data-pipeline-schema-contract-testing SKILL.md skillA

data-pipeline-schema-contract-testing from himanshuj16/algo-trading-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add himanshuj16/algo-trading-skills/data-pipeline-schema-contract-testing@v1.0.0

Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
himanshuj16/algo-trading-skills
Path
skills/data-pipeline-schema-contract-testing/SKILL.md
Versions recorded
5
Latest version
v1.0.0, committed Sep 3, 2026
First version recorded
Jul 30, 2026
Size
7,575 bytes
Repository stars
50
License
Apache-2.0

Use at the ingestion edge, to enforce field types, nullability and value bounds against a declared contract and catch silent vendor schema drift such as a renamed field or a price arriving as a string.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

## When to Use

Use this skill at the ingestion edges of quantitative market data pipelines, feature stores, and execution algorithms. Market data vendors frequently introduce silent schema changes (renaming `ask_sz` to `ask_volume`, sending string prices instead of floats, or spiking null values during market volatility). This module validates incoming records against explicit `SchemaContract` definitions, quarantining corrupt payloads to a Dead Letter Queue (DLQ) before they corrupt feature stores or trading models.

## When NOT to Use

- **As a statistical or distributional data-quality monitor.** This engine answers "does this record match the declared structure?", not "does this value look wrong relative to recent history?". Stale-but-well-formed quotes, frozen prices, latency degradation, and duplicate ticks all pass a schema contract cleanly — use `data-quality-monitoring-dashboard` for those dimensions.
- **As a cross-vendor reconciler.** Validating vendor A and vendor B against the same contract does not establish that they agree; see `multi-source-price-reconciliation-tie-breaking` and `cross-vendor-timestamp-precision-reconciliation`.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add himanshuj16/algo-trading-skills/data-pipeline-schema-contract-testing@sha256:b683195428bb86d2

The line at the top of this page pins the label v1.0.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

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

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Jul 30, 2026 and Sep 3, 2026, about one every 9 days.

versioncommittedcommitsizeaudit
v1.0.0 latest2026-09-03 8527a51 7,575 BA view · diff
v1.0.02026-08-23 a0fdc9e 7,542 BA view · diff
v1.0.02026-08-07 89d1436 3,269 BA view · diff
v1.0.02026-07-30 dfc60c7 3,267 BA view · diff
v1.0.02026-07-30 66d0ca2 3,282 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 (7575 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 · 50 stars · license Apache-2.0 · pushed 2026-09-14 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_hqcicbuhpamfjeso
GET https://markdownregistry.com/api/v1/resolve?ref=himanshuj16/algo-trading-skills/data-pipeline-schema-contract-testing
GET https://markdownregistry.com/api/v1/blob/b683195428bb86d28a5ecc1909e1818520146ea9b27aab13da89795e203f9e02

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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