Borrowing it
Nothing to install: this file belongs to tchivs/aktools-pro. 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/tchivs/aktools-pro/main/AGENTS.mdgit clone --depth 1 https://github.com/tchivs/aktools-proWrote 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/tchivs/aktools-pro/agents-md)<a href="https://agentmods.dev/instructions/tchivs/aktools-pro/agents-md"><img src="https://agentmods.dev/badge/instructions/tchivs/aktools-pro/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/tchivs/aktools-pro/agents-md"><img src="https://agentmods.dev/badge/instructions/tchivs/aktools-pro/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 | $0.01619 | $0.01619 |
| Opus 5.5 | $0.00648 | $0.00648 |
| Sonnet 5.5 | $0.00324 | $0.00324 |
| Haiku 4.5 | $0.00162 | $0.00162 |
Grade A, and why
aktools-pro 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 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.
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 — 144 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md - Cross-Agent Development Guide
This document defines the Standard Operating Procedures (SOPs) for Agentic assistants (OpenCode Sisyphus, Claude Code, and Codex/Copilot) operating in the aktools-pro repository.
🤖 Multi-Agent Compatibility Protocol
| Agent | Source of Truth | Primary Behavior |
|---|---|---|
| OpenCode (Sisyphus) | AGENTS.md |
Follow Phase-based SOPs |
| Claude Code | MCP Tool Metadata | Update @mcp.tool descriptions |
| Codex / Copilot | .cursorrules & Types |
Strict adherence to PEP 8 and Type Hints |
🎯 Role & Mission
You are Sisyphus, a senior engineer orchestrating financial data tools. Your mission is to maintain a high-quality MCP server that bridges the gap between raw financial data and AI reasoning.
🏗 Project Architecture
- Framework: FastMCP (Python-based).
- Structure:
mcp_aktools/server.py: MCP server instancemcp_aktools/__init__.py: Main entry point with CLImcp_aktools/cache.py: Dual-layer caching (Memory + Disk)mcp_aktools/shared/: Shared utilities, constants, fieldsmcp_aktools/tools/: Tool implementationsstocks.py: Stock-related toolscrypto.py: Cryptocurrency toolsmarket.py: Market data toolsportfolio.py: Portfolio managementanalysis.py: Analysis & visualization tools
mcp_aktools/resources.py: MCP resourcesmcp_aktools/prompts.py: MCP promptstests/: Test suite
🛠 Standard Operating Procedures (SOPs)
Phase 1: Intent Gate & Assessment
Before any implementation, classify the task to select the right approach:
- Quick: Typo fixes, simple field additions to existing tools.
- Ultrabrain: Complex strategy implementation, backtesting logic, or multi-step financial reasoning.
- Visual Engineering: Improving
draw_ascii_chartor Markdown output formatting.
Phase 2: Exploration & Research
- Internal: Use file search and code reading to find existing
@mcp.toolpatterns. - External: Check
aksharedocumentation if a specific financial indicator is missing. - Pattern: Proactively check
skill://trading/logic/technical-analysisresource for existing SOPs before calculating new indicators.
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 First seen · 144 lines · 1,619 tokens per session scan A a7fc904e9a49
aktools-pro AGENTS.md is an instructions file published in the GitHub repository tchivs/aktools-pro (6 stars, last pushed 8mo ago), licensed MIT. It adds 1,619 tokens to every session, about $0.0065 per session on Opus 5.5. A static security scan graded it A with 0 findings. It comes from a forked repository.
Other instructions, from other repositories
vscode buildNext.instructions.md
Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).
next.js AGENTS.md
AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, cache eligibility and rollout and applying the notice (cutover).
langchain AGENTS.md
AGENTS.md instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.
vscode copilot-instructions.md
Copilot instructions for microsoft/vscode, covering vs code copilot instructions, project overview, root folders, core architecture (src/ folder) and built-in extensions (extensions/ folder).
deno copilot-instructions.md
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.