assimilate-popular-workflows

assimilate-popular-workflows is a skill for Claude Code from a5c-ai/babysitter. It costs 110 tokens per session (7,523 once invoked), scanned A, original, MIT.

A research routine for finding SKILL.md files in public GitHub repositories and studying their workflow patterns. It organizes findings by repository and identifies ideas that could become babysitter processes or plugins.

In plain words
What is it for?
Use it to survey public skills, classify repositories, document references, and extract reusable process or plugin ideas without copying skills verbatim.
Why use it?
It makes external workflow research more systematic than browsing repositories one by one. It also helps separate general development methods from patterns specific to a technical or business domain.

Skill for Claude Code

Written for Claude Code: Claude Code plugin machinery. Also seen: reads .claude/ paths; mentions CLAUDE.md; mentions Claude Code.

Good fit Use it to survey public skills, classify repositories, document references, and extract reusable process or plugin ideas without copying skills verbatim.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/a5c-ai/babysitter/assimilate-popular-workflows
About the project

Babysitter is a workflow engine for AI coding agents that enforces predefined steps, quality checks, human approvals, and decision records. It is used to coordinate complex, repeatable agent workflows across supported coding tools. The catalogue contains skills, agents, instructions, settings, a plugin, and an MCP integration for its workflow.

a5c-ai/babysitter · 1,788 stars · on GitHub · a5c.ai

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 a5c-ai/babysitter --skill assimilate-popular-workflows
Clone the repo
git clone --depth 1 https://github.com/a5c-ai/babysitter

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.

agentmods badge for assimilate-popular-workflows

README.md
[![agentmods](https://agentmods.dev/badge/skills/a5c-ai/babysitter/assimilate-popular-workflows/github.svg)](https://agentmods.dev/skills/a5c-ai/babysitter/assimilate-popular-workflows)
Your own site
<a href="https://agentmods.dev/skills/a5c-ai/babysitter/assimilate-popular-workflows"><img src="https://agentmods.dev/badge/skills/a5c-ai/babysitter/assimilate-popular-workflows/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 assimilate-popular-workflows

Your own site · 80×15
<a href="https://agentmods.dev/skills/a5c-ai/babysitter/assimilate-popular-workflows"><img src="https://agentmods.dev/badge/skills/a5c-ai/babysitter/assimilate-popular-workflows.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 110 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 7,523 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector warn 7 Sept 2026
SkillSpector: 2 findings, up to medium

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • medium Agent Snooping · line 216
    Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.
    Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
  • medium Agent Snooping · line 392
    Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.
    Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
How audits are shown
Origin original 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 $0.00110 $0.07523
Opus 5 $0.00055 $0.03762
Sonnet 5 $0.00022 $0.01505
Haiku 4.5 $0.00011 $0.00752

Measured 11d ago against content hash ebbd089014e2, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

assimilate-popular-workflows scanned grade A with 1 finding 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 11d 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.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

Use a browser tool or `curl` to fetch these pages and extract GitHub repo links. For each new repo found, enrich and classify using the standard pipeline.
.claude/skills/assimilate-popular-workflows/SKILL.md · 518 lines

How it starts

The opening of the file, as written. The whole thing — 518 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Search public GitHub repositories for SKILL.md files, classify each repo by archetype, and maintain structured research documents under docs/reference-repos/[org]/[repo-name]/. The goal is not to copy skills verbatim but to extract transferable value: processes for the babysitter process library, babysitter marketplace plugin ideas, and implicit procedural knowledge that can be codified into babysitter JS processes.

Process Library Placement Rules

Extracted processes go into the babysitter process library (library/). Placement depends on scope:

What it is Where it goes Examples
Full generic dev methodology (entire workflow paradigm) methodologies/<name>/ agile, gsd, tdd, scrum, kanban, waterfall
Common cross-domain pattern (reusable across many specializations) specializations/shared/ audit-pipeline, expert-advisory, progressive-disclosure
Domain-specific process specializations/<domain>/ security-compliance, devops-sre-platform, data-science-ml

Important: Do NOT place domain-specific processes in methodologies/. Only full, generic development methodologies belong there. A "k8s security audit" is specializations/security-compliance/, not a methodology. A "deep research pipeline" is specializations/shared/ (cross-domain). A "TDD agent workflow" is methodologies/atdd-tdd/ (full dev methodology).

Plugin Ideas = Babysitter Marketplace Plugins

A babysitter plugin is a set of natural language instructions (markdown) or deterministic coded processes (JS) that an AI agent reads and executes to install a modular set of capabilities. A plugin contains at minimum install.md with instructions the AI agent follows to modify the user's project. See docs/plugins.md for the full specification.

CRITICAL DISTINCTION: Plugin ideas should ONLY be things that modify project setup, install external integrations, or enforce workflows beyond just adding processes. Do NOT suggest plugins for:

  • Skill pack collections: If you mark processes for extraction, don't suggest a plugin that just bundles those processes
  • Expert/Role plugins: ".NET Expert", "React Native Expert", "Vue Development Suite", "Security Expert" - these are just skill packs
  • Domain suites: "Frontend Development Suite", "DevOps Toolkit", "Data Science Suite" - these bundle processes
  • Orchestration patterns: Multi-agent coordination, session continuity, workflow orchestration belong in babysitter core or as processes
  • Process repackaging: Any plugin that just wraps processes you already marked for extraction

Read the full file on GitHub · 518 lines

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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. 11d ago First seen · 518 lines · 110 tokens per session scan A ebbd089014e2

Subscribe to this mod's changes

assimilate-popular-workflows is a skill published in the GitHub repository a5c-ai/babysitter (1,788 stars, last pushed 5d ago), licensed MIT. It adds 110 tokens to every session and 7,523 once invoked, about $0.0006 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.