Question: How to: 🧠 Knowledge & Memory

Answer:
Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions.

- [0xshellming/mcp-summarizer](https://github.com/0xshellming/mcp-summarizer) 📕 ☁ - AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books, HTML content
- [apecloud/ApeRAG](https://github.com/apecloud/ApeRAG) 🐍 ☁ 🏠 - Production-ready RAG platform combining Graph RAG, vector search, and full-text search. Best choice for building your own Knowledge Graph and for Context Engineering
- [bh-rat/context-awesome](https://github.com/bh-rat/context-awesome) 📇 ☁ 🏠 - MCP server for querying 8,500+ curated awesome lists (1M+ items) and fetching the best resources for your agent.
- [bitbonsai/mcp-obsidian](https://github.com/bitbonsai/mcp-obsidian) 📇 🏠 🍎 🪟 🐧 - Universal AI bridge for Obsidian vaults using MCP. Provides safe read/write access to notes with 11 comprehensive methods for vault operations including search, batch operations, tag management, and frontmatter handling. Works with Claude, ChatGPT, and any MCP-compatible AI assistant.
- [bluzername/lennys-quotes](https://github.com/bluzername/lennys-quotes) 📇 🏠 - Query 269 episodes of Lenny's Podcast for product management wisdom. Search 51,000+ transcript segments with YouTube timestamps. Perfect for PRDs, strategy, and PM career advice.
- [chatmcp/mcp-server-chatsum](https://github.com/chatmcp/mcp-server-chatsum) - Query and summarize your chat messages with AI prompts.
- [contextstream/mcp-server](https://www.npmjs.com/package/@contextstream/mcp-server) 📇 ☁ 🍎 🪟 🐧 - Universal persistent memory for AI coding tools. Semantic code search, knowledge graphs, impact analysis, decision tracking, and 60+ MCP tools. Works across Cursor, Claude Code, Windsurf, and any MCP client.
- [cameronrye/openzim-mcp](https://github.com/cameronrye/openzim-mcp) 🐍 🏠 - Modern, secure MCP server for accessing ZIM format knowledge bases offline. Enables AI models to search and navigate Wikipedia, educational content, and other compressed knowledge archives with smart retrieval, caching, and comprehensive API.
- [CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - Enhanced graph-based memory with a focus on AI role-play and story generation
- [entanglr/zettelkasten-mcp](https://github.com/entanglr/zettelkasten-mcp) 🐍 🏠 - A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you to create, link, and search atomic notes through Claude and other MCP-compatible clients.
- [GistPad-MCP](https://github.com/lostintangent/gistpad-mcp) 📇 🏠 - Use GitHub Gists to manage and access your personal knowledge, daily notes, and reusable prompts. This acts as a companion to https://gistpad.dev and the [GistPad VS Code extension](https://aka.ms/gistpad).
- [graphlit-mcp-server](https://github.com/graphlit/graphlit-mcp-server) 📇 ☁ - Ingest anything from Slack, Discord, websites, Google Drive, Linear or GitHub into a Graphlit project - and then search and retrieve relevant knowledge within an MCP client like Cursor, Windsurf or Cline.
- [hannesrudolph/mcp-ragdocs](https://github.com/hannesrudolph/mcp-ragdocs) 🐍 🏠 - An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context
- [jinzcdev/markmap-mcp-server](https://github.com/jinzcdev/markmap-mcp-server) 📇 🏠 - An MCP server built on [markmap](https://github.com/markmap/markmap) that converts **Markdown** to interactive **mind maps**. Supports multi-format exports (PNG/JPG/SVG), live browser preview, one-click Markdown copy, and dynamic visualization features.
- [kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁ - A connector for LLMs to work with collections and sources on your Zotero Cloud
- [pallaprolus/mendeley-mcp](https://github.com/pallaprolus/mendeley-mcp) 🐍 ☁ - MCP server for Mendeley reference manager. Search your library, browse folders, get document metadata, search the global catalog, and add papers to your collection.
- [louis030195/easy-obsidian-mcp](https://github.com/louis030195/easy-obsidian-mcp) 📇 🏠 🍎 🪟 🐧 - Interact with Obsidian vaults for knowledge management. Create, read, update, and search notes. Works with local Obsidian vaults using filesystem access.
- [mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - A Model Context Protocol server for Mem0 that helps manage coding preferences and patterns, providing tools for storing, retrieving and semantically handling code implementations, best practices and technical documentation in IDEs like Cursor and Windsurf
- [mercurialsolo/counsel-mcp](https://github.com/mercurialsolo/counsel-mcp) 📇 ☁ 🏠 🍎 🪟 🐧 - Connect AI agents to the Counsel API for strategic reasoning, multi-perspective debate analysis, and interactive advisory sessions.
- [modelcontextpro


Question: How to: ⚖ Legal

Answer:
Access to legal information, legislation, and legal databases. Enables AI models to search and analyze legal documents and regulatory information.

