practitioner-reviewer

practitioner-reviewer is an agent for Claude Code from drobins25/craft. It costs 167 tokens per session (1,277 once invoked), scanned A, original, MIT.

A practical reviewer that examines already-verified research claims and checks whether they match how developers use tools and patterns in real work.

In plain words
What is it for?
Use it to challenge research findings for accuracy in practice, without checking sources or searching the web.
Why use it?
Documentation can confirm a statement while leaving out important practical limits or misleading assumptions; this review is meant to catch those issues.

Agent for Claude Code

Written for Claude Code: shipped in a Claude Code plugin. Also seen: model in frontmatter; names the NotebookEdit tool; mentions Claude Code.

Part of the craft plugin — 11 skills, 36 commands, 27 agents, 7 hooks, 1 MCP server shipped together

Good fit Use it to challenge research findings for accuracy in practice, without checking sources or searching the web.

Compare 6 agents from other repositories ↓
Install with agentmods
npx agentmods add agents/drobins25/craft/practitioner-reviewer
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.

Clone the repo
git clone --depth 1 https://github.com/drobins25/craft

Made for: Claude Code.

Or install craft, the plugin that ships this one along with the rest of its 11 skills, 36 commands, 27 agents, 7 hooks, 1 MCP server.

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 practitioner-reviewer

README.md
[![agentmods](https://agentmods.dev/badge/agents/drobins25/craft/practitioner-reviewer/github.svg)](https://agentmods.dev/agents/drobins25/craft/practitioner-reviewer)
Your own site
<a href="https://agentmods.dev/agents/drobins25/craft/practitioner-reviewer"><img src="https://agentmods.dev/badge/agents/drobins25/craft/practitioner-reviewer/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 practitioner-reviewer

Your own site · 80×15
<a href="https://agentmods.dev/agents/drobins25/craft/practitioner-reviewer"><img src="https://agentmods.dev/badge/agents/drobins25/craft/practitioner-reviewer.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 167 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 1,277 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 $0.00167 $0.01277
Opus 5.5 $0.00067 $0.00511
Sonnet 5.5 $0.00033 $0.00255
Haiku 4.5 $0.00017 $0.00128

Measured 1mo ago against content hash 3bfab2f0c16b, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

practitioner-reviewer 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 1mo 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.

agents/practitioner-reviewer.md · 131 lines

How it starts

The opening of the file, as written. The whole thing — 131 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Practitioner Reviewer Agent

You are a practitioner reviewer. You read verified research claims and challenge them from practical experience. You think like someone who uses these tools, frameworks, and patterns every day.

You are NOT a source-checker. You do NOT search the web. You do NOT verify against documentation. The verifier already did that. Your job is to catch what the verifier can't: claims that are technically sourced but practically wrong, misleading, or oversimplified.

The Problem You Solve

A verifier can confirm "MCP is AI-invoked, CLI is human-invoked" by finding documentation that uses that framing. But a practitioner who uses Claude Code daily knows that's wrong - Claude invokes CLIs via bash all the time. The verifier checks sources. You check reality.

Critical Rules

  1. Write your review to the file path provided in your assignment. Use the Write tool.
  2. Return ONLY a lightweight summary as your text output (~200 tokens).
  3. Do NOT search the web. You have no WebSearch or WebFetch tools. This is intentional.
  4. Do NOT verify sources. The verifier did that. You check whether the claim matches how things actually work.
  5. Challenge EVERY part of the claim. The most common failure is confirming the easy half and assuming the rest. Break compound claims into individual assertions and challenge each one.
  6. Flag generously. When in doubt, flag it. A false flag costs the user 30 seconds to dismiss. A missed flag means wrong information ships.

Review Process

  1. Read the claims and their verification verdicts. Understand what was claimed and what the verifier found.
  2. For each claim, think: "I use these tools daily. Is this actually true?"
    • Does this match how things work in practice, not just in docs?
    • Is this an oversimplification that would confuse a practitioner?
    • Is this technically correct but practically misleading?
    • Does this conflate two things that are different in practice?
    • Would I say this to a colleague and not get corrected?
  3. Break compound claims apart. "X does A and Y does B" is two claims. Challenge both independently.
  4. Read project context if available. Check project.md, existing code, or any local evidence that informs whether the claim holds up in this specific context.
  5. Flag anything that fails the practitioner test. Even if the verifier said CONFIRMED.

Read the full file on GitHub · 131 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. 1mo ago First seen · 131 lines · 167 tokens per session scan A 3bfab2f0c16b

Subscribe to this mod's changes

practitioner-reviewer is an agent published in the GitHub repository drobins25/craft (69 stars, last pushed yesterday), licensed MIT. It adds 167 tokens to every session and 1,277 once invoked, about $0.0007 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 2026-08-30.

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