code-agent-patterns SKILL.md skillA

code-agent-patterns from vodailocz/kilo-kit-mcp is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add vodailocz/kilo-kit-mcp/code-agent-patterns@git:20260821.05c0d52

Pins git:20260821.05c0d52 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
vodailocz/kilo-kit-mcp
Path
skills/engineering/code-agent-patterns/SKILL.md
Versions recorded
1
Latest version
git:20260821.05c0d52, committed Aug 21, 2026
Size
3,797 bytes
Repository stars
27
License
Apache-2.0

Use when building autonomous code editing, bug fixing, or software engineering agents. Keywords: SWE-agent, code agent, bug localization, patch generation, AST, diff, TDD loop, repository indexing.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Autonomous Code Agent Patterns

## Overview
The `code-agent-patterns` skill provides a standardized architectural framework for building, maintaining, and scaling autonomous Software Engineering (SWE) agents. It focuses on reliability, precision, and contextual awareness, drawing heavily from industry benchmarks like SWE-Bench and modern LLM-driven development tools.

## When To Use
- Implementing autonomous code editing agents.
- Designing specialized agents for bug localization or patch generation.
- Orchestrating multi-agent systems for code review or testing.
- Building tools that need to interface with existing large codebases.

## Core Patterns
### 1. Minimal Context Assembly
Avoid dumping the entire repository into the LLM context. Instead:
- Use dependency graph analysis to identify "impact zones."
- Implement "Breadth-First Context Discovery" (start with high-level symbols, drill down only when necessary).
- Support dynamic file inclusion based on the specific task (e.g., test files, related interfaces).

### 2. Symbol-Level Repository Indexing
Build a robust index that enables the agent to navigate the codebase as a human developer would:
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add vodailocz/kilo-kit-mcp/code-agent-patterns@sha256:6e4e0db9b744a84c

The line at the top of this page pins the label git:20260821.05c0d52, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_vrvkpud2clb7lmxj.svg)](https://markdownregistry.com/a/art_vrvkpud2clb7lmxj)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Aug 21, 2026.

versioncommittedcommitsizeaudit
git:20260821.05c0d52 latest2026-08-21 05c0d52 3,797 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (3797 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

vodailocz/kilo-kit-mcp · 27 stars · license Apache-2.0 · pushed 2026-10-24 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_vrvkpud2clb7lmxj
GET https://markdownregistry.com/api/v1/resolve?ref=vodailocz/kilo-kit-mcp/code-agent-patterns
GET https://markdownregistry.com/api/v1/blob/6e4e0db9b744a84c9518cc82e214147fcd07ef50848e7978a0596e1df18dbd1f

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from vodailocz/kilo-kit-mcp

AGENTS.md AGENTS.md file
vodailocz/kilo-kit-mcp · AGENTS.md
git:20260908.3c738e5 · audit A · 27 stars
CLAUDE.md CLAUDE.md file
vodailocz/kilo-kit-mcp · CLAUDE.md
git:20260901.db53ea1 · audit A · 27 stars
agent-memory SKILL.md skill
vodailocz/kilo-kit-mcp · skills/agent-frameworks/agent-memory/SKILL.md · Use when implementing or managing persistent, hierarchical memory systems for AI agents. Covers cross-session state…
git:20260821.05c0d52 · audit A · 27 stars
claukit SKILL.md skill
vodailocz/kilo-kit-mcp · skills/agent-frameworks/claukit/SKILL.md · Advanced Agentic Coding framework providing mission briefs, guardrails, and integration hints for complex tasks. This…
git:20260502.38d5305 · audit A · 27 stars
mcp-agent-patterns SKILL.md skill
vodailocz/kilo-kit-mcp · skills/agent-frameworks/mcp-agent-patterns/SKILL.md · Use when integrating or optimizing Model Context Protocol (MCP) servers and clients. Keywords: MCP, Model Context…
git:20260907.70ddb5c · audit A · 27 stars
multi-agent-orchestration SKILL.md skill
vodailocz/kilo-kit-mcp · skills/agent-frameworks/multi-agent-orchestration/SKILL.md · Use when coordinating multiple specialized agents for complex distributed tasks. Keywords: multi-agent, orchestrator…
git:20260907.70ddb5c · audit A · 27 stars
workflow-state-machines SKILL.md skill
vodailocz/kilo-kit-mcp · skills/agent-frameworks/workflow-state-machines/SKILL.md · Use when designing, implementing, or debugging complex agentic workflows using state machine patterns. Keywords: state…
git:20260821.05c0d52 · audit A · 27 stars
ai-multimodal SKILL.md skill
vodailocz/kilo-kit-mcp · skills/ai-media/ai-multimodal/SKILL.md · Process and generate multimedia content using Google Gemini API. Capabilities include analyze audio files…
git:20260502.38d5305 · audit A · 27 stars
geo-fundamentals SKILL.md skill
vodailocz/kilo-kit-mcp · skills/ai-media/geo-fundamentals/SKILL.md · Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity).
git:20260502.38d5305 · audit A · 27 stars
media-processing SKILL.md skill
vodailocz/kilo-kit-mcp · skills/ai-media/media-processing/SKILL.md · Process multimedia files with FFmpeg (video/audio encoding, conversion, streaming, filtering, hardware acceleration)…
git:20260502.38d5305 · audit A · 27 stars
screenshot SKILL.md skill
vodailocz/kilo-kit-mcp · skills/ai-media/screenshot/SKILL.md · Use when the user explicitly asks for a desktop or system screenshot (full screen, specific app or window, or a pixel…
git:20260502.38d5305 · audit A · 27 stars
seo-fundamentals SKILL.md skill
vodailocz/kilo-kit-mcp · skills/ai-media/seo-fundamentals/SKILL.md · SEO fundamentals, E-E-A-T, Core Web Vitals, and Google algorithm principles.
git:20260502.38d5305 · audit A · 27 stars

Every file in vodailocz/kilo-kit-mcp

Browse by kind, by grade A, or by owner.