interactive-choice-mcp: Skill for Claude Code

.github/skills/subagent-driven-development/SKILL.md

subagent-driven-development is a skill for Claude Code, Codex from Sighthesia/interactive-choice-mcp. It costs 54 tokens per session (2,476 once invoked), scanned A, original, no licence file.

A development workflow that assigns separate implementation tasks to fresh subagents and reviews each task before continuing. A subagent is a separate AI worker handling part of a larger job.

In plain words
What is it for?
Use it for implementation plans with independent tasks or when at least three separate issues can be investigated without shared dependencies.
Why use it?
It helps manage several independent coding issues while adding review points between tasks.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

This is Sighthesia/interactive-choice-mcp's own configuration. It tells Claude Code and Codex how to work on interactive-choice-mcp itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything interactive-choice-mcp configures →

Reuse

Borrowing it

Nothing to install: this file belongs to Sighthesia/interactive-choice-mcp. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/Sighthesia/interactive-choice-mcp/main/.github/skills/subagent-driven-development/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/Sighthesia/interactive-choice-mcp

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 subagent-driven-development

README.md
[![agentmods](https://agentmods.dev/badge/skills/sighthesia/interactive-choice-mcp/subagent-driven-development/github.svg)](https://agentmods.dev/skills/sighthesia/interactive-choice-mcp/subagent-driven-development)
Your own site
<a href="https://agentmods.dev/skills/sighthesia/interactive-choice-mcp/subagent-driven-development"><img src="https://agentmods.dev/badge/skills/sighthesia/interactive-choice-mcp/subagent-driven-development/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 subagent-driven-development

Your own site · 80×15
<a href="https://agentmods.dev/skills/sighthesia/interactive-choice-mcp/subagent-driven-development"><img src="https://agentmods.dev/badge/skills/sighthesia/interactive-choice-mcp/subagent-driven-development.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 54 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,476 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 $0.00054 $0.02476
Opus 5.5 $0.00022 $0.00990
Sonnet 5.5 $0.00011 $0.00495
Haiku 4.5 $0.00005 $0.00248

Measured 2mo ago against content hash 0c6dfed39887, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

subagent-driven-development 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.

.github/skills/subagent-driven-development/SKILL.md · 390 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

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. 2mo ago First seen · 390 lines · 54 tokens per session scan A 0c6dfed39887

Subscribe to this mod's changes

subagent-driven-development is a skill published in the GitHub repository Sighthesia/interactive-choice-mcp (4 stars, last pushed 9mo ago), with no licence file. It adds 54 tokens to every session and 2,476 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 2026-08-31.

Related

subagent-driven-development compared with skills from other repositories

subagent-driven-development next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
subagent-driven-developmentSighthesia/interactive-choice-mcpSkill49mo agononeA54Claude Code, Codex
context7-docsupstash/context7Skill64kyesterdayMITA157Claude Code, Codex
setup-configpanbanda/omenSkill213d agoApache-2.0A28Claude Code
audit-architecturepanbanda/omenSkill213d agoApache-2.0A33Claude Code
target-testspanbanda/omenSkill213d agoApache-2.0A31Claude Code
assess-impactpanbanda/omenSkill213d agoApache-2.0A35Claude Code
report-debtpanbanda/omenSkill213d agoApache-2.0A32Claude Code