# GitHub Tech Stack & Developer Lead Intelligence Pro (`meanusarcanus/github-dev-intelligence-api`) Actor

Extract exact tech stacks, frameworks, dependencies (AI/ML, Web, DB), commit velocity, and verified maintainer contact emails from any GitHub repository. Perfect for B2B dev sales & tech recruiting!

- **URL**: https://apify.com/meanusarcanus/github-dev-intelligence-api.md
- **Developed by:** [Meanus Arcanus](https://apify.com/meanusarcanus) (community)
- **Categories:**
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 1 bookmarks
- **User rating**: No ratings yet

## Pricing

from $4.99 / 1,000 results

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.

Learn more: https://docs.apify.com/actors/running/actors-in-store.md#pay-per-event

## What's an Apify Actor?

Actors are web data automations that power AI and operations. They run on the Apify platform to scrape websites, process data, connect APIs, and automate workflows.
In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours,
and optionally produces a well-defined JSON output, datasets with results, or files in key-value store.
In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server.
Actors are written with capital "A".

## How to integrate an Actor?

If asked about integration, you help developers integrate Actors into their projects.
You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready.
The best way to integrate Actors is as follows.

- **AI agents and MCP clients** — the [Apify MCP server](https://docs.apify.com/integrations/mcp.md) at `https://mcp.apify.com` (remote, streamable HTTP, OAuth on first use).
- **Agentic workflows and local Actor development** — [Agent Skills](https://apify.com/.well-known/agent-skills/index.json) with the [Apify CLI](https://docs.apify.com/cli/docs.md): `npm install -g apify-cli`, then `apify login`.
- **JavaScript/TypeScript projects** — the official [JS/TS client](https://docs.apify.com/api/client/js/docs.md): `npm install apify-client`.
- **Python projects** — the official [Python client](https://docs.apify.com/api/client/python/docs.md): `pip install apify-client`.
- **Any other language** — the [REST API](https://docs.apify.com/api/v2.md).

For usage examples, see the [API](#api) section below.

For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt).

# README

## 📊 GitHub Tech Stack & Developer Lead Intelligence Pro

[![Python 3.8+](https://img.shields.io/badge/Python-3.8+-blue.svg)](https://www.python.org/)
[![License: MIT](https://img.shields.io/badge/License-MIT-green.svg)](https://opensource.org/licenses/MIT)
[![FastAPI](https://img.shields.io/badge/API-FastAPI-009688.svg)](https://fastapi.tiangolo.com/)

Deep scan any GitHub repository, organization, or developer profile to extract exact tech stacks, frameworks, dependencies, commit velocity, and verified maintainer contact emails.

<p align="center">
  <img src="https://raw.githubusercontent.com/meanusarcanus/github-dev-intelligence-api/master/assets/logo.jpg" alt="GitHub Dev Intelligence Logo" width="180" style="border-radius: 20px;" />
</p>

***

### ⚡ Key Capabilities

- 🔍 **Tech Stack & Framework Fingerprinting**: Inspects `package.json`, `requirements.txt`, `pyproject.toml`, `Cargo.toml`, `go.mod`, and `Dockerfile` to automatically tag AI/ML (LangChain, PyTorch), Frontend (React, Next.js), Backend (FastAPI, Express), and Database dependencies.
- 👤 **Verified Developer & Maintainer Emails**: Scans public commit author logs and profile events to extract verified developer names, usernames, and contact emails.
- 📈 **Repository Health & Velocity Scoring**: Computes activity index (0–100), star growth, commit frequency, and license detection.
- 🚀 **Serverless & Multi-Platform**: Deployable on Vercel, Apify Actor, and importable via RapidAPI and PyPI SDK.

***

### 📦 Installation & Python SDK Usage

```bash
pip install github-dev-intelligence
```

```python
from github_dev_intelligence import scan_github_repository

## Scan any repository URL or 'owner/repo'
result = scan_github_repository("https://github.com/tiangolo/fastapi")

print("Stack Archetype:", result["tech_stack"]["archetype"])
print("Primary Tags:", result["tech_stack"]["primary_tags"])
print("Health Score:", result["repository_health"]["score"])
print("Maintainers Found:", result["developer_leads"]["total_extracted"])
```

***

### 🌐 API Endpoints

#### 1. `POST /api/v1/analyze-repo`

Scan repository tech stack and maintainers.

