Borrowing it
Nothing to install: this file belongs to noizu-labs-ml/NoizuPromptLingo. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/noizu-labs-ml/NoizuPromptLingo/main/.agents/skills/source-command-reflect/SKILL.mdgit clone --depth 1 https://github.com/noizu-labs-ml/NoizuPromptLingoWrote 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.
[](https://agentmods.dev/skills/noizu-labs-ml/noizupromptlingo/source-command-reflect)<a href="https://agentmods.dev/skills/noizu-labs-ml/noizupromptlingo/source-command-reflect"><img src="https://agentmods.dev/badge/skills/noizu-labs-ml/noizupromptlingo/source-command-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.
<a href="https://agentmods.dev/skills/noizu-labs-ml/noizupromptlingo/source-command-reflect"><img src="https://agentmods.dev/badge/skills/noizu-labs-ml/noizupromptlingo/source-command-reflect.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00048 | $0.00964 |
| Opus 5.5 | $0.00019 | $0.00386 |
| Sonnet 5.5 | $0.00010 | $0.00193 |
| Haiku 4.5 | $0.00005 | $0.00096 |
Grade A, and why
source-command-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.
How it starts
The opening of the file, as written. The whole thing — 153 lines — stays where its author put it; the contents beside it link to each section on GitHub.
source-command-reflect
Use this skill when the user asks to run the migrated source command reflect.
Command Template
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>
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 · 153 lines · 48 tokens per session scan A 515c17e43422
source-command-reflect is a skill published in the GitHub repository noizu-labs-ml/NoizuPromptLingo (13 stars, last pushed 10d ago), licensed MIT. It adds 48 tokens to every session and 964 once invoked, about $0.0002 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 2026-09-04.
source-command-reflect compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| source-command-reflectnoizu-labs-ml/NoizuPromptLingo | Skill | 13 | 10d ago | MIT | A | 48 | Claude Code, Codex |
| systematic-debuggingopen-metadata/OpenMetadata | Skill | 16k | yesterday | Apache-2.0 | A | 37 | Claude Code |
| log-error-digestzebbern/claude-code-guide | Skill | 4.7k | 3d ago | MIT | A | 71 | Claude Code, Codex |
| cwv-optimizeradobe/skills | Skill | 319 | yesterday | Apache-2.0 | A | 112 | Claude Code |
| ci-fixersipyourdrink-ltd/bernstein | Skill | 1.2k | yesterday | Apache-2.0 | A | 15 | Claude Code, Codex |
| incident-response-incident-responsermyndharis/antigravity-skills | Skill | 1.9k | 23d ago | MIT | A | 36 | Claude Code |
| triaging-web-analytics-supportPostHog/posthog | Skill | 41k | yesterday | none | A | 151 | Claude Code, Codex |