Mastodon.py is a mature Python client library for the Mastodon social network API. It provides a comprehensive, type-safe interface to all Mastodon endpoints (statuses, accounts, timelines, notifications, admin, streaming, etc.) with built-in pagination, rate limiting, OAuth authentication, and version compatibility detection. The library is split across multiple modules that compose a single `Mastodon` class via inheritance, offering both synchronous and streaming access. It is extensively tested against a local Mastodon instance using VCR-recorded cassettes and supports optional features like WebPush notifications, blurhash decoding, and grapheme-based status length calculation. The codebase is well-maintained with modern Python packaging (pyproject.toml), type annotations, and support for Python 3.6 through 3.14.
Mastodon is a full-stack, federated social network server implementing the ActivityPub protocol. It provides a production-grade Rails API backend with a React/Redux frontend, real-time streaming via Node.js, and extensive background job processing with Sidekiq. The system supports user timelines, media attachments, content moderation, admin dashboards, OAuth authentication, and federation with other ActivityPub-compatible services. The codebase is large and actively maintained, with a clear separation of concerns across controllers, services, serializers, workers, and frontend components. It includes advanced features such as trending content, annual user reports, FASP data sharing, and a comprehensive admin interface. While the architecture is well-structured, there are signs of technical drift including mixed frontend patterns (legacy JSX vs modern TypeScript/Redux Toolkit), placeholder Ruby/Node version numbers, and some deprecated API endpoints.
Nextcloud Social is a federated social networking application implemented as a Nextcloud app. It allows each Nextcloud user to become an ActivityPub actor (Person), enabling posting, following, liking, boosting, replying, and direct messaging across the Fediverse. The system is fully compatible with the Mastodon client API, supporting timelines, lists, filters, scheduled posts, polls, stories, collections, trends, and moderation features. The backend is written in PHP, structured with controllers, services, database request builders, and ActivityPub model classes. The frontend is built with Vue 3, Pinia, and Vue Router, providing a responsive single-page application for timelines, profiles, and settings. The app integrates deeply with Nextcloud's dashboard, notifications, search, user migration, and admin settings. Federation is handled via ActivityPub protocols with HTTP signature verification, outbound delivery queues, and WebFinger discovery. The codebase is well-tested with both PHPUnit and Vitest suites, covering unit, integration, and federation wire compatibility tests.
The Social Media Hacker List repository primarily maintains a curated markdown list of tools and applications for enhancing social media experiences across various platforms (Facebook, Instagram, Twitter, etc.). The list is organized by platform and includes entries such as alternative clients, analytics tools, bots, and content creation utilities. Each entry is manually curated and must meet specific inclusion criteria, such as being created by unaffiliated developers and having recent activity. To ensure the list remains accurate and free of broken or inactive links, the repository includes a Rust-based URL checker application. This tool is executed weekly via a GitHub Actions workflow (check.yaml) to validate every URL in the README.md. For standard URLs, it performs HEAD and GET requests, treating certain HTTP status codes as success (200, 403, 406) with special handling for known edge cases (e.g., 502 for reddit.com, 429 for apps.apple.com). For GitHub repository URLs, it uses the GitHub API to check if the repository is archived or has not been pushed to in the last 365 days, flagging such entries as invalid. The checker application is designed as a standalone, concurrent command-line tool. It reads input from stdin, extracts URLs using a regular expression, and processes them asynchronously with the tokio runtime. The application is containerized via a multi-stage Dockerfile and published to GitHub Container Registry through another workflow (publish.yaml), allowing it to be reused in other contexts. The code demonstrates solid Rust practices, including proper error handling, asynchronous I/O, and modular function design, making its core URL and GitHub checking logic potentially reusable in other projects with minimal adaptation.
iKy (I Know You) is a modular OSINT (Open Source Intelligence) aggregation platform built with FastAPI, Celery, Redis, and an Angular frontend. The system ingests a username or email and concurrently executes 26+ parallel tasks across social media, data breaches, search engines, and dark web sources, returning a structured JSON contract (module, param, validation, raw, graphic, profile, timeline, tasks) consumed by a visual graph/timeline UI. Key architectural patterns include a dynamic module registry that maps route names to Celery task paths, a decorator-based task wrapper (@iky_task) that centralizes dev-mode golden-file bypass, error classification, and performance logging, and a pluggable search provider orchestration layer. The codebase demonstrates a strong separation of concerns between API routing, task execution, and data enrichment, but suffers from fragile scraping logic (LinkedIn RSC parsing, TikTok SSR regex), heavy reliance on browser session cookies, and several deprecated external APIs (Twitter v1.1, FullContact). The project is actively maintained with an extensive test suite (~4K lines) and Docker Compose deployment, though many tests are heavily mocked and may not detect real API drift.
This repository is a static resource list providing curated links to academics on Mastodon. It organizes resources by discipline, institution, groups, servers, and other categories, all presented in a single README.md file. The project does not contain any code, data processing logic, or interactive components; it serves as a reference directory for academics seeking to engage with the Mastodon federated social network. The repository is maintained, with the most recent commit indicating recent updates to the resource list. There is no technical drift as the project contains no executable code or dependencies that could become outdated. While the resource list is useful, it lacks reusable software components or novel engineering patterns, representing a straightforward compilation of externally hosted resources.