Is io.github.samouh-waleed/prompyai safe to use?

io.github.samouh-waleed/prompyai has no known CVEs as of the latest MCPpedia security scan. It does not require authentication, so any local process can connect — keep this in mind in shared environments.

How do I install io.github.samouh-waleed/prompyai?

io.github.samouh-waleed/prompyai supports copy-paste install configs on its MCPpedia page for Claude Desktop, Cursor, and Claude Code. Scroll to the Quick Install section and select your client.

What can io.github.samouh-waleed/prompyai do?

io.github.samouh-waleed/prompyai provides 3 tools: evaluate_prompt, get_context, prompyai_toggle. See the full tools list on the server page for descriptions and parameters.

What AI clients work with io.github.samouh-waleed/prompyai?

io.github.samouh-waleed/prompyai is compatible with claude-desktop, cursor, claude-code. It uses stdio and http transport.

Is io.github.samouh-waleed/prompyai actively maintained?

io.github.samouh-waleed/prompyai is less actively maintained — last commit was 110 days ago. It has 1 GitHub stars.

io.github.samouh-waleed/prompyai

prompyai-mcp

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

1 34/wk 3 tools GitHub npm

No known CVEs

No license

Maintained

Last commit 110d ago

Works with most clients

Transport: stdio, http

3 tools · ~337 tok

Grade A · 0.2% of 200K ctx

Edit this pageView history

AI / ML Developer Tools

Step 1

Install in your client

Config is the same across clients — only the file and path differ.

Supported in Claude Desktopstdio, http · Node 18+

Paste into ~/Library/Application Support/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "io-github-samouh-waleed-prompyai": {
      "args": [
        "-y",
        "prompyai-mcp"
      ],
      "command": "npx"
    }
  }
}

Are you the author?

Add this badge to your README to show your security score and help users find safe servers.

Embed in your READMEAbout badges →

[![MCPpedia Score](https://mcppedia.org/api/badge/io-github-samouh-waleed-prompyai)](https://mcppedia.org/s/io-github-samouh-waleed-prompyai)

Read me

What io.github.samouh-waleed/prompyai does

Context-aware prompt intelligence for Claude CLI. Scores your prompts against your real codebase — file paths, symbols, session history — and rewrites them with AI.

Test This Server

Run this in your terminal to verify the server starts. Then let us know if it worked — your result helps other developers.

npx -y 'prompyai-mcp' 2>&1 | head -1 && echo "✓ Server started successfully"

After testing, let us know if it worked:

Loading README…

Scored, not listed

Why this score

Five weighted categories — click any category to see the underlying evidence.

Score breakdown

79/100across 5 weighted dimensions

How we score →

0255075100

−21

Security

Maintenance

Efficiency

Documentation

Compatibility

Categoriesclick a row to see evidence

Security

OSV.dev

No known CVEs.

Checked prompyai-mcp against OSV.dev.

Inventory

Tools (3)

Click any tool to inspect its schema.

~337 tokens total

Community

Reviews

Be the first to review

Have you used this server?

Share your experience — it helps other developers decide.

How easy was setup?Did it work reliably?How was the documentation?

Frequently Asked Questions

Is io.github.samouh-waleed/prompyai safe to use?: io.github.samouh-waleed/prompyai has no known CVEs as of the latest MCPpedia security scan. It does not require authentication, so any local process can connect — keep this in mind in shared environments.
How do I install io.github.samouh-waleed/prompyai?: io.github.samouh-waleed/prompyai supports copy-paste install configs on its MCPpedia page for Claude Desktop, Cursor, and Claude Code. Scroll to the Quick Install section and select your client.
What can io.github.samouh-waleed/prompyai do?: io.github.samouh-waleed/prompyai provides 3 tools: evaluate_prompt, get_context, prompyai_toggle. See the full tools list on the server page for descriptions and parameters.
What AI clients work with io.github.samouh-waleed/prompyai?: io.github.samouh-waleed/prompyai is compatible with claude-desktop, cursor, claude-code. It uses stdio and http transport.
Is io.github.samouh-waleed/prompyai actively maintained?: io.github.samouh-waleed/prompyai is less actively maintained — last commit was 110 days ago. It has 1 GitHub stars.

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Community

Discussion

Start a conversation

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Has anyone used this with Cursor?How do you handle auth?Any alternatives?

Edit this pageView history

AI / ML Developer Tools

Step 1

Install in your client

Config is the same across clients — only the file and path differ.

Supported in Claude Desktopstdio, http · Node 18+

Paste into ~/Library/Application Support/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "io-github-samouh-waleed-prompyai": {
      "args": [
        "-y",
        "prompyai-mcp"
      ],
      "command": "npx"
    }
  }
}

Are you the author?

Add this badge to your README to show your security score and help users find safe servers.

Embed in your READMEAbout badges →

[![MCPpedia Score](https://mcppedia.org/api/badge/io-github-samouh-waleed-prompyai)](https://mcppedia.org/s/io-github-samouh-waleed-prompyai)

Read me

What io.github.samouh-waleed/prompyai does

Context-aware prompt intelligence for Claude CLI. Scores your prompts against your real codebase — file paths, symbols, session history — and rewrites them with AI.

Test This Server

Run this in your terminal to verify the server starts. Then let us know if it worked — your result helps other developers.

npx -y 'prompyai-mcp' 2>&1 | head -1 && echo "✓ Server started successfully"

After testing, let us know if it worked:

README

PrompyAI

Context-aware prompt intelligence for Claude CLI.
Scores your prompts against your real codebase — file paths, symbols, session history — and rewrites them with AI.

What It Does

When you write a prompt in Claude CLI, PrompyAI automatically evaluates it against your actual project and returns:

Score (0–100) across 4 dimensions
Suggestions tailored to your project
AI-enhanced prompt rewritten with real file paths, verified symbols, and codebase context

Prompt Score: 43/100 [D]

  Specificity         3/25  ==..............
  Context Completeness 13/25  ========........
  Task Clarity        15/25  =========.......
  File & Folder Anchoring 10/25  ======..........

Key improvements:
  1. Expand your prompt with more context
  2. Add file paths using @mentions
  3. Specify what format you expect the output in
  4. Add acceptance criteria

Try something more like:

  "Build the VS Code extension in packages/vscode-extension/ that integrates
   with the PrompyAI MCP server at packages/mcp-server/. It should provide
   real-time prompt scoring in the editor sidebar, show score breakdowns
   (specificity, context, clarity, anchoring), and offer a 'rewrite prompt'
   action. Use the shared types from packages/shared/."

Quick Start

claude mcp add prompyai -- npx prompyai-mcp serve

That's it. No sign-up, no config files. Works immediately.

Requires Node.js 20+ and Claude CLI.

How AI Enhancement Works

PrompyAI uses a two-layer architecture so all users get AI-enhanced output:

User type	How it works
API key users (`ANTHROPIC_API_KEY` set)	PrompyAI calls Claude Haiku directly for fast, dedicated AI rewrites
Subscription users (no API key)	PrompyAI returns codebase context to Claude, and Claude itself generates the enhanced prompt using your existing session

Either way, the enhanced prompt is grounded in your real project — actual file paths, verified function names, and project architecture.

Scoring Dimensions

Each dimension scores 0–25, total 0–100.

Dimension	What it measures
Specificity	Concrete actions vs vague verbs, output format, quantitative constraints
Context Completeness	File references, error messages, expected vs actual behavior
Task Clarity	Single focused task, success criteria, unambiguous language
File & Folder Anchoring	@mentions, project entity references, verified symbol names

Grades: A (90+) · B (70+) · C (50+) · D (30+) · F (<30)

Features

Auto-scoring — Evaluates every prompt automatically, no manual trigger needed
AI-enhanced for everyone — API key users get Haiku rewrites; subscription users get Claude-powered rewrites via codebase context
Context-aware — Indexes your file tree, tech stack, git state, and code symbols via the TypeScript Compiler API
Session-aware — Reads Claude Code conversation history for multi-turn context
Symbol verification — Confirms that function/class names you reference actually exist in your code
Monorepo support — Detects tech stacks across workspace packages
Toggle — Say "pause prompyai" or "enable prompyai" at any time

MCP Tools

`evaluate_prompt`

Automatically called on every user message. Scores your prompt against your project.

| P

... View full README on GitHub

Loading README…

Scored, not listed

Why this score

Five weighted categories — click any category to see the underlying evidence.

Score breakdown

79/100across 5 weighted dimensions

How we score →

0255075100

−21

Security

Maintenance

Efficiency

Documentation

Compatibility

Categoriesclick a row to see evidence

Security

OSV.dev

No known CVEs.

Checked prompyai-mcp against OSV.dev.

Inventory

Tools (3)

Click any tool to inspect its schema.

~337 tokens total

Community

Reviews

Be the first to review

Have you used this server?

Share your experience — it helps other developers decide.

How easy was setup?Did it work reliably?How was the documentation?

Frequently Asked Questions

Is io.github.samouh-waleed/prompyai safe to use?: io.github.samouh-waleed/prompyai has no known CVEs as of the latest MCPpedia security scan. It does not require authentication, so any local process can connect — keep this in mind in shared environments.
How do I install io.github.samouh-waleed/prompyai?: io.github.samouh-waleed/prompyai supports copy-paste install configs on its MCPpedia page for Claude Desktop, Cursor, and Claude Code. Scroll to the Quick Install section and select your client.
What can io.github.samouh-waleed/prompyai do?: io.github.samouh-waleed/prompyai provides 3 tools: evaluate_prompt, get_context, prompyai_toggle. See the full tools list on the server page for descriptions and parameters.
What AI clients work with io.github.samouh-waleed/prompyai?: io.github.samouh-waleed/prompyai is compatible with claude-desktop, cursor, claude-code. It uses stdio and http transport.
Is io.github.samouh-waleed/prompyai actively maintained?: io.github.samouh-waleed/prompyai is less actively maintained — last commit was 110 days ago. It has 1 GitHub stars.