A response add-on that appends a self-review section covering errors, security concerns, common pitfalls, improvements, and edge cases. Edge cases are unusual inputs or situations that can expose problems.

Use it to review answers or generated work for bugs, unsafe practices, missing documentation, incomplete tasks, and possible refinements.

It provides a regular check for issues that may be missed in the main answer. The review uses emoji labels to make different kinds of findings easier to scan.

reflect — Command for Claude Code by noizu-labs-ml/NoizuPromptLingo

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/noizu-labs-ml/NoizuPromptLingo

Made for: Claude Code.

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.

README.md

[![agentmods](https://agentmods.dev/badge/commands/noizu-labs-ml/noizupromptlingo/npl-reflect/github.svg)](https://agentmods.dev/commands/noizu-labs-ml/noizupromptlingo/npl-reflect)

Your own site

<a href="https://agentmods.dev/commands/noizu-labs-ml/noizupromptlingo/npl-reflect"><img src="https://agentmods.dev/badge/commands/noizu-labs-ml/noizupromptlingo/npl-reflect/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.

Your own site · 80×15

<a href="https://agentmods.dev/commands/noizu-labs-ml/noizupromptlingo/npl-reflect"><img src="https://agentmods.dev/badge/commands/noizu-labs-ml/noizupromptlingo/npl-reflect.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 45 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.

When invoked 933 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 100% copy Near-identical to another mod 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.

Model	Per session	Once invoked
Fable 5.1	$0.00045	$0.00933
Opus 5.5	$0.00018	$0.00373
Sonnet 5.5	$0.00009	$0.00187
Haiku 4.5	$0.00005	$0.00093

Measured 2mo ago against content hash 4b8a8a712feb, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

reflect 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 2mo 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.

Origin

This is a copy

100% identical to reflect — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

commands/npl-reflect.md · 147 lines

How it starts

The opening of the file, as written. The whole thing — 147 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Reflection Guide

Purpose

Append a reflection block to the end of every response reviewing the response for potential issues, improvements, and oversights.

Output Format

At the end of every response, append:

<npl-block type="reflection">
[reflection content with emoji indicators]
</npl-block>

Emoji Indicators

Emoji	Category	Use For
🐛	Bug/Error	Logical errors, incorrect code, wrong assumptions
🔒	Security	Security vulnerabilities, unsafe practices, exposed secrets
⚠️	Pitfall	Common mistakes, gotchas, things that often go wrong
🚀	Improvement	Performance gains, better approaches, optimizations
🧩	Edge Case	Unhandled scenarios, boundary conditions, null cases
📝	TODO	Incomplete items, placeholders, things to revisit
🔄	Refactor	Code smell, duplication, structural improvements
📚	Docs	Missing documentation, unclear explanations
✅	Verified	Confirmed correct, tested, validated
❓	Question	Needs clarification, ambiguous requirements

Reflection Content

Review the response for:

Correctness — Is the code/answer right?
Security — Any vulnerabilities introduced?
Edge cases — What wasn't handled?
Improvements — What could be better?
Completeness — What's missing?

Examples

Example 1: Code Response

After providing code for user authentication:

<npl-block type="reflection">
🔒 Password not hashed before storage — add bcrypt
🧩 No handling for duplicate email registration
⚠️ Token expiry set to 30 days — consider shorter for sensitive apps
🚀 Could add refresh token rotation
✅ Input validation present
</npl-block>

Example 2: Architecture Suggestion

After suggesting a caching strategy:

<npl-block type="reflection">
🧩 Cache invalidation on updates not addressed
⚠️ Redis connection failure fallback not specified
📝 TODO: Define TTL values per resource type
✅ Pattern appropriate for read-heavy workload
</npl-block>

Read the full file on GitHub · 147 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.

2mo ago First seen · 147 lines · 45 tokens per session scan A 4b8a8a712feb

Subscribe to this mod's changes

reflect is a command published in the GitHub repository noizu-labs-ml/NoizuPromptLingo (13 stars, last pushed 10d ago), licensed MIT. It adds 45 tokens to every session and 933 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. It is 100% identical to reflect, differing in 0 lines, and is treated as a copy.

Code review Debugging

reflect next to 6 commands from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
reflectnoizu-labs-ml/NoizuPromptLingo	Command	13	10d ago	MIT	A	45	Claude Code
refactor-cleanwshobson/agents	Command	42k	yesterday	MIT	A	26	Claude Code
deep-audit.skeletonvarienos/agentic-workflow	Command	59	1mo ago	MIT	A	0	Claude Code
harness:auditIntense-Visions/harness-engineering	Command	23	3d ago	MIT	A	40	Claude Code
modifyMartyBonacci/specswarm	Command	67	3mo ago	MIT	A	14	Claude Code
prism-graphShailesh200/prism	Command	10	18d ago	MIT	A	11	Claude Code
hotfixlugassawan/swe-workbench	Command	3	2d ago	MIT	A	32	Claude Code