github-optimization-skill MCP — Use Cases, Install & Live Demo

Why use it

Key features

README audit and rewrite
Topic / keyword suggestions for GitHub search
Hero image + demo gif guidance
SEO-friendly short description
Competitor positioning (how to stand out)

Live Demo

What it looks like in practice

github-optimization-skill.replay ▶ ready

0/0

Install

Pick your client

~/Library/Application Support/Claude/claude_desktop_config.json · Windows: %APPDATA%\Claude\claude_desktop_config.json

{
  "mcpServers": {
    "github-optimization-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/199-biotechnologies/github-optimization-skill",
        "~/.claude/skills/github-optimization-skill"
      ],
      "_inferred": true
    }
  }
}

Open Claude Desktop → Settings → Developer → Edit Config. Restart after saving.

~/.cursor/mcp.json · .cursor/mcp.json

{
  "mcpServers": {
    "github-optimization-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/199-biotechnologies/github-optimization-skill",
        "~/.claude/skills/github-optimization-skill"
      ],
      "_inferred": true
    }
  }
}

Cursor uses the same mcpServers schema as Claude Desktop. Project config wins over global.

VS Code → Cline → MCP Servers → Edit

{
  "mcpServers": {
    "github-optimization-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/199-biotechnologies/github-optimization-skill",
        "~/.claude/skills/github-optimization-skill"
      ],
      "_inferred": true
    }
  }
}

Click the MCP Servers icon in the Cline sidebar, then "Edit Configuration".

~/.codeium/windsurf/mcp_config.json

{
  "mcpServers": {
    "github-optimization-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/199-biotechnologies/github-optimization-skill",
        "~/.claude/skills/github-optimization-skill"
      ],
      "_inferred": true
    }
  }
}

Same shape as Claude Desktop. Restart Windsurf to pick up changes.

~/.continue/config.json

{
  "mcpServers": [
    {
      "name": "github-optimization-skill",
      "command": "git",
      "args": [
        "clone",
        "https://github.com/199-biotechnologies/github-optimization-skill",
        "~/.claude/skills/github-optimization-skill"
      ]
    }
  ]
}

Continue uses an array of server objects rather than a map.

~/.config/zed/settings.json

{
  "context_servers": {
    "github-optimization-skill": {
      "command": {
        "path": "git",
        "args": [
          "clone",
          "https://github.com/199-biotechnologies/github-optimization-skill",
          "~/.claude/skills/github-optimization-skill"
        ]
      }
    }
  }
}

Add to context_servers. Zed hot-reloads on save.

claude mcp add github-optimization-skill -- git clone https://github.com/199-biotechnologies/github-optimization-skill ~/.claude/skills/github-optimization-skill

One-liner. Verify with claude mcp list. Remove with claude mcp remove.

Use Cases

Real-world ways to use github-optimization-skill

Rewrite a neglected README into something people want to star

👤 Solo devs whose README is a half-written spec from 2 years ago ⏱ ~30 min beginner

When to use: Your repo works, but the README buries the lede.

Prerequisites

Skill installed — git clone https://github.com/199-biotechnologies/github-optimization-skill ~/.claude/skills/github-optimization-skill

Flow

Audit current

Use github-optimization-skill. Audit README.md: lead clarity, install path, demo visibility, contribution invite.✓ Copied

→ Structured findings per section
Rewrite

Rewrite the README with the hook in the first two lines and an animated demo gif slot.✓ Copied

→ New README draft; placeholder for demo gif
Suggest topics

Suggest 8-12 GitHub topics and a 120-char description for repo search.✓ Copied

→ Topic list + description that fits the limit

Outcome: A repo page that converts browsers into users.

Pitfalls

Marketing hype replaces substance — Lead with concrete capability, not 'revolutionary'

Combine with: github · filesystem

Position your repo against the 3 competitors everyone finds first

👤 Repo owners in crowded categories ⏱ ~45 min intermediate

When to use: 'Awesome X' lists surface 20 competitors and yours isn't one of them.

Flow

Competitive scan

Use github-optimization-skill. Find the top 3 GitHub repos for [category]. Summarize each's pitch.✓ Copied

→ Competitor table
Differentiate

What's the one thing mine does better? Write a one-line positioning.✓ Copied

→ Sharp differentiator, not 'easier and faster'
Apply to README hero

Rewrite the README hero section around that positioning.✓ Copied

→ Hero with clear target user and unique angle

Outcome: Stop being the fourth-best option; be the go-to for the specific niche you own.

Combinations

Pair with other MCPs for X10 leverage

github-optimization-skill + github

Update repo metadata (description, topics) via API, not just README

Apply the suggested description and topics to this repo via GitHub API.✓ Copied

github-optimization-skill + filesystem

Iterate README locally before pushing

Save drafts as README.draft.md so original isn't touched until approved.✓ Copied

Tools

What this MCP exposes

Tool	Inputs	When to call	Cost
readme_audit	README content	Before rewrite	0
suggest_topics	repo description	When topics are empty or stale	0
competitor_scan	category keyword	Positioning work	GitHub API calls
hero_generate	product brief	Rewrite phase	0

Cost & Limits

What this costs to run

API quota: GitHub API limits apply for competitor scans
Tokens per call: Modest
Monetary: Free
Tip: Do positioning once per release cycle, not per commit.

Security

Permissions, secrets, blast radius

Minimum scopes: public_repo

Credential storage: GitHub token via environment (optional; unauthenticated works for small scans)

Data egress: GitHub API for competitor analysis

Never grant: admin

Don't have the skill auto-apply metadata changes — always review the suggested description and topics first.

Troubleshooting

Common errors and fixes

Generated README sounds like LinkedIn post

Prompt for 'dev-to-dev tone', avoid 'excited to announce'

Topics suggested that don't match

Feed clearer description of target users to the skill

Alternatives

github-optimization-skill vs others

Alternative	When to use it instead	Tradeoff
Manually reviewing competitor READMEs	You want deep feel for the category	Time-consuming
agent-rules-skill	Internal agent docs, not marketing	Different audience (agents, not humans)

More

Resources

📖 Read the official README on GitHub

🐙 Browse open issues

🔍 Browse all 400+ MCP servers and Skills