# mcp-for-programmer

> Use this tool when you need to understand complex codebases, identify optimal tech stacks, or improve coding best practices. It provides explanations, analysis, and suggestions through prompt templates, taking in code snippets and programmer queries as input and outputting actionable insights and recommendations. Ideal for programmers seeking to enhance their coding skills, debug issues, or optimize their development workflow.

Canonical page: https://skillsregistry.net/skills/zaizaizhao-mcp-for-programmer  
JSON: https://api.skillsregistry.net/v1/skills/zaizaizhao-mcp-for-programmer

## Description

A Model Context Protocol server that helps programmers understand code by providing explanations, tech stack analysis, and best practice suggestions through prompt templates.

## Trust

- **Trust score (0–1):** 0.68
- **Verification tier:** scanned
- **Last scanned:** 2026-09-01

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-01

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/xv9847fxwn)
- **Repository:** <https://github.com/zaizaizhao/mcp-for-programmer>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "zaizaizhao-mcp-for-programmer"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/zaizaizhao-mcp-for-programmer` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/zaizaizhao-mcp-for-programmer/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt