mtdata-mcp: Instructions file for Codex

AGENTS.md

mtdata-mcp AGENTS.md is an instructions file for Codex, OpenCode from emerzon/mtdata-mcp. It costs 713 tokens per session, scanned A, original, MIT.

Repository instructions for mtdata-mcp, a Python project with market-data services, forecasting and pattern tools, an API, reports, and a React web interface.

In plain words
What is it for?
Use them when developing, testing, linting, evaluating schemas, or running the mtdata web application.
Why use it?
They explain where code belongs, which commands to run, and how to test and validate changes across the backend and web interface.

Instructions file for CodexOpenCode

Written for Codex and OpenCode: the file is AGENTS.md.

This is emerzon/mtdata-mcp's own configuration. It tells Codex and OpenCode how to work on mtdata-mcp itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything mtdata-mcp configures →

Reuse

Borrowing it

Nothing to install: this file belongs to emerzon/mtdata-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.

Copy the file
curl -O https://raw.githubusercontent.com/emerzon/mtdata-mcp/main/AGENTS.md
Clone the repo
git clone --depth 1 https://github.com/emerzon/mtdata-mcp

Made for: Codex, OpenCode.

Wrote 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.

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README.md
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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.

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Per session 713 This file is loaded in full into every session.
When invoked 713 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00713 $0.00713
Opus 5.5 $0.00285 $0.00285
Sonnet 5.5 $0.00143 $0.00143
Haiku 4.5 $0.00071 $0.00071

Measured 2mo ago against content hash 0e0b7af2d8dd, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

mtdata-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.

AGENTS.md · 39 lines

How it starts

The opening of the file, as written. The whole thing — 39 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Repository Guidelines

Project Structure & Module Organization

Python code lives in src/mtdata/. Runtime setup is in bootstrap/; CLI, MCP, Web API, reporting, regimes, and trading tools are in core/; market access belongs in services/; forecasting and pattern logic live in their named packages; shared schemas and utilities are in shared/ and utils/. The React/Vite client is under webui/src/. Keep tests in tests/, grouped by the corresponding domain (tests/core/, tests/services/, and so on). Documentation belongs in docs/, maintenance utilities in scripts/, and reusable agent prompts in prompts/.

Build, Test, and Development Commands

  • pip install -e ".[web,forecast-classical,pattern-search-hnsw]" pytest ruff installs the backend and CI test tools for Python 3.14.
  • ruff check src tests runs Python lint and import-order checks.
  • python scripts/schema_evaluate.py validates public tool schemas.
  • python -m pytest tests runs the backend suite; pass a test path or -k expression for focused work.
  • mtdata-webapi serves the API and built UI locally.
  • From webui/, run npm ci, npm run dev, npm test, npm run typecheck, and npm run build to install, develop, verify, and package the frontend.

Coding Style & Naming Conventions

Use four spaces in Python, type hints on public interfaces, snake_case for modules/functions, and PascalCase for classes. Ruff rules in pyproject.toml are authoritative. Frontend code uses strict TypeScript, two-space indentation, PascalCase React components, and camelCase hooks/helpers. Preserve established single-quote, semicolon-free TS style.

Testing Guidelines

Pytest files and functions use the test_*.py / test_* pattern. Frontend tests use *.test.ts with Vitest. Add focused regression tests beside the affected domain and cover error paths and public contracts. No numeric coverage threshold is configured; all lint, schema, backend, frontend test, type-check, and build jobs must pass.

Read the full file on GitHub · 39 lines

Changes

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.

  1. 2mo ago Changed · +4 tokens per session 0e0b7af2d8dd
  2. 2mo ago First seen · 39 lines · 709 tokens per session scan A 34c25fd0d3dc

Subscribe to this mod's changes

mtdata-mcp AGENTS.md is an instructions file published in the GitHub repository emerzon/mtdata-mcp (22 stars, last pushed 1mo ago), licensed MIT. It adds 713 tokens to every session, about $0.0029 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 2026-08-30.

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