Industry Score
One repeatable pass that keeps fak's competitive story honest AND complete — graded industry-first, not from what fak happened to measure. Runs the industry scorecard (tools/industry_scorecard.py) over a modular data directory (tools/industry_scorecard.data/): a researched taxonomy of the dimensions the LLM-serving / agent-infra field competes on (vLLM/SGLang/TensorRT-LLM/llama.cpp), the current SOTA bar on each with a dated source, and fak's honest position — mostly named gaps. It drives two numbers, coverage (of the field) and parity-debt (honesty of the rows), and updates on two cadences: as the industry moves (a new dimension drops coverage; --stale lists SOTA bars due a re-check) and as fak moves (a benchmark turns a no-claim into a measured row). Regenerates the modular doc folder docs/industry-scorecard/ and commits only the scorecard lane by explicit path. The OUTWARD-facing counterpart of repo-hygiene/code-quality/appeal. Use after a benchmark lands, when a competitor ships a number, when the field adds a dimension, or on a /loop cadence.
Security AStatic scan found no risk patternsHow grading works ›
From the source SKILL.md
The shape: run the scorecard → close the worst coverage gap or retire the worst parity-debt → keep the SOTA bars current (--stale) → verify sources → regenerate the doc folder → commit only the scorecard lane.
What this skill does
Industry Score is a community-contributed Claude Code skill in the science-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/industry-score/ and loads when your prompt matches the skill's trigger.
Who uses this skill
The Industry Score Claude Code skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 191,000+ 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/industry-score
curl -L https://claudskills.com/skills/industry-score/SKILL.md \
-o ~/.claude/skills/industry-score/SKILL.md
Or just download SKILL.md directly and drop it into ~/.claude/skills/industry-score/. Claude Code auto-discovers it on next session.
Skills live at ~/.claude/skills/industry-score/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\industry-score\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 Industry Score Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy
SKILL.md from the source repository to
~/.claude/skills/industry-score/SKILL.md and restart Claude Code. Both flows are detailed at
claudskills.com/install/.
What does the Industry Score skill do?
One repeatable pass that keeps fak's competitive story honest AND complete — graded industry-first, not from what fak happened to measure. Runs the industry scorecard (tools/industry_scorecard.py) over a modular data directory (tools/industry_scorecard.data/): a researched taxonomy of the dimensions the LLM-serving / agent-infra field competes on (vLLM/SGLang/TensorRT-LLM/llama.cpp), the current SOTA bar on each with a dated source, and fak's honest position — mostly named gaps. It drives two numbers, coverage (of the field) and parity-debt (honesty of the rows), and updates on two cadences: as the industry moves (a new dimension drops coverage; --stale lists SOTA bars due a re-check) and as fak moves (a benchmark turns a no-claim into a measured row). Regenerates the modular doc folder docs/industry-scorecard/ and commits only the scorecard lane by explicit path. The OUTWARD-facing counterpart of repo-hygiene/code-quality/appeal. Use after a benchmark lands, when a competitor ships a number, when the field adds a dimension, or on a /loop cadence.
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 Industry Score skill?
Use Industry Score when your Claude Code task falls under the Science & Research category — specifically in the science 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 Industry Score" or describe the task and let Claude pick). Browse related skills at
/category/science/.
What is a Claude Code skill and how does the Industry Score 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. Industry Score is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research 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
anthony-chaudhary. (2026). Industry Score [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/industry-score/
BibTeX
@misc{industry-score-2026,
author = {anthony-chaudhary},
title = {Industry Score [Claude Code skill]},
year = {2026},
publisher = {ClaudSkills},
url = {https://claudskills.com/skills/industry-score/}
}
Embed this skill
Promote, attribute, or link this skill from your own README, blog post, or documentation. All three snippets are free to use — no sign-up, no API key. More distribution surfaces →
Badge
[](https://claudskills.com/skills/industry-score/?utm_source=badge&utm_medium=readme&utm_campaign=skill_badge)
<script>
<script src="https://claudskills.com/embed/industry-score.js" async></script>
<iframe>
<iframe src="https://claudskills.com/embed/industry-score.html" width="100%" height="160" frameborder="0" loading="lazy" title="ClaudSkills: Industry Score"></iframe>
Security scan
Grade A · scanned 2026-08-25 — free static scan against the OWASP Agentic Skills Top 10.
The scan flagged 1 of 10 categories (filesystem), including lower-severity patterns. Patterns shown inside code fences are weighted as examples rather than instructions — read the grading methodology for what this does and does not guarantee.
- ✓ Prompt injection
- ✓ Data exfiltration
- ✓ Supply chain
- ✓ Reverse shell
- ✓ Credentials
- ✓ Execution
- ⚠ Filesystem
- ✓ Persistence
- ✓ Obfuscation
- ✓ Network
Show this grade on your repo (click to copy):
[](https://claudskills.com/skills/industry-score/#security)
More Science & Research skills
Browse all Science & Research skills in the ClaudSkills registry, or explore these other picks from the same category:
Part of Acreator Store — Adam Lankamer's AI tools:
PerfectStudio ·
Ucaption ·
UTagger ·
AutoXPoster ·
TestYourSkills ·
AutomationFlows ·
Au Naturel ·
Telegram @acreatorstore