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Claude Ecosystem

  • 32 installs
  • 14 repo stars
  • Updated July 28, 2026
  • samhvw8/dotfiles

Helps with ai & agent building tasks.

About

claude-ecosystem is a Claude Code skill for ai & agent building. It helps solo builders move faster with AI-assisted development.

  • claude-ecosystem
  • AI & Agent Building
  • AI-coding skill

Claude Ecosystem by the numbers

  • 32 all-time installs (skills.sh)
  • +1 installs in the week ending Jul 26, 2026 (Skillselion tracking)
  • Ranked #9,000 of 16,556 AI & Agent Building skills by installs in the Skillselion catalog
  • Data as of Jul 29, 2026 (Skillselion catalog sync)
npx skills add https://github.com/samhvw8/dotfiles --skill claude-ecosystem

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Listed on Skillselion
Installs32
repo stars14
Last updatedJuly 28, 2026
Repositorysamhvw8/dotfiles

What it does

Helps with ai & agent building tasks.

Files

SKILL.mdMarkdownGitHub ↗

Claude Ecosystem

Comprehensive guide for Claude Code CLI tool, extensibility (agents/skills/output styles), and CLAUDE.md architecture.

Module Selection

NeedModuleReference
Setup/ConfigurationCLIreferences/getting-started.md, references/configuration.md
Slash CommandsCLIreferences/slash-commands.md
MCP ServersCLIreferences/mcp-integration.md
Hooks & PluginsCLIreferences/hooks-and-plugins.md
Create AgentsExtensibilityreferences/agent-development.md
Create/Refine SkillsExtensibilityreferences/skill-creation-workflow.md, references/skill-writing-guide.md, references/skill-description-guide.md
Output StylesExtensibilityreferences/skill-development.md
Init CLAUDE.mdArchitecturereferences/initialization-workflow.md
Optimize CLAUDE.mdArchitecturereferences/optimization-patterns.md
Enterprise/CI-CDCLIreferences/enterprise-features.md, references/cicd-integration.md
TroubleshootingCLIreferences/troubleshooting.md

---

Quick Reference

Extension Types

TypeInvocationPurposeLocation
AgentsTask toolSpecialized sub-processes.claude/agents/
SkillsModel-invokedDomain knowledge.claude/skills/{name}/
Output Styles/output-styleModify main agent.claude/output-styles/

Model Selection (Agents)

ModelUse WhenTarget Time
haikuFast tasks, exploration< 3s
sonnetBalanced, most use cases< 10s
opusComplex reasoning< 30s

CLAUDE.md Token Budget

ComplexityTarget Tokens
Simple100-200
Medium200-400
Complex400-800
Maximum1000

---

Extensibility Principles

Core Truths

TruthMeaning
Expertise TransferMake Claude think like expert, not follow steps
Flow, Not FrictionProduce output, not intermediate work
Voice Matches DomainSound like practitioner, not documentation
Focused Beats ComprehensiveConstrain ruthlessly

Decision Heuristics

RuleGuidance
3-File Rule3+ files → agent. Enhances YOUR work → skill.
Delegation TestRuns independently? Agent. Guides you? Skill.
Activation BreadthTrigger on 80% of relevant requests
Tool ConstraintStart with 2-3 essential tools

Activation Keywords

The description field is your activation gate. Include: 1. Task verbs: create, build, debug, fix, deploy 2. Problem descriptions: slow, broken, failing 3. Artifact types: component, API, database 4. Casual synonyms: "make it faster" → optimize

---

Common Workflows

Create Agent

For the agent's prompt content (soul, tensions, mental models, thinking approaches), invoke Skill("prompt-architect") — it handles expertise transfer and dialectic design. This skill handles structure and frontmatter.

---
name: agent-name
description: "Use when [use case]. PROACTIVELY for [triggers].\n\nExamples:\n<example>\nContext: [situation]\nuser: [request]\nassistant: [response]\n</example>"
tools: Grep, Glob, Read, Bash
model: haiku
---

# Agent Name

Mission statement.

## Strategy
[Approach]

## Does NOT Do
- [boundary] (use X instead)

Create Skill

Each skill is a context engineering problem: what information does Claude need, when should it load, and how much freedom should the instructions leave?

For body content (soul, tensions, mental models, anti-patterns), invoke Skill("prompt-architect") — it handles expertise transfer and dialectic design.

Key Principles

1. Claude is smart — only add what Claude doesn't already know 2. Explain WHY — reasoning beats commands; reframe ALWAYS/NEVER as consequences 3. Be pushy in descriptions — Claude undertriggers by default; use directive language ("ALWAYS invoke") 4. Match freedom to fragility — exact scripts for dangerous ops, principles for judgment tasks 5. Generalize from examples — skills run millions of times; don't overfit

Architecture
skill-name/
├── SKILL.md          # Required: YAML frontmatter + instructions (<500 lines)
├── scripts/          # Optional: deterministic operations (execute without loading)
├── references/       # Optional: domain docs loaded as needed
└── assets/           # Optional: templates, fonts, icons for output
Creation Workflow

1. Capture Intent — mine conversation for workflow, tools, corrections before asking questions 2. Research Domain — best practices, failure modes, decision heuristics, similar skills 3. Draft SKILL.md — quick orientation → core workflow → patterns → edge cases → reference routing → frontmatter (LAST) 4. Review — token audit, freedom calibration, generalization, trigger check, "Rationalizations to Reject", "When NOT to Use" 5. Test Cases — 2-3 realistic messy prompts as users actually type 6. Iterate — generalize from feedback, keep lean, reframe don't restrict

Detailed workflow: references/skill-creation-workflow.md Writing principles: references/skill-writing-guide.md Description optimization: references/skill-description-guide.md

Deliverables

1. Complete SKILL.md with frontmatter and body 2. Directory structure with any bundled scripts/references/assets 3. 2-3 test prompts — realistic, messy, user-style 4. Description rationale — brief triggering strategy explanation

Initialize CLAUDE.md

1. Analyze codebase (language, framework, structure) 2. Extract code style, commands, patterns 3. Generate with template, customize 4. Validate commands, check token count 5. Target <400 lines, prefer <250

Detailed: references/initialization-workflow.md

Optimize CLAUDE.md

1. Evaluate token efficiency 2. Find redundancy, outdated info 3. Apply token reduction techniques 4. Target 40%+ reduction 5. Verify critical info retained

Detailed: references/optimization-patterns.md

---

Anti-Patterns

PatternProblemFix
Kitchen Sink Agent10+ tools, handles "everything"Constrain to 3-5 tools
Echo SkillRestates docs without insightAdd expert layer
Invisible TriggerDescription uses only formal termsInclude user language
Procedure ManualStep 1, 2, 3...Teach patterns, not steps
Over-DocumentationCLAUDE.md > 400 linesDocument project-specific only

---

Quality Signals

Good Signs

  • Frontmatter reads like "when to use" guide
  • First 10 lines provide actionable guidance
  • Expert would nod "yes, that's how I think"
  • Explicit constraints on what it does NOT handle

Warning Signs

  • >50% reference tables or field definitions
  • No mention of "when NOT to use"
  • Generic language for any domain
  • Body exceeds 600 lines

---

References

CLI Tool

  • references/getting-started.md - Installation, setup, auth
  • references/slash-commands.md - Complete command catalog
  • references/mcp-integration.md - MCP server configuration
  • references/hooks-and-plugins.md - Hook types, plugin structure
  • references/configuration.md - Settings hierarchy
  • references/enterprise-features.md - IAM, SSO, sandboxing
  • references/cicd-integration.md - GitHub Actions, GitLab CI
  • references/ide-integration.md - VS Code, JetBrains
  • references/advanced-features.md - Extended thinking, caching
  • references/troubleshooting.md - Common issues
  • references/api-reference.md - Admin, Messages, Skills APIs
  • references/best-practices.md - Project organization, security
  • references/agent-skills.md - Creating skills via CLI

Extensibility

  • references/agent-development.md - Full YAML structure, system prompts
  • references/skill-development.md - Structure, triggers, hooks
  • references/skill-creation-workflow.md - End-to-end skill creation process
  • references/skill-writing-guide.md - Writing principles and mental models
  • references/skill-description-guide.md - Description optimization and triggers

CLAUDE.md

  • references/initialization-workflow.md - Creating new CLAUDE.md
  • references/optimization-patterns.md - Token reduction techniques
  • references/integration-strategies.md - Global config, MCP tools
  • references/output-templates.md - Standard output formats

---

Skill Routing

TaskWhereWhat it handles
Skill/agent prompt content (soul, tensions, mental models, anti-patterns)Skill("prompt-architect")Content quality, dialectic design, freedom calibration
Skill structure (frontmatter, directory, progressive disclosure, description)This skillArchitecture, triggering strategy, token budgeting
CLAUDE.md creation/optimizationThis skillInitialization workflow, token reduction

When creating or editing skills/agents: this skill for structure → prompt-architect for body content.

---

Documentation:

  • llms.txt: https://context7.com/websites/claude_en_claude-code/llms.txt?tokens=10000
  • Main docs: https://docs.claude.com/en/docs/claude-code/
  • GitHub: https://github.com/anthropics/claude-code

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