- [JamesANZ/us-legal-mcp](https://github.com/JamesANZ/us-legal-mcp) 📇 ☁ - An MCP server that provides comprehensive US legislation.


Question: How to: 🗺 Location Services

Answer:
Location-based services and mapping tools. Enables AI models to work with geographic data, weather information, and location-based analytics.

- [briandconnelly/mcp-server-ipinfo](https://github.com/briandconnelly/mcp-server-ipinfo) 🐍 ☁  - IP address geolocation and network information using IPInfo API
- [cqtrinv/trinvmcp](https://github.com/cqtrinv/trinvmcp) 📇 ☁ - Explore French communes and cadastral parcels based on name and surface
- [devilcoder01/weather-mcp-server](https://github.com/devilcoder01/weather-mcp-server) 🐍 ☁ - Access real-time weather data for any location using the WeatherAPI.com API, providing detailed forecasts and current conditions.
- [ip2location/mcp-ip2location-io](https://github.com/ip2location/mcp-ip2location-io) 🐍 ☁  - Official IP2Location.io MCP server to obtain the geolocation, proxy and network information of an IP address utilizing IP2Location.io API.
- [isdaniel/mcp_weather_server](https://github.com/isdaniel/mcp_weather_server) 🐍 ☁ - Get weather information from https://api.open-meteo.com API.
- [ipfind/ipfind-mcp-server](https://github.com/ipfind/ipfind-mcp-server) 🐍 ☁ - IP Address location service using the [IP Find](https://ipfind.com) API
- [ipfred/aiwen-mcp-server-geoip](https://github.com/ipfred/aiwen-mcp-server-geoip) 🐍 📇 ☁ – MCP Server for the Aiwen IP Location, Get user network IP location, get IP details (country, province, city, lat, lon, ISP, owner, etc.)
- [iplocate/mcp-server-iplocate](https://github.com/iplocate/mcp-server-iplocate) 🎖 📇 🏠  - Look up IP address geolocation, network information, detect proxies and VPNs, and find abuse contact details using IPLocate.io
- [jagan-shanmugam/open-streetmap-mcp](https://github.com/jagan-shanmugam/open-streetmap-mcp) 🐍 🏠 - An OpenStreetMap MCP server with location-based services and geospatial data.
- [kukapay/nearby-search-mcp](https://github.com/kukapay/nearby-search-mcp) 🐍 ☁ - An MCP server for nearby place searches with IP-based location detection.
- [mahdin75/geoserver-mcp](https://github.com/mahdin75/geoserver-mcp) 🏠 – A Model Context Protocol (MCP) server implementation that connects LLMs to the GeoServer REST API, enabling AI assistants to interact with geospatial data and services.
- [mahdin75/gis-mcp](https://github.com/mahdin75/gis-mcp) 🏠 – A Model Context Protocol (MCP) server implementation that connects Large Language Models (LLMs) to GIS operations using GIS libraries, enabling AI assistants to perform accurate geospatial operations and transformations.
- [modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/google-maps) 📇 ☁ - Google Maps integration for location services, routing, and place details
- [QGIS MCP](https://github.com/jjsantos01/qgis_mcp) - connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.
- [rossshannon/Weekly-Weather-mcp](https://github.com/rossshannon/weekly-weather-mcp.git) 🐍 ☁ - Weekly Weather MCP server which returns 7 full days of detailed weather forecasts anywhere in the world.
- [SaintDoresh/Weather-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Weather-MCP-ClaudeDesktop.git) 🐍 ☁ - An MCP tool that provides real-time weather data, forecasts, and historical weather information using the OpenWeatherMap API.
- [SecretiveShell/MCP-timeserver](https://github.com/SecretiveShell/MCP-timeserver) 🐍 🏠 - Access the time in any timezone and get the current local time
- [stadiamaps/stadiamaps-mcp-server-ts](https://github.com/stadiamaps/stadiamaps-mcp-server-ts) 📇 ☁ - A MCP server for Stadia Maps' Location APIs - Lookup addresses, places with geocoding, find time zones, create routes and static maps
- [TimLukaHorstmann/mcp-weather](https://github.com/TimLukaHorstmann/mcp-weather) 📇 ☁  - Accurate weather forecasts via the AccuWeather API (free tier available).
- [trackmage/trackmage-mcp-server](https://github.com/trackmage/trackmage-mcp-server) 📇 - Shipment tracking api and logistics management capabilities through the [TrackMage API] (https://trackmage.com/)
- [webcoderz/MCP-Geo](https://github.com/webcoderz/MCP-Geo) 🐍 🏠 - Geocoding MCP server for nominatim, ArcGIS, Bing
- [matbel91765/gis-mcp-server](https://github.com/matbel91765/gis-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Geospatial tools for AI agents: geocoding, routing, elevation, spatial analysis, and file I/O (Shapefile, GeoJSON, GeoPackage)


