confidence-scoring

confidence-scoring is a skill for Claude Code from laurigates/claude-plugins. It costs 28 tokens per session (2,229 once invoked), scanned A, original, MIT.

A scoring method for judging how ready a PRP or work order is. A PRP is a detailed implementation brief, while a work order is a focused task packet for another agent or developer.

In plain words
What is it for?
Use it to review implementation briefs and work orders, assess their readiness, and decide whether they need more detail.
Why use it?
It reveals missing context and weak validation steps before work is started or delegated.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter. Also seen: mentions subagents.

Part of the blueprint-plugin plugin — 35 skills shipped together

Good fit Use it to review implementation briefs and work orders, assess their readiness, and decide whether they need more detail.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/laurigates/claude-plugins/confidence-scoring
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 laurigates/claude-plugins --skill confidence-scoring
Clone the repo
git clone --depth 1 https://github.com/laurigates/claude-plugins

Made for: Claude Code.

Or install blueprint-plugin, the plugin that ships this one along with the rest of its 35 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 confidence-scoring

README.md
[![agentmods](https://agentmods.dev/badge/skills/laurigates/claude-plugins/confidence-scoring/github.svg)](https://agentmods.dev/skills/laurigates/claude-plugins/confidence-scoring)
Your own site
<a href="https://agentmods.dev/skills/laurigates/claude-plugins/confidence-scoring"><img src="https://agentmods.dev/badge/skills/laurigates/claude-plugins/confidence-scoring/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 confidence-scoring

Your own site · 80×15
<a href="https://agentmods.dev/skills/laurigates/claude-plugins/confidence-scoring"><img src="https://agentmods.dev/badge/skills/laurigates/claude-plugins/confidence-scoring.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 28 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,229 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. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
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 $0.00028 $0.02229
Opus 5.5 $0.00011 $0.00892
Sonnet 5.5 $0.00006 $0.00446
Haiku 4.5 $0.00003 $0.00223

Measured 9d ago against content hash 2fae7a62bb2c, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

confidence-scoring 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 9d 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.

blueprint-plugin/skills/confidence-scoring/SKILL.md · 281 lines

How it starts

The opening of the file, as written. The whole thing — 281 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Confidence Scoring for PRPs and Work-Orders

This skill provides systematic evaluation of PRPs (Product Requirement Prompts) and work-orders to determine their readiness for execution or delegation.

When to Use This Skill

Use this skill when... Use blueprint-prp-create instead when...
Scoring a draft PRP/work-order before execution or delegation Authoring the PRP itself from research and context
Deciding whether a work-order is ready for a subagent or needs refinement Producing the work-order content (use blueprint-work-order)
Reviewing existing PRPs/work-orders for context completeness and validation gates Generating the PRD that the PRP derives from (use blueprint-derive-plans)

Scoring Dimensions

1. Context Completeness (1-10)

Evaluates whether all necessary context is explicitly provided.

Score Criteria
10 All file paths explicit with line numbers, all code snippets included, library versions specified, integration points documented
8-9 Most context provided, minor gaps that can be inferred from codebase
6-7 Key context present but some discovery required
4-5 Significant context missing, will need exploration
1-3 Minimal context, extensive discovery needed

Checklist:

  • File paths are absolute or clearly relative to project root
  • Code snippets include actual line numbers (e.g., src/auth.py:45-60)
  • Library versions are specified
  • Integration points are documented
  • Patterns from codebase are shown with examples

2. Implementation Clarity (1-10)

Evaluates how clear the implementation approach is.

Score Criteria
10 Pseudocode covers all cases, step-by-step clear, edge cases addressed
8-9 Main path clear, most edge cases covered
6-7 Implementation approach clear, some details need discovery
4-5 High-level only, significant ambiguity
1-3 Vague requirements, unclear approach

Read the full file on GitHub · 281 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. 9d ago Changed 2fae7a62bb2c
  2. 1mo ago First seen · 281 lines · 28 tokens per session scan A 49e61de8b971

Subscribe to this mod's changes

confidence-scoring is a skill published in the GitHub repository laurigates/claude-plugins (60 stars, last pushed yesterday), licensed MIT. It adds 28 tokens to every session and 2,229 once invoked, about $0.0001 per session on Opus 5.5. 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 2026-09-03.

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