens, or real device URLs
- Do not log to stdout
Escalate (do not guess) when
- Change requires new tools or dependencies not in
pyproject.toml - MCP SDK API differs from existing patterns in
server.py - Architectural change beyond REST primitive wrapping
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 · 46 lines · 503 tokens per session scan A afd43459a75d
tinypilot-mcp AGENTS.md is an instructions file published in the GitHub repository tiny-pilot/tinypilot-mcp (0 stars, last pushed 2mo ago), licensed MIT. It adds 503 tokens to every session, about $0.0020 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 2026-08-31.
tinypilot-mcp AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| tinypilot-mcp AGENTS.mdtiny-pilot/tinypilot-mcp | Instructions file | 0 | 2mo ago | MIT | A | 503 | 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 |