Plugin · Claude Code · Development Tools

Jingnanzhou Fellow

jingnanzhou-fellow is a Claude Code plugin for the Build phase that enriches requests with semantic codebase context to reduce architectural drift.

by jingnanzhou · github.com/jingnanzhou/fellow

Install Fellow when Claude Code suggestions drift from your architecture and you want automatic context enrichment and boundary guardrails before code is written.

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Install

Add it to Claude Code

Install the plugin in Claude Code. One command, paste-ready.

Install the plugin
/plugin install jingnanzhou-fellow@jingnanzhou/fellow
Add to ClaudeUse the Agent APISkillselion is itself an MCP server - your agent can fetch this config directly.
Agent API

Built to be called by your agent

Skillselion is itself an MCP server. Your agent can pull this entry and a paste-ready install config straight from the API - no copy-paste.

Retrieve this entry with skillselion.get_details("plugin:jingnanzhou/fellow") and the paste-ready config with skillselion.get_install_config("plugin:jingnanzhou/fellow").

About

What it does

jingnanzhou-fellow is a Claude Code plugin that acts as an enrichment layer on top of your normal coding requests. Solo builders adopt it when the agent repeatedly proposes changes that violate module boundaries, duplicate patterns, or ignore documented architecture. Fellow analyzes the repository, extracts semantic knowledge, and injects guardrails into the session so Claude Code reasons against your actual structure instead of generic templates. It targets both the CLI and VS Code extension, which matches how most indies split between terminal agents and editor-integrated flows. Use it throughout active implementation whenever consistency matters more than raw generation speed. It is a development guardrail plugin, not a deploy or SEO tool, and expects an existing codebase worth analyzing.

Highlights

  • Enriches Claude Code prompts with codebase-aware context before edits land
  • Aims to prevent architectural drift and inconsistent patterns across modules
  • Semantic knowledge extraction and intelligent boundary guardrails
  • Works in Claude Code CLI and the VS Code extension from one plugin
  • Analyzes structure automatically so you spend less time re-explaining the repo

Why builders use it

Without structured context, Claude Code invents folder layouts and APIs that fight your established architecture and waste review time.

After install, prompts gain automatic enrichment and boundary-aware guardrails so agent edits align with how your repo is actually organized.

At a glance

  • Type - Plugin in Development Tools.
  • Adoption - 0 installs, 4 stars, 0 votes.

FAQ

Who is jingnanzhou-fellow for?

Fellow is for developers who already have a non-trivial codebase and want Claude Code to respect architecture, boundaries, and existing conventions.

When should I use jingnanzhou-fellow?

Use it at the start of build sessions and before large refactors or feature work whenever agent suggestions have been drifting from your project structure.

How do I add jingnanzhou-fellow to my agent?

Install the jingnanzhou/fellow Claude Code plugin, open your project in Claude Code CLI or VS Code with the extension, and enable Fellow so it enriches outgoing requests automatically.

Discussion

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