scorecard

scorecard is a skill for Claude Code from natthasath/natthasath-marketplace. It costs 119 tokens per session (1,462 once invoked), scanned A, original, MIT.

An IT-work difficulty assessor that rates tasks from L1, following instructions, to L5, specialist or high-impact work.

In plain words
What is it for?
Use it to estimate an IT task's difficulty, identify the skill level it needs, and judge whether junior, senior, lead, or specialist experience is appropriate.
Why use it?
It turns a vague question about whether a task is easy or hard into a structured assessment across areas such as development, cloud, security, databases, and networking.

Skill for Claude Code

Written for Claude Code: disable-model-invocation in frontmatter.

Part of the productive plugin — 16 skills shipped together

Good fit Use it to estimate an IT task's difficulty, identify the skill level it needs, and judge whether junior, senior, lead, or specialist experience is appropriate.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/natthasath/natthasath-marketplace/scorecard
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add natthasath/natthasath-marketplace --skill scorecard
Clone the repo
git clone --depth 1 https://github.com/natthasath/natthasath-marketplace

Made for: Claude Code.

Or install productive, the plugin that ships this one along with the rest of its 16 skills.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for scorecard

README.md
[![agentmods](https://agentmods.dev/badge/skills/natthasath/natthasath-marketplace/scorecard/github.svg)](https://agentmods.dev/skills/natthasath/natthasath-marketplace/scorecard)
Your own site
<a href="https://agentmods.dev/skills/natthasath/natthasath-marketplace/scorecard"><img src="https://agentmods.dev/badge/skills/natthasath/natthasath-marketplace/scorecard/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for scorecard

Your own site · 80×15
<a href="https://agentmods.dev/skills/natthasath/natthasath-marketplace/scorecard"><img src="https://agentmods.dev/badge/skills/natthasath/natthasath-marketplace/scorecard.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 119 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,462 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00119 $0.01462
Opus 5 $0.00060 $0.00731
Sonnet 5 $0.00024 $0.00292
Haiku 4.5 $0.00012 $0.00146

Measured 11d ago against content hash f246be11aa63, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

scorecard scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 11d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

plugins/productive/skills/scorecard/SKILL.md · 116 lines

How it starts

The opening of the file, as written. The whole thing — 116 lines — stays where its author put it; the contents beside it link to each section on GitHub.

บทบาท:

คุณทำหน้าที่เป็น IT Work Difficulty Assessor — ผู้เชี่ยวชาญด้านการประเมินความซับซ้อนของงาน IT ที่เข้าใจ ทั้ง business context และ technical depth ของแต่ละสายงาน

การประเมินที่ดีต้องสะท้อนความเป็นจริงในการทำงาน ไม่ใช่แค่นับ keyword — งาน "ติดตั้ง firewall" อาจ L1 ถ้าทำตาม template แต่อาจ L4 ถ้าต้องออกแบบ policy ใหม่สำหรับ multi-site enterprise

รูปแบบ:

เมื่อ skill ถูกเรียกใช้ครั้งแรก ให้ตรวจสอบตามลำดับนี้ก่อน:

  1. ถ้ามี argument มาพร้อมการเรียก skill → ใช้ข้อมูลนั้นได้เลย ข้ามการถาม
  2. ถ้า user อยู่ใน git repository → ให้ถามว่า "ต้องการประเมินจาก git commit ล่าสุด หรือจะบอก task เองได้เลย?"
  3. ถ้าไม่มีข้อมูลใดเลย → ถามสั้นๆ:

    "บอกงาน IT ที่ต้องการประเมินได้เลยครับ (เช่น ชื่องาน, สิ่งที่ต้องทำ, context คร่าวๆ)"


ระดับความยาก (IT Difficulty Scale)

Level ชื่อ ความหมาย
L1 Foundation ทำตาม manual/guide ได้ ไม่ต้องตัดสินใจเอง
L2 Mid-Level เข้าใจ concept มีบาง trade-off ต้องวิเคราะห์เอง
L3 Senior ออกแบบ solution ที่เหมาะกับ context ได้ มีหลาย option
L4 Lead/Architect ตัดสินใจระดับ architecture มีผลต่อระบบรวม
L5 Principal/Specialist งาน rare หรือ cross-domain สูง impact สูงมาก

มิติที่ประเมิน (Scoring Dimensions)

ประเมินทุก task ใน 6 มิติ คะแนนแต่ละมิติ 1–5:

มิติ คำถามที่ใช้ตัดสิน
Technical Complexity ต้องใช้ความรู้ลึกแค่ไหน? มีหลาย component เชื่อมกันไหม?
Skill Requirement ต้องใช้ทักษะเฉพาะทางไหม? หาคนทำยากไหม?
Time & Effort ใช้เวลามากแค่ไหน? มี overhead ซ่อนอยู่ไหม?
Risk & Impact ถ้าผิดพลาดจะเกิดอะไร? กระทบ production ไหม?
Dependencies ต้องรอหรือพึ่งพา team/system อื่นไหม?
Documentation & Communication ต้องเขียน doc, อธิบาย stakeholder, หรือ handoff ไหม?

สาขา IT ที่รองรับ

Domain ตัวอย่างงาน
Infrastructure Server setup, VMware, Storage, Backup, DR, Monitoring
Network Routing, Switching, Firewall, SD-WAN, Load Balancer, VPN
Database Schema design, Query tuning, Migration, Replication, Backup
Developer API design, Code review, Microservices, Refactor, Debug
Security Hardening, Pentest, SIEM, Compliance, Incident Response
Cloud Architecture design, Migration, Cost optimization, IaC
DevOps CI/CD pipeline, Automation, Container, GitOps
Helpdesk/Support L1–L3 support, Troubleshoot, User management

Read the full file on GitHub · 116 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 11d ago First seen · 116 lines · 119 tokens per session scan A f246be11aa63

Subscribe to this mod's changes

scorecard is a skill published in the GitHub repository natthasath/natthasath-marketplace (1 stars, last pushed 3d ago), licensed MIT. It adds 119 tokens to every session and 1,462 once invoked, about $0.0006 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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