Question: How to: 🎯 Marketing

Answer:
Tools for creating and editing marketing content, working with web meta data, product positioning, and editing guides.

- [AdsMCP/tiktok-ads-mcp-server](https://github.com/AdsMCP/tiktok-ads-mcp-server) 🐍 ☁ - A Model Context Protocol server for TikTok Ads API integration, enabling AI assistants to manage campaigns, analyze performance metrics, handle audiences and creatives with OAuth authentication flow.
- [louis030195/apollo-io-mcp](https://github.com/louis030195/apollo-io-mcp) 📇 ☁ 🍎 🪟 🐧 - B2B sales intelligence and prospecting with Apollo.io. Search for prospects, enrich contacts with emails and phone numbers, discover companies by industry and size, and access Apollo's database of 275M+ contacts.
- [gomarble-ai/facebook-ads-mcp-server](https://github.com/gomarble-ai/facebook-ads-mcp-server) 🐍 ☁ - MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features.
- [gomarble-ai/google-ads-mcp-server](https://github.com/gomarble-ai/google-ads-mcp-server) 🐍 ☁ - MCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management features.
- [marketplaceadpros/amazon-ads-mcp-server](https://github.com/MarketplaceAdPros/amazon-ads-mcp-server) 📇 ☁  - Enables tools to interact with Amazon Advertising, analyzing campaign metrics and configurations.
- [open-strategy-partners/osp_marketing_tools](https://github.com/open-strategy-partners/osp_marketing_tools) 🐍 🏠 - A suite of marketing tools from Open Strategy Partners including writing style, editing codes, and product marketing value map creation.
- [pipeboard-co/meta-ads-mcp](https://github.com/pipeboard-co/meta-ads-mcp) 🐍 ☁ 🏠 - Meta Ads automation that just works. Trusted by 10,000+ businesses to analyze performance, test creatives, optimize spend, and scale results — simply and reliably.
- [stape-io/stape-mcp-server](https://github.com/stape-io/stape-mcp-server) 📇 ☁ – This project implements an MCP (Model Context Protocol) server for the Stape platform. It allows interaction with the Stape API using AI assistants like Claude or AI-powered IDEs like Cursor.
- [stape-io/google-tag-manager-mcp-server](https://github.com/stape-io/google-tag-manager-mcp-server) 📇 ☁ – This server supports remote MCP connections, includes built-in Google OAuth, and provide an interface to the Google Tag Manager API.
- [tomba-io/tomba-mcp-server](https://github.com/tomba-io/tomba-mcp-server) 📇 ☁ - Email discovery, verification, and enrichment tools. Find email addresses, verify deliverability, enrich contact data, discover authors and LinkedIn profiles, validate phone numbers, and analyze technology stacks.


Question: How to: 📊 Monitoring

Answer:
Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics.

- [edgedelta/edgedelta-mcp-server](https://github.com/edgedelta/edgedelta-mcp-server) 🎖 🏎 ☁ – Interact with Edge Delta anomalies, query logs / patterns / events, and pinpoint root causes and optimize your pipelines.
- [grafana/mcp-grafana](https://github.com/grafana/mcp-grafana) 🎖 🐍 🏠 ☁ - Search dashboards, investigate incidents and query datasources in your Grafana instance
- [hyperb1iss/lucidity-mcp](https://github.com/hyperb1iss/lucidity-mcp) 🐍 🏠 - Enhance AI-generated code quality through intelligent, prompt-based analysis across 10 critical dimensions from complexity to security vulnerabilities
- [inventer-dev/mcp-internet-speed-test](https://github.com/inventer-dev/mcp-internet-speed-test) 🐍 ☁ - Internet speed testing with network performance metrics including download/upload speed, latency, jitter analysis, and CDN server detection with geographic mapping
- [speedofme-dev/speedofme-mcp](https://www.npmjs.com/package/@speedofme/mcp) 📇 ☁ 🍎 🪟 🐧 - Official SpeedOf.Me server for accurate internet speed tests via 129 global Fastly edge servers with analytics dashboard and local history
- [last9/last9-mcp-server](https://github.com/last9/last9-mcp-server) - Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster
- [metoro-io/metoro-mcp-server](https://github.com/metoro-io/metoro-mcp-server) 🎖 🏎 ☁ - Query and interact with kubernetes environments monitored by Metoro
- [MindscapeHQ/server-raygun](https://github.com/MindscapeHQ/mcp-server-raygun) 📇 ☁ - Raygun API V3 integration for crash reporting and real user monitoring
- [getsentry/sentry-mcp](https://github.com/getsentry/sentry-mcp) 🐍 ☁ - Sentry.io integration for error tracking and performance monitoring
- [mpeirone/zabbix-mcp-server](https://github.com/mpeirone/zabbix-mcp-server) 🐍 ☁ 🐧 🪟 🍎 - Zabbix integration for hosts, items, triggers, templates, problems, data and more.
- [netdata/netdata#Netdata](https://github.com/netdata/netdata/blob/master/src/web/mcp/README.md) 🎖 🏠 ☁ 📟 🍎 🪟 🐧 - Discovery, exploration, reporting and root cause analysis using all observability data, including metrics, logs, systems, containers, processes, and network connections
- [pydantic/logfire-mcp](https://github.com/pydantic/logfire-mcp) 🎖 🐍 ☁ - Provides access to OpenTelemetry traces and metrics through Logfire
- [seekrays/mcp-monitor](https://github.com/seekrays/mcp-monitor) 🏎 🏠 - A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to retrieve real-time system information through an MCP-compatible interface.（support CPU、Memory、Disk、Network、Host、Process）
- [tumf/grafana-loki-mcp](https://github.com/tumf/grafana-loki-mcp) 🐍 🏠 - An MCP server that allows querying Loki logs through the Grafana API.
- [VictoriaMetrics-Community/mcp-victoriametrics](https://github.com/VictoriaMetrics-Community/mcp-victoriametrics) 🎖 🏎 🏠 - Provides comprehensive integration with your [VictoriaMetrics instance APIs](https://docs.victoriametrics.com/victoriametrics/url-examples/) and [documentation](https://docs.victoriametrics.com/) for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances
- [imprvhub/mcp-status-observer](https://github.com/imprvhub/mcp-status-observer) 📇 ☁ -  Model Context Protocol server for monitoring Operational Status of major digital platforms in Claude Desktop.
- [inspektor-gadget/ig-mcp-server](https://github.com/inspektor-gadget/ig-mcp-server) 🏎 ☁ 🏠 🐧 🪟 🍎 - Debug your Container and Kubernetes workloads with an AI interface powered by eBPF.
- [yshngg/pmcp](https://github.com/yshngg/pmcp) 🏎 ☁ 🏠 🍎 🪟 🐧 - A Prometheus Model Context Protocol Server.


Question: How to: 🎥 Multimedia Process

Answer:
Provides the ability to handle multimedia, such as audio and video editing, playback, format conversion, also includes video filters, enhancements, and so on

- [ananddtyagi/gif-creator-mcp](https://github.com/ananddtyagi/gif-creator-mcp/tree/main) 📇 🏠 - A MCP server for creating GIFs from your videos.
- [bogdan01m/zapcap-mcp-server](https://github.com/bogdan01m/zapcap-mcp-server) 🐍 ☁ - MCP server for ZapCap API providing video caption and B-roll generation via natural language
- [strato-space/media-gen-mcp](https://github.com/strato-space/media-gen-mcp) 📇 ☁ 🏠 - TypeScript MCP server for OpenAI Images/Videos and Google GenAI (Veo) media generation, editing, and asset downloads.
- [stass/exif-mcp](https://github.com/stass/exif-mcp) 📇 🏠 🐧 🍎 🪟 - A MCP server that allows one to examine image metadata like EXIF, XMP, JFIF and GPS.  This provides foundation for LLM-powered search and analysis of photo librares and image collections.
- [Tommertom/sonos-ts-mcp](https://github.com/Tommertom/sonos-ts-mcp) 📇 🏠 🍎 🪟 🐧 - Comprehensive Sonos audio system control through pure TypeScript implementation. Features complