Prompyai

Name: Prompyai
Author: samouh-waleed

by samouh-waleedversion 0.1.1i★ –iRuns on your computer

Registry nameio.github.samouh-waleed/prompyai

Install

Overview

Description from the maker (original English)

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

PopNx MCP’s three pillars

These three are never merged into one score: opinions, measurements and popularity are different things.

User voiceiNo reviews yetReviews open together with accounts in a later step
Our basic checksi1 of 1 passedChecked from public information; code not scanned yet
UsageiVery new↓ 53/wk · ★ –

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

Connection: Runs on your computer
Transport: stdio
Category: Search & AI memory
You need to fill in: ANTHROPIC_API_KEY

Install

Pick the AI app you use, then copy the settings.

Before you install

Basic checks: 1 of 1 passed
Runs on your computer with your user’s permissions (files, network, apps).
You fill in yourself: ANTHROPIC_API_KEY

Values marked secret are keys to your account. Never share them or paste them into a chat.

You need

npmNode.js installed (for the npx command)

Which app do you use?

ClaudeClaude CodeCursorVS CodeChatGPT

Pick your app above. We remember it, so next time the button says “Install in …”.

Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json

{
  "mcpServers": {
    "prompyai": {
      "command": "npx",
      "args": [
        "-y",
        "prompyai-mcp"
      ],
      "env": {
        "ANTHROPIC_API_KEY": "your-value"
      }
    }
  }
}

Run this in your terminal

claude mcp add prompyai --env ANTHROPIC_API_KEY=your-value -- npx -y prompyai-mcp

Fill in the empty values before running it.

Open in Cursor

Or copy the settings yourself

Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json

{
  "mcpServers": {
    "prompyai": {
      "command": "npx",
      "args": [
        "-y",
        "prompyai-mcp"
      ],
      "env": {
        "ANTHROPIC_API_KEY": "your-value"
      }
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

Open in VS Code

Or copy the settings yourself

Paste into .vscode/mcp.json in your project

{
  "servers": {
    "prompyai": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "prompyai-mcp"
      ],
      "env": {
        "ANTHROPIC_API_KEY": "your-value"
      }
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.

Your choice stays on this device in a cookie; no account needed.

Values you fill in

ANTHROPIC_API_KEY secret env
Anthropic API key for AI-powered suggestions (optional — free heuristic scoring works without it)

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

What it can do

Runs on your computer; the tool list appears in your AI app after you install it.

Basic checksi

We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 9, 2026

✓ Pass
Maker matches the repo
The registry name was verified with the GitHub account samouh-waleed, which owns the repo
… Not checked yet
Still maintained
We have not read this repo from GitHub yet
… Not checked yet
Has a licence
We have not read this repo from GitHub yet
– Not applicable
Endpoint responds
This one runs on your computer; there is no internet endpoint
– Not applicable
Sign-in with OAuth
Runs on your computer and uses local settings instead
… Not checked yet
No hidden instructions in tool descriptions
Runs on your computer; we can only read tool lists from internet endpoints

Compared with others in Search & AI memoryi

More stars than 0% of the other 5736 servers in this category
Published to the registry more recently than 5% of the other 5736 servers in this category
Basic checks equal to or better than 100% of the other 5736 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is Prompyai safe?

It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.

What keys or codes does it need?

You need to fill in: ANTHROPIC_API_KEY

Does it run on my computer or in the cloud?

It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).

Is it still maintained?

The GitHub repo last changed –, and the latest version (0.1.1) reached the registry 8 months ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.

What can I use instead?

In the same category: Context7, Codebase Memory, Exa

Alternatives

Servers in the same category from other makers, sorted by stars.

Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi

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Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.

by upstashWidely used↓ 972.7K/wk★ 64.2KUpdated 2 days ago

Computer or cloud

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Codebase Memory

Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.

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Runs on your computer

Install

Exa

Connect AI agents to Exa for web search, content fetching, and multi-step research.

by exa-labsWidely used★ 5.2KUpdated 2 months ago

Runs in the cloud✓ exa.ai

Install

README from the maker

Open the README

Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.

prompyai-mcp

Context-aware prompt intelligence MCP server for Claude CLI. Scores your prompts against your real codebase and rewrites them with AI.

Install

claude mcp add prompyai -- npx prompyai-mcp serve

No sign-up. No config. Works immediately. Requires Node.js 20+.

What It Does

Every time you write a prompt in Claude CLI, PrompyAI automatically:

Scores it (0–100) across Specificity, Context Completeness, Task Clarity, and File & Folder Anchoring
Suggests improvements tailored to your project
Rewrites the prompt 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:

Expand your prompt with more context
Add file paths using @mentions
Specify what format you expect the output in

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/."

AI Enhancement — Works for Everyone

PrompyAI uses a two-layer architecture:

API key users (ANTHROPIC_API_KEY set) → PrompyAI calls Claude Haiku directly for fast AI rewrites
Subscription users (no API key) → PrompyAI returns rich codebase context to Claude, which generates the enhanced prompt using your existing session

All users get AI-enhanced output. No separate API key required.

How It Knows Your Codebase

PrompyAI indexes your project locally:

File tree — structure, key folders, recently modified files
Tech stack — language, framework, ORM, test runner detection
Code symbols — functions, classes, interfaces extracted via the TypeScript Compiler API
Git state — branch, dirty files, recent changes
Session history — reads Claude Code conversation transcripts for multi-turn context

All indexing happens locally. Nothing is sent externally (except optional anonymous telemetry).

MCP Tools

`evaluate_prompt`

Auto-called on every user message. Scores your prompt against your project.

Parameter	Required	Description
`prompt`	yes	The prompt text to evaluate
`workspace_path`	yes	Absolute path to your project
`active_file`	no	Currently open file path
`session_id`	no	Claude Code session ID for multi-turn context

`get_context`

Returns your project summary: tech stack, recent files, key folders.

Parameter	Required	Description
`workspace_path`	yes	Absolute path to your project

`prompyai_toggle`

Turn auto-evaluation on or off. Say "pause prompyai" or "enable prompyai" in Claude CLI.

Desktop Config

Alternatively, add to ~/.claude/claude_desktop_config.json:

"mcpServers": { "prompyai": { "command": "npx", "args": ["prompyai-mcp", "serve"] } } }

Environment Variables

Variable	Required	Description
`ANTHROPIC_API_KEY`	No	Enables direct AI suggestions via Claude Haiku (optional)
`PROMPYAI_TELEMETRY`	No	Set to `false` to opt out of anonymous telemetry

CLI Commands

prompyai serve              # Start the MCP server (default)

prompyai doctor # Run environment diagnostics --workspace # Workspace to check (default: cwd)

Programmatic API

import { WorkspaceIndexer, ScoringEngine } from 'prompyai-mcp';

const indexer = new WorkspaceIndexer(); const scorer = new ScoringEngine();

const fingerprint = await indexer.getFingerprint('/path/to/project'); const result = await scorer.evaluate('fix the auth', fingerprint);

console.log(result.display); // Pre-formatted score output console.log(result.total); // 0-100 console.log(result.grade); // A-F

License

MIT

Prompyai

Overview

PopNx MCP’s three pillars

What you can do with it

Install

Before you install

Values you fill in

What it can do

Basic checksi

Maker matches the repo

Still maintained

Has a licence

Endpoint responds

Sign-in with OAuth

No hidden instructions in tool descriptions

Compared with others in Search & AI memoryi

Common questions

Alternatives

Context7

Codebase Memory

Exa

README from the maker

prompyai-mcp

Install

What It Does

AI Enhancement — Works for Everyone

How It Knows Your Codebase

MCP Tools

evaluate_prompt

get_context

prompyai_toggle

Desktop Config

Environment Variables

CLI Commands

Programmatic API

Links

License

`evaluate_prompt`

`get_context`

`prompyai_toggle`