##### Request Body:

```json
{
  "repository_url": "https://github.com/tiangolo/fastapi",
  "include_contributors": true,
  "max_contributors": 5
}
```

##### Response Output:

```json
{
  "status": "success",
  "repository": {
    "name": "fastapi",
    "owner": "tiangolo",
    "stars": 101985,
    "forks": 9833,
    "license": "MIT License"
  },
  "tech_stack": {
    "archetype": "Serverless / High-Performance API Service",
    "primary_tags": [
      "Backend API",
      "Core Utility"
    ],
    "manifests_detected": ["requirements.txt"],
    "backend_stack": [
      {"name": "fastapi", "category": "Async Python API", "tier": "Backend"},
      {"name": "uvicorn", "category": "ASGI Server", "tier": "Backend"}
    ]
  },
  "developer_leads": {
    "total_extracted": 1,
    "verified_emails_found": 1,
    "maintainers": [
      {
        "name": "Sebastián Ramírez",
        "username": "tiangolo",
        "role": "Lead Maintainer / Core Creator",
        "commit_share_pct": 92.4,
        "email": "tiangolo@gmail.com"
      }
    ]
  },
  "repository_health": {
    "score": 100,
    "grade": "A+"
  }
}
```

***

### 📄 License

MIT License. Created by Meanus Arcanus.

# Actor input Schema

## `repositories` (type: `array`):

List of GitHub repository URLs (e.g. 'https://github.com/fastapi/fastapi') or 'owner/repo' identifiers.

## `include_contributors` (type: `boolean`):

Scan commit activity to extract verified developer names, usernames, and contact emails.

## `max_contributors_per_repo` (type: `integer`):

Number of top maintainers to extract per repository (1 to 20).

## Actor input object example

```json
{
  "repositories": [
    "https://github.com/tiangolo/fastapi",
    "https://github.com/langchain-ai/langchain"
  ],
  "include_contributors": true,
  "max_contributors_per_repo": 5
}
```

# Actor output Schema

## `results` (type: `string`):

No description

# API

You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup.

## JavaScript example

```javascript
import { ApifyClient } from 'apify-client';

// Initialize the ApifyClient with your Apify API token
// Replace the '<YOUR_API_TOKEN>' with your token
const client = new ApifyClient({
    token: '<YOUR_API_TOKEN>',
});

// Prepare Actor input
const input = {
    "repositories": [
        "https://github.com/tiangolo/fastapi",
        "https://github.com/langchain-ai/langchain"
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("meanusarcanus/github-dev-intelligence-api").call(input);

// Fetch and print Actor results from the run's dataset (if any)
console.log('Results from dataset');
console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`);
const { items } = await client.dataset(run.defaultDatasetId).listItems();
items.forEach((item) => {
    console.dir(item);
});

// 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs

```

## Python example

```python
from apify_client import ApifyClient

# Initialize the ApifyClient with your Apify API token
# Replace '<YOUR_API_TOKEN>' with your token.
client = ApifyClient("<YOUR_API_TOKEN>")

# Prepare the Actor input
run_input = { "repositories": [
        "https://github.com/tiangolo/fastapi",
        "https://github.com/langchain-ai/langchain",
    ] }

# Run the Actor and wait for it to finish
run = client.actor("meanusarcanus/github-dev-intelligence-api").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")
for item in client.dataset(run.default_dataset_id).iterate_items():
    print(item)

# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

```

## CLI example

```bash
echo '{
  "repositories": [
    "https://github.com/tiangolo/fastapi",
    "https://github.com/langchain-ai/langchain"
  ]
}' |
apify call meanusarcanus/github-dev-intelligence-api --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "type": "http",
            "url": "https://mcp.apify.com/?tools=fetch-actor-details,meanusarcanus/github-dev-intelligence-api"
        }
    }
}

```

The hosted server signs you in with OAuth on first connect, so no API token belongs in this config. Clients without OAuth support can send an `Authorization: Bearer <APIFY_API_TOKEN>` header instead, using a token from API & Integrations in Apify Console (https://console.apify.com/settings/integrations).

## OpenAPI specification

Download the OpenAPI definition: https://api.apify.com/v2/actors/kH3pXoL7e36GQtDM2/builds/NYMOnmGkcUxQVcMwn/openapi.json