ohlcv CLAUDE.md

Project instructions for a Zig library that downloads and parses OHLCV data—open, high, low, close, and trading volume—from CSV files. They describe the library, its commands, tests, benchmarks, and memory profiling.

In plain words
What is it for?
Maintaining or extending the library and demo, running its tests and performance checks, and working with data from remote CSV files, local files, or memory.
Why use it?
They give a coding agent the project context and the exact commands needed to build, test, benchmark, and inspect memory use.

Instructions file

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add instructions/mario-so/ohlcv/claude-md
Clone the repo
git clone --depth 1 https://github.com/Mario-SO/ohlcv
Per session 2,563 This file is loaded in full into every session.
When invoked 2,563 The same file — it is already loaded in full.
Security scan A 0 findings. Scan, not verified.
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 $0.02563 $0.02563
Opus 5 $0.01282 $0.01282
Sonnet 5 $0.00513 $0.00513
Haiku 4.5 $0.00256 $0.00256

Measured 3d ago against content hash 3fd775b865cd, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

ohlcv CLAUDE.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 3d 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.

CLAUDE.md · 270 lines

How it starts

The opening of the file, as written. The whole thing — 270 lines — stays where its author put it; the contents beside it link to each section on GitHub.

CLAUDE.md

This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.

Project Overview

A modern, high-performance Zig library for fetching and parsing OHLCV (Open-High-Low-Close-Volume) financial data from remote CSV files. The library provides:

  • 33 technical indicators covering trend, momentum, volatility, volume, and advanced trading systems
  • Multiple data sources (HTTP, local files, in-memory)
  • High-performance parsing with streaming support for large datasets
  • Advanced memory management with pooling and arena allocation
  • Comprehensive benchmarking and performance monitoring
  • Clean, explicit API with Zig's memory safety guarantees

Build and Development Commands

Core Commands

# Build the library and demo
zig build

# Run the demo application
zig build run

# Run all tests
zig build test

# Run benchmarks
zig build benchmark                # Basic benchmark
zig build benchmark-performance     # Comprehensive performance tests
zig build benchmark-streaming       # Streaming vs non-streaming comparison

# Run memory profiler
zig build profile-memory

Testing Individual Components

# Run specific test file (example)
zig test test/unit/test_time_series.zig -I lib --dep ohlcv -Mohlcv=lib/ohlcv.zig

Architecture Overview

Module Organization

The library is exposed through lib/ohlcv.zig which re-exports all public APIs. The codebase follows a clean separation of concerns:

  1. Data Sources (lib/data_source/)

    • DataSource interface for polymorphic data access
    • HttpDataSource for fetching from URLs
    • FileDataSource for local files
    • MemoryDataSource for in-memory data
  2. Parsing (lib/parser/)

    • CsvParser handles CSV parsing with robust error handling
    • StreamingCsvParser processes large files in chunks without full memory load
    • fast_parser.zig provides optimized parsing primitives with SIMD-aware line counting
    • Skips invalid rows, headers, pre-1970 dates, and zero values
    • Supports multiple line endings (CRLF, LF, CR)

Read the full file on GitHub · 270 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. 3d ago First seen · 270 lines · 2,563 tokens per session scan A 3fd775b865cd

Subscribe to this mod's changes

ohlcv CLAUDE.md is an instructions file published in the GitHub repository Mario-SO/ohlcv (23 stars, last pushed 4d ago), licensed MIT. It adds 2,563 tokens to every session, about $0.0128 per session on Opus 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.