himanshuj16/algo-trading-skills · skills/class-imbalance-handling-for-rare-signal-events/SKILL.md

class-imbalance-handling-for-rare-signal-events skillA

class-imbalance-handling-for-rare-signal-events is agent-read markdown (skill) from himanshuj16/algo-trading-skills: Use when predicting rare events such as halts or flash crashes where one class is under a few percent; cost-sensitive weighting and undersampling with the probability recalibration that undersampling makes necessary..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add himanshuj16/algo-trading-skills/class-imbalance-handling-for-rare-signal-events@v1.1.0
Exact content
mdr add himanshuj16/algo-trading-skills/class-imbalance-handling-for-rare-signal-events@sha256:47ed3b4512313f09

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_umm4u6sa57yxyabr.svg)](https://markdownregistry.com/a/art_umm4u6sa57yxyabr)

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Versions

versioncommittedcommitsizeaudit
v1.1.0 latest2026-09-03 8527a51 7,553 BA view · diff
v1.1.02026-08-22 3ed130d 7,529 BA view · diff
v1.0.02026-08-07 89d1436 3,102 BA view · diff
v1.0.02026-07-30 dfc60c7 3,102 BA view · diff
v1.0.02026-07-26 fee1cf4 3,115 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (7553 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

himanshuj16/algo-trading-skills · 2 stars · license Apache-2.0 · pushed 2026-09-07 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_umm4u6sa57yxyabr
GET https://markdownregistry.com/api/v1/resolve?ref=himanshuj16/algo-trading-skills/class-imbalance-handling-for-rare-signal-events
GET https://markdownregistry.com/api/v1/blob/47ed3b4512313f09e72583b1f100137e88a109bd8fb28d25eb280e4684098a95