# io.github.samouh-waleed/prompyai

> Use this tool when you need to evaluate and optimize your prompts against actual codebase implementations, providing context-aware prompt intelligence to improve accuracy and relevance. It solves problems of inefficient or misleading prompts by scoring them against real-world code, enabling data-driven refinement. The tool takes in prompts and codebase inputs, outputting scores that inform prompt optimization strategies.

Canonical page: https://skillsregistry.net/skills/io-github-samouh-waleed-prompyai  
JSON: https://api.skillsregistry.net/v1/skills/io-github-samouh-waleed-prompyai

## Description

Scores your prompts against your real codebase — context-aware prompt intelligence

## Trust

- **Trust score (0–1):** 0.97
- **Verification tier:** verified
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 0.1.1
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-28

## Source

- **Source listing:** [MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.samouh-waleed%2Fprompyai)
- **Repository:** <https://github.com/samouh-waleed/PrompyAI>

## 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": "io-github-samouh-waleed-prompyai"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/io-github-samouh-waleed-prompyai` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/io-github-samouh-waleed-prompyai/pull`

---
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