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.
npx agentmods add instructions/bradautomates/focus-group/agents-mdgit clone --depth 1 https://github.com/bradautomates/focus-groupWrote 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/instructions/bradautomates/focus-group/agents-md)<a href="https://agentmods.dev/instructions/bradautomates/focus-group/agents-md"><img src="https://agentmods.dev/badge/instructions/bradautomates/focus-group/agents-md.svg" alt="Measured on agentmods" height="20"></a>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 | $0.00930 | $0.00930 |
| Opus 5 | $0.00465 | $0.00465 |
| Sonnet 5 | $0.00186 | $0.00186 |
| Haiku 4.5 | $0.00093 | $0.00093 |
Grade A, and why
focus-group AGENTS.md 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 4d 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 — 51 lines — stays where its author put it; the contents beside it link to each section on GitHub.
focus-group skill
Agent Skills package that clones a user's customers from real sales-call transcripts and runs them as a standing focus group. Installable across Claude Code (most common host), Codex, Cursor, and other Agent Skills hosts. Pure-stdlib Python for preflight/scaffolding; the clustering, dossiers, and panel runs are agent work driven by SKILL.md.
Structure
skills/focus-group/SKILL.md— canonical skill contract the model reads when/focus-groupfires. Source of truth for behavior across every host: setup wizard, panel protocol, persistence rules.skills/focus-group/scripts/setup.py— preflight (--check/--json), builder (bare),--mark-complete.skills/focus-group/scripts/build-skill.sh— buildsdist/focus-group.skillfor claude.ai upload (dev-only).hooks/— Claude Code SessionStart setup-status hook (Claude Code only)..claude-plugin/—plugin.json+marketplace.json(Claude Code plugin + marketplace).CLAUDE.md→@AGENTS.md— generic-agent entry point.tests/— pytest suite (temp-HOME fixtures; no network).
Orientation
- The product is the slash-command-invoked skill (
/focus-group <stimulus>), not a CLI.scripts/setup.pyonly does preflight and scaffolding — all persona/panel intelligence lives in SKILL.md and must work across every harness, not just Claude Code. - The skill is one self-contained folder:
skills/focus-group/. SKILL.md andscripts/are siblings inside it — do NOT move either to the repo root, or non-Claude installers will copy SKILL.md without the scripts. - Path resolution is harness-agnostic. SKILL.md resolves
SKILL_DIRas the directory of the SKILL.md the model just Read. Do NOT reintroduce${CLAUDE_SKILL_DIR}— it is unset on other hosts. - Runtime state lives outside the skill: the group (panel dossiers, sessions) in
~/Documents/FocusGroup/(orSAVE_DIR), config in~/.config/focus-group/.env. Never clobber either — append-only. - Disagreement is the product. Nothing in the panel protocol may rank responses, pick a winner, or synthesize consensus. Keep the moderator opinion-free.
- No
commands/wrapper./focus-groupis derived from SKILL.md frontmatter (name+user-invocable: true).
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.
- 4d ago First seen · 51 lines · 930 tokens per session scan A c539b18e3b98
focus-group AGENTS.md is an instructions file published in the GitHub repository bradautomates/focus-group (20 stars, last pushed 1mo ago), licensed MIT. It adds 930 tokens to every session, about $0.0047 per session on Opus 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.
Other instructions, from other repositories
vscode buildNext.instructions.md
Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).
spec-kit AGENTS.md
AGENTS.md instructions for github/spec-kit, covering agents.md, about spec kit and specify, quickstart — add a new integration in 5 steps, integration architecture and integrationmanifest — file tracking.
codex AGENTS.md
AGENTS.md instructions for openai/codex, covering rust/codex-rs, the codex-core crate, code review rules, crate api surface and model visible context.
langchain AGENTS.md
AGENTS.md instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, applying the notice (cutover) and fallback chain (never fail the build).
next.js AGENTS.md
Instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.