implementation-runner — implementation-runner install implementation-runner, mirae-financial-aicc, community, implementation-runner install, ide skills, automated code implementation, yaml patch generation, repository file analysis, Claude Code, Cursor, Windsurf

Name: implementation-runner
Availability: InStock
Author: munlucky

v1.0.0

Ideal for Code Analysis Agents requiring automated implementation and workflow streamlining capabilities. implementation-runner is a skill that automates code implementation by checking requirements, defining change scope, and recording changes in repository files.

Analyzes user messages via `analysisContext.request.userMessage`

Defines change scope based on `analysisContext.decisions.skillChain`

Records changed files in `repo.changedFiles`

Updates implementation completion in `analysisContext`

Generates patch output in YAML format

# Core Topics

implementation-runner install automated code implementation yaml patch generation repository file analysis

munlucky

[0]

Updated: 3/6/2026

GitHub

Agent Capability Analysis

The implementation-runner skill by munlucky is an open-source community AI agent skill for Claude Code and other IDE workflows, helping agents execute tasks with better context, repeatability, and domain-specific guidance. Optimized for implementation-runner install, automated code implementation, yaml patch generation.

Ideal Agent Persona

Ideal for Code Analysis Agents requiring automated implementation and workflow streamlining capabilities.

Core Value

Empowers agents to automate code implementation by analyzing user messages and repository files, utilizing context from artifacts like contextDocPath, and updating the analysisContext with implementation completion and changed files.

↓ Capabilities Granted for implementation-runner

Automating code changes based on user requests

Streamlining developer workflow by analyzing repository files

Recording and summarizing key changes in implementation

! Prerequisites & Limits

Requires access to analysisContext and repository files
Needs userMessage and skillChain context for decision-making

Labs Demo

Browser Sandbox Environment

⚡️ Ready to unleash?

Experience this Agent in a zero-setup browser environment powered by WebContainers. No installation required.

Boot Container Sandbox

implementation-runner

Install implementation-runner, an AI agent skill for AI agent workflows and automation. Works with Claude Code, Cursor, and Windsurf with one-command setup.

SKILL.md

Readonly

Implementation Runner

Inputs

analysisContext.request.userMessage
analysisContext.decisions.skillChain
analysisContext.repo.openFiles
analysisContext.artifacts.contextDocPath (if present)

Procedure

Check requirements and context.
Define change scope and implement.
Record changed files and key change summary.
Update implementation completion in analysisContext.

Output (patch)

yaml
1signals.implementationComplete: true
2repo.changedFiles:
3  - src/...
4notes:
5  - "implementation: complete, changed_files=3"

Rules

Do not call other skills/subagents.
If failed or deferred, record the reason in notes.

FAQ & Installation Steps

These questions and steps mirror the structured data on this page for better search understanding.

? Frequently Asked Questions

What is implementation-runner?

How do I install implementation-runner?

Run the command: npx killer-skills add munlucky/mirae-financial-aicc. It works with Cursor, Windsurf, VS Code, Claude Code, and 19+ other IDEs.

What are the use cases for implementation-runner?

Key use cases include: Automating code changes based on user requests, Streamlining developer workflow by analyzing repository files, Recording and summarizing key changes in implementation.

Which IDEs are compatible with implementation-runner?

This skill is compatible with Cursor, Windsurf, VS Code, Trae, Claude Code, OpenClaw, Aider, Codex, OpenCode, Goose, Cline, Roo Code, Kiro, Augment Code, Continue, GitHub Copilot, Sourcegraph Cody, and Amazon Q Developer. Use the Killer-Skills CLI for universal one-command installation.

Are there any limitations for implementation-runner?

Requires access to analysisContext and repository files. Needs userMessage and skillChain context for decision-making.

↓ How To Install

1. Open your terminal

Open the terminal or command line in your project directory.
2. Run the install command

Run: npx killer-skills add munlucky/mirae-financial-aicc. The CLI will automatically detect your IDE or AI agent and configure the skill.
3. Start using the skill

The skill is now active. Your AI agent can use implementation-runner immediately in the current project.

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