# nz-m/SocialEcho

Social networking platform with automated content moderation and context-based authentication system

Repository: https://github.com/nz-m/SocialEcho
Canonical: https://ross.abutalabs.com/products/socialecho
Homepage: https://socialecho.netlify.app
Language: JavaScript
License: MIT
License Family: permissive
Topics: express, jwt-authentication, mern-project, mongodb, mongoose, nodejs, react, redux, bart-large-mnli, huggingface-transformers, azure-blob-storage, azure-storage, mern-stack, authentication, social-media
Last push: 2024-06-13T11:51:58+00:00

## Health v2 (maintenance only)
Score: 31/100 (v2, computed 2026-09-03T02:20:16.233290+00:00)
- activity 0, release rhythm 35, longevity 92
- inputs: {"age_days": 1297, "days_push": 811, "days_rel": null, "gap_med": null, "n_releases_24m": 0}
- flags: no_releases
- formula: round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)

## Adoption (not part of the score)
Stars 2435, forks 589 (observed 2026-08-28T04:06:51.375025+00:00)

## What it is
SocialEcho is a full-featured social networking platform built on the MERN stack (MongoDB, Express.js, React.js, Node.js) with automated content moderation and context-based authentication. It integrates NLP APIs (Perspective, TextRazor, Hugging Face BART Large MNLI via a Flask/PyTorch zero-shot classifier) to filter spam, toxicity, and categorize content, while using location, IP, and device context for enhanced login security.

## Use cases
- build a self-hosted social media site with automated content moderation
- deploy a community platform with admin, moderator, and user roles
- add context-based authentication that detects suspicious logins by IP and device
- classify user posts into categories using zero-shot NLP models
- moderate spam, profanity, and toxicity in user-generated content
- manage user devices and send email alerts for unauthorized access attempts
- create a MERN stack social network with posts, likes, comments, and follows

## When to choose
- you need a ready-made, self-hosted social networking platform with moderation built in
- you want to combine MERN stack development with NLP-based content filtering
- you require role-based access control (admin/moderator/user) and community management
- you need context-aware authentication with device management and email verification
- you want a flexible moderation pipeline that can swap or disable NLP providers via a common interface

## When to avoid
- you need a lightweight microblogging service without moderation or ML dependencies
- you require a mobile-native social app rather than a web application
- you want a platform without external API dependencies (Perspective, TextRazor, Hugging Face)
- you need enterprise-scale social networking with federated or decentralized architecture
- you prefer a non-JavaScript stack or a different database than MongoDB

## Facets
- artifact type: application
- maturity: active
- function: auth, nlp, web-framework, http-server, middleware, state-management, chat-interface, image-processing, email, security, machine-learning
- domain: web-development, social-media, security, backend, frontend, self-hosted
- platform: python, cloud
- tags: mern-stack, content-moderation, context-based-authentication, zero-shot-classification, jwt-authentication, social-networking, community-management, user-roles, perspective-api, textrazor-api, bart-large-mnli, aes-encryption, device-management, suspicious-login-alerts, post-reporting, manual-review, spam-filtering, toxicity-detection, content-categorization, profile-creation, post-sharing, likes-and-comments, follow-unfollow, admin-dashboard, moderator-tools, natural-language-processing, nodejs, react, mongodb, express, javascript, flask, pytorch, huggingface, docker, web

## Member repositories
- nz-m/SocialEcho (main) score 31

## Provenance
- Observed fields: from GitHub, fetched 2026-08-28T04:06:51.375025+00:00.
- Health v2: computed from the inputs above; adoption is never an input.
- Inferred fields (summary, facets, guidance): AI-extracted, prompt v1, taxonomy v1, on 2026-08-30T02:31:07.100194+00:00, confidence not recorded.
  - readme: https://github.com/nz-m/SocialEcho (fetched 2026-08-28T04:06:51.375025+00:00, sha 2bcf90a55044)
  - homepage: https://socialecho.netlify.app (fetched 2026-08-29T10:12:39.742571+00:00, sha 23b4b68e3c86)
- Data as of 2026-08-30T08:39:29.467469+00:00.