Persona Score
One repeatable pass that keeps fak serving the top-10 personas who land on it — from the free-tier dev who downloads a binary and won't read a word, through the infra engineer who has to operate it, to the researcher who wants to reproduce it. Runs the persona-readiness scorecard (tools/persona_readiness_scorecard.py) over the git-tracked tree, turns each unmet HARD affordance into a required thing to ADD (a prebuilt-binary release, a deployment guide, a determinism witness, a refusal vocabulary, a green gate), retires persona-debt worst-served-first, re-measures + regenerates the snapshot to PROVE the debt dropped, and commits only the scorecard lane by explicit path. The go-to-market counterpart of agent-readiness (one persona: the AI agent), product (the concepts), and industry-score (the field). Use after a change to a persona's entry path (a release, a deploy doc, an integration recipe, the policy spec), when adding a persona to the roster, or on a /loop cadence to keep every front door open.
Security AStatic scan found no risk patternsHow grading works ›
From the source SKILL.md
The shape: run the scorecard → ADD every missing affordance (HARD defect) → weigh every SOFT signal → re-measure to prove persona-debt dropped → regenerate the snapshot → commit only the scorecard lane.
What this skill does
Persona 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/persona-score/ and loads when your prompt matches the skill's trigger.
Who uses this skill
The Persona 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 161,000+ 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/persona-score
curl -L https://claudskills.com/skills/persona-score/SKILL.md \
-o ~/.claude/skills/persona-score/SKILL.md
Or just download SKILL.md directly and drop it into ~/.claude/skills/persona-score/. Claude Code auto-discovers it on next session.
Skills live at ~/.claude/skills/persona-score/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\persona-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 Persona Score Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy
SKILL.md from the source repository to
~/.claude/skills/persona-score/SKILL.md and restart Claude Code. Both flows are detailed at
claudskills.com/install/.
What does the Persona Score skill do?
One repeatable pass that keeps fak serving the top-10 personas who land on it — from the free-tier dev who downloads a binary and won't read a word, through the infra engineer who has to operate it, to the researcher who wants to reproduce it. Runs the persona-readiness scorecard (tools/persona_readiness_scorecard.py) over the git-tracked tree, turns each unmet HARD affordance into a required thing to ADD (a prebuilt-binary release, a deployment guide, a determinism witness, a refusal vocabulary, a green gate), retires persona-debt worst-served-first, re-measures + regenerates the snapshot to PROVE the debt dropped, and commits only the scorecard lane by explicit path. The go-to-market counterpart of agent-readiness (one persona: the AI agent), product (the concepts), and industry-score (the field). Use after a change to a persona's entry path (a release, a deploy doc, an integration recipe, the policy spec), when adding a persona to the roster, or on a /loop cadence to keep every front door open.
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 Persona Score skill?
Use Persona 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 Persona 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 Persona 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. Persona 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). Persona Score [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/persona-score/
BibTeX
@misc{persona-score-2026,
author = {anthony-chaudhary},
title = {Persona Score [Claude Code skill]},
year = {2026},
publisher = {ClaudSkills},
url = {https://claudskills.com/skills/persona-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/persona-score/?utm_source=badge&utm_medium=readme&utm_campaign=skill_badge)
<script>
<script src="https://claudskills.com/embed/persona-score.js" async></script>
<iframe>
<iframe src="https://claudskills.com/embed/persona-score.html" width="100%" height="160" frameborder="0" loading="lazy" title="ClaudSkills: Persona Score"></iframe>
Security scan
Grade A · scanned 2026-07-26 — free static scan against the OWASP Agentic Skills Top 10.
No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›
- ✓ 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/persona-score/#security)
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