source-command-reflect

source-command-reflect is a skill for Claude Code, Codex from thecompez/ai-for-modern-cpp. It costs 15 tokens per session (270 once invoked), scanned A, original, no licence file.

A set of instructions for turning repeated human corrections into lasting rules for the repository's coding agent.

In plain words
What is it for?
It helps update repository agent rules based on recurring feedback and corrections.
Why use it?
It prevents the same mistakes from being corrected repeatedly. The guidance records useful lessons where future agent work can follow them.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing. Also seen: installed under .agents/ (shared by several agents).

Good fit It helps update repository agent rules based on recurring feedback and corrections.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/thecompez/ai-for-modern-cpp/source-command-reflect
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 thecompez/ai-for-modern-cpp --skill source-command-reflect
Clone the repo
git clone --depth 1 https://github.com/thecompez/ai-for-modern-cpp

Made for: Claude Code, Codex.

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 source-command-reflect

README.md
[![agentmods](https://agentmods.dev/badge/skills/thecompez/ai-for-modern-cpp/source-command-reflect/github.svg)](https://agentmods.dev/skills/thecompez/ai-for-modern-cpp/source-command-reflect)
Your own site
<a href="https://agentmods.dev/skills/thecompez/ai-for-modern-cpp/source-command-reflect"><img src="https://agentmods.dev/badge/skills/thecompez/ai-for-modern-cpp/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.

agentmods 80×15 button for source-command-reflect

Your own site · 80×15
<a href="https://agentmods.dev/skills/thecompez/ai-for-modern-cpp/source-command-reflect"><img src="https://agentmods.dev/badge/skills/thecompez/ai-for-modern-cpp/source-command-reflect.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 15 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 270 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 unknown 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 $0.00015 $0.00270
Opus 5.5 $0.00006 $0.00108
Sonnet 5.5 $0.00003 $0.00054
Haiku 4.5 $0.00002 $0.00027

Measured 1mo ago against content hash 0de9a17d8dcc, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

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 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/skills/source-command-reflect/SKILL.md · 39 lines

The source is not reproduced here

A licence we could not identify

The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.

Read it on GitHub

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 · 39 lines · 15 tokens per session scan A 0de9a17d8dcc

Subscribe to this mod's changes

source-command-reflect is a skill published in the GitHub repository thecompez/ai-for-modern-cpp (25 stars, last pushed 8d ago), with no licence file. It adds 15 tokens to every session and 270 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 2026-08-30.

Related

Other skills, from other repositories

agent-state-bar

A design guide for an agent status bar: a short, automatically updated summary of progress, remaining tasks, tool counts, errors, and system state placed near the latest model input.

bojieli/ai-agent-book · 105 tokens

knowledge-org

A guide to organising large bodies of knowledge so an AI system can navigate relationships, summaries, and layers instead of searching only flat text chunks. It covers tree indexes, knowledge graphs, file-like structures, incremental updates, and long-term memory layouts.

bojieli/ai-agent-book · 96 tokens

memory-system

A guide to giving an AI agent persistent, user-specific memory across conversations. It covers what to remember, how to store it, how to update or compress it, and when to use memory instead of a shared knowledge base.

bojieli/ai-agent-book · 95 tokens

knowledge-base

Create and maintain a Markdown knowledge base that any AI agent can read, search, and update. Use when the user wants to start a knowledge base, add or update notes, organize docs/notes for an agent or LLM to consume, build an index of notes, or run a cleanup/maintenance pass on an existing MD knowledge base. Triggers…

wonderwhy-er/DesktopCommanderMCP · 112 tokens

obsidian-vault

Organize Obsidian vaults with MOCs, wikilinks, frontmatter/properties, dashboards, orphan-note checks, and cleanup workflows. Use ONLY when the user explicitly refers to Obsidian — by naming "Obsidian", an Obsidian "vault", or an Obsidian-specific feature such as wikilinks ("[[ ]]"), the Dataview or Bases plugins, or…

wonderwhy-er/DesktopCommanderMCP · 171 tokens

kb-research

Structured approach to finding and synthesizing information from the user's knowledge base.

MODSetter/SurfSense · 17 tokens