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Achievement: Starstruckx3Achievement: Pull Sharkx4Achievement: Pair Extraordinairex4Achievement: QuickdrawAchievement: YOLO

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shinpr/README.md

shinpr

About

Deep expertise in agentic coding and the LLM ecosystem.

Building workflow tools and utilities through hands-on agentic development, fully delegating to coding agents, addressing real-world challenges as they arise, and transforming those insights into practical solutions. Also working on AI-native workflows beyond software development.

Through ongoing personal projects, delivering tools grounded in actual practice rather than speculation.

Sharing learnings through writing.

Latest: When Better Models Make Old Agent Workflows Worse

Projects

🛠 Agentic Development Frameworks

  • claude-code-workflows - Keeps Claude Code focused on the result you agreed on, even when complex work uncovers tempting side issues
  • codex-workflows - Keeps Codex from turning a focused request into extra features, settings, and complexity while still delivering what you asked for
  • grok-workflows - Use claude-code-workflows on Grok without maintaining a separate copy of its design, implementation, and review workflows
  • galley - Makes lower-cost or specialized coding models practical by pairing them with independent supervision and review-ready PRs
  • ai-coding-project-boilerplate - Start a TypeScript project with a Claude Code setup your team can version, share, and use from design through verification
  • claude-code-discover - Helps you decide what to build by testing the assumptions that matter, then carries the evidence into an implementation-ready PRD
  • linear-prism - Turns requirements into a small set of Linear tasks that people or coding agents can pick up and verify independently
  • nautilus - Keeps product discovery context in your repo as you move from rough questions to prototypes and evidence-backed PRDs in Cursor or Codex

🔌 MCP Servers

  • mcp-local-rag - Search private documents without sending them to an embedding service, while still finding related ideas and exact technical terms
  • mcp-image - Turns rough image requests into stronger prompts without losing your intent, then generates or edits the result
  • sub-agents-mcp - Run reusable task-specific agents from any MCP client, using the coding backend you choose

🧰 Utilities

  • github-profile-stats - Publish GitHub profile cards from your own repository, with no hosted renderer to depend on
  • metronome - Claude Code plugin that catches shortcut-taking behavior and keeps Claude working step by step
  • pr-review-skill - Gives every reviewer the same complete PR snapshot, then lets you approve findings before they are posted
  • rashomon - Tests whether a prompt or skill actually improves agent behavior before you ship it
  • sub-agents-skills - Build reusable custom agents using 10+ AI coding options, including Codex, Claude, GLM, Kimi, and OpenCode, with the model and effort tuned for each role

📋 Awesome Lists

  • awesome-codex-workflows - Find Codex workflow projects whose real design is visible in code, configuration, or runtime behavior

GitHub Stats

GitHub activity summary   GitHub language composition

Twitter/X Dev.to

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  1. claude-code-workflows claude-code-workflows Public

    Development workflows for Claude Code that keep broad exploration focused on the outcome you approved.

    JavaScript 674 103

  2. codex-workflows codex-workflows Public

    Development workflows for Codex that keep technical rigor and edge-case handling from becoming product overengineering.

    JavaScript 38 7

  3. galley galley Public

    You pick the model per task, with review, evidence, and a PR at the end.

    Go 18 1

  4. sub-agents-skills sub-agents-skills Public

    Cross-LLM sub-agent orchestration as an Agent Skills. Route tasks to Codex, Claude Code, Grok, GLM, Kimi, Cursor, Gemini, OpenCode, or Command Code from any compatible tool.

    Python 81 14

  5. mcp-local-rag mcp-local-rag Public

    Local-first RAG server for developers. Semantic + keyword search for code and technical docs. Works with MCP or CLI. Fully private, zero setup.

    TypeScript 376 68

  6. mcp-image mcp-image Public

    MCP server for AI image generation and editing with automatic prompt optimization and quality presets. Supports Nano Banana (Gemini), OpenAI GPT Image, and BytePlus Seedream.

    TypeScript 157 33