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Cross Binding Feature Extraction Parity Testing

Category: Product  ·  Sub-category: product-misc  ·  Last updated:
Generate reference feature vectors from one canonical implementation, store as JSONL, and assert byte-for-byte equality from every other binding (Rust↔Python↔JS↔Go).

About this skill (catalog notes)

Cross Binding Feature Extraction Parity Testing is published as a SKILL.md file in this catalog. The SKILL.md is on the shorter side at about 207 words.

Source
github.com/kjuhwa/skills-hub
License
MIT
Original author
kjuhwa
Indexed lastmod
Catalog position
Product · product-misc
Indexed related skills
10

How Cross Binding Feature Extraction Parity Testing fits the catalog

Cross Binding Feature Extraction Parity Testing sits in the Product category under the product-misc sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

From the source SKILL.md

Trigger: Feature extraction is non-trivial (multi-block sampling, padding, fixed-offset peeks) and MUST be identical across language bindings or the model output drifts.

What this skill does

Cross Binding Feature Extraction Parity Testing is a community-contributed Claude Code skill in the product-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/cross-binding-feature-extraction-parity-testing/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Cross Binding Feature Extraction Parity Testing Claude Code skill is built for product managers, product designers, and cross-functional teams planning, shipping, and measuring product features. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 116,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/cross-binding-feature-extraction-parity-testing
curl -L https://claudskills.com/skills/cross-binding-feature-extraction-parity-testing/SKILL.md \
  -o ~/.claude/skills/cross-binding-feature-extraction-parity-testing/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/cross-binding-feature-extraction-parity-testing/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/cross-binding-feature-extraction-parity-testing/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\cross-binding-feature-extraction-parity-testing\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

Frequently asked questions

How do I install the Cross Binding Feature Extraction Parity Testing Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/cross-binding-feature-extraction-parity-testing/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Cross Binding Feature Extraction Parity Testing skill do?
Generate reference feature vectors from one canonical implementation, store as JSONL, and assert byte-for-byte equality from every other binding (Rust↔Python↔JS↔Go).
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Cross Binding Feature Extraction Parity Testing skill?
Use Cross Binding Feature Extraction Parity Testing when your Claude Code task falls under the Product category — specifically in the product misc area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Cross Binding Feature Extraction Parity Testing" or describe the task and let Claude pick). Browse related skills at /category/product/.
What is a Claude Code skill and how does the Cross Binding Feature Extraction Parity Testing skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Cross Binding Feature Extraction Parity Testing is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Product category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
kjuhwa. (2026). Cross Binding Feature Extraction Parity Testing [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/cross-binding-feature-extraction-parity-testing/
BibTeX
@misc{cross-binding-feature-extraction-parity-testing-2026,
  author    = {kjuhwa},
  title     = {Cross Binding Feature Extraction Parity Testing [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/cross-binding-feature-extraction-parity-testing/}
}

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