ovf-data-mcp: Instructions file for Codex

AGENTS.md

ovf-data-mcp AGENTS.md is an instructions file for Codex, OpenCode from kalcifield/ovf-data-mcp. It costs 614 tokens per session, scanned A, original, MIT.

Repository instructions for ovf-data-mcp, a Python project with a command-line interface and an MCP server. They describe its code layout, development commands, style rules, and tests.

In plain words
What is it for?
Finding the right place for new code, running the project, formatting and linting, type-checking, and running tests.
Why use it?
They give contributors one reference for how the project is organized, checked, and changed.

Instructions file for CodexOpenCode

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

This is kalcifield/ovf-data-mcp's own configuration. It tells Codex and OpenCode how to work on ovf-data-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 ovf-data-mcp configures →

Reuse

Borrowing it

Nothing to install: this file belongs to kalcifield/ovf-data-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/kalcifield/ovf-data-mcp/main/AGENTS.md
Clone the repo
git clone --depth 1 https://github.com/kalcifield/ovf-data-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.

agentmods badge for ovf-data-mcp AGENTS.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/kalcifield/ovf-data-mcp/agents-md/github.svg)](https://agentmods.dev/instructions/kalcifield/ovf-data-mcp/agents-md)
Your own site
<a href="https://agentmods.dev/instructions/kalcifield/ovf-data-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/kalcifield/ovf-data-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.

agentmods 80×15 button for ovf-data-mcp AGENTS.md

Your own site · 80×15
<a href="https://agentmods.dev/instructions/kalcifield/ovf-data-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/kalcifield/ovf-data-mcp/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 614 This file is loaded in full into every session.
When invoked 614 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 $0.00614 $0.00614
Opus 5.5 $0.00246 $0.00246
Sonnet 5.5 $0.00123 $0.00123
Haiku 4.5 $0.00061 $0.00061

Measured 2mo ago against content hash 33a12323fe11, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

ovf-data-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 · 60 lines

How it starts

The opening of the file, as written. The whole thing — 60 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 uses the src layout under src/vizugy/. Keep stable domain models in models.py, intent-level workflows in service.py, and upstream details in providers.py (ArcGIS) or vra_provider.py (VRAQuery). cli.py and mcp_server.py must remain thin adapters over the same service methods. Tests live in tests/ and follow the corresponding capability, for example test_vra_provider.py and test_investigation.py. Design findings and verified upstream behavior belong in docs/. See README.md for the public interface.

Build, Test, and Development Commands

Use Python 3.11+ and uv:

uv sync --extra test              # install runtime and development dependencies
uv run vizugy --help              # inspect or run the CLI
uv run ovf-data-mcp               # start the stdio MCP server
uv run pytest -q                  # run deterministic tests and MCP smoke tests
uv run ruff format --check src tests
uv run ruff check src tests
uv run mypy src tests

Run uv run pre-commit run --all-files before submitting broad changes. Release: scripts/release {patch|minor|major}; GitHub Actions publishes to PyPI asynchronously.

Coding Style & Naming Conventions

Use four-space indentation, Python type annotations, and Ruff formatting. Modules, functions, and variables use snake_case; classes and Pydantic models use PascalCase. Prefer small typed domain objects over leaking upstream Hungarian field names. Preserve raw provider semantics inside adapters. CLI/MCP outputs must keep data on stdout and diagnostics on stderr.

Testing Guidelines

Tests use pytest, pytest-asyncio, httpx.MockTransport, and recorded deterministic responses. Name tests test_<behavior>. Cover normalization, bounds, ambiguity, upstream errors, compact output, and CLI/MCP parity. Routine tests must not require live OVF services; use small live probes only for explicit contract validation. No numeric coverage threshold is currently enforced.

Read the full file on GitHub · 60 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 First seen · 60 lines · 614 tokens per session scan A 33a12323fe11

Subscribe to this mod's changes

ovf-data-mcp AGENTS.md is an instructions file published in the GitHub repository kalcifield/ovf-data-mcp (0 stars, last pushed 3mo ago), licensed MIT. It adds 614 tokens to every session, about $0.0025 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.

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