Borrowing it
Nothing to install: this file belongs to Anmol202005/kira-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/Anmol202005/kira-mcp/main/AGENTS.mdgit clone --depth 1 https://github.com/Anmol202005/kira-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/anmol202005/kira-mcp/agents-md)<a href="https://agentmods.dev/instructions/anmol202005/kira-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/anmol202005/kira-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/anmol202005/kira-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/anmol202005/kira-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 | $0.00753 | $0.00753 |
| Opus 5.5 | $0.00301 | $0.00301 |
| Sonnet 5.5 | $0.00151 | $0.00151 |
| Haiku 4.5 | $0.00075 | $0.00075 |
Grade A, and why
kira-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.
How it starts
The opening of the file, as written. The whole thing — 69 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Agent guide — kira-mcp
Guidance for AI agents (and humans) contributing to this repo. CLAUDE.md
imports this file, so keep it accurate.
What this is
A local Model Context Protocol server that gives an MCP host (Claude Desktop/Code, Cursor, Cline, Continue, …) computer-use tools: screen perception via a bundled OmniParser-v2 YOLO icon-detector (+ optional OCR), and mouse / keyboard / clipboard control via pyautogui. It speaks stdio JSON-RPC and is launched as a child process by the host. No network calls, no API keys.
Layout
src/kira_mcp/
├── __main__.py # entry — `python -m kira_mcp` / the `kira-mcp` script
├── _mcp.py # shared FastMCP instance + system instructions
├── lib/
│ ├── keys.py # key-name normalization for pyautogui
│ ├── cache.py # screenshot + per-element OCR hash cache
│ └── ocr.py # optional OCR backend shim
└── tools/
├── __init__.py # side-effect imports → registers every tool
├── parse.py # `perceive_screen` — screenshot + YOLO + OCR
├── screen.py # `screen_size` + the `Region` model
├── mouse.py
├── keyboard.py
└── clipboard.py
Adding a tool
- Write a function decorated with
@mcp.tool()(importmcpfromkira_mcp._mcp). Give it a clear docstring — it is the tool description the agent sees. - Import the module from
tools/__init__.pyso the decorator runs on startup. Mind ordering:screenis imported beforeparsebecauseparseuses theRegionmodel fromscreen. - Keep coordinates in absolute screen pixels — the whole contract is that
perceive_screenreturnscx, cythat feed straight intomouse_click.
Conventions
- Python 3.10+. Keep syntax compatible down to 3.10 (CI byte-compiles on 3.10–3.13).
- Type hints + pydantic models for tool arguments; FastMCP turns them into the JSON schema the host validates against.
- Do not add a way to disable
pyautogui.FAILSAFEfrom a tool call — the top-left-corner abort is the user's only kill switch. See the Safety section ofREADME.md. - The OmniParser weights (
src/kira_mcp/weights/icon_detect/) are tracked in git and shipped in the wheel viapyproject.tomlforce-include. Don't delete them or move them without updating the build config.
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 · 69 lines · 753 tokens per session scan A 8ece355fc866
kira-mcp AGENTS.md is an instructions file published in the GitHub repository Anmol202005/kira-mcp (1 stars, last pushed 4mo ago), licensed MIT. It adds 753 tokens to every session, about $0.0030 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.
kira-mcp AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| kira-mcp AGENTS.mdAnmol202005/kira-mcp | Instructions file | 1 | 4mo ago | MIT | A | 753 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | today | MIT | A | 7,461 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 5,649 | GitHub Copilot |
| 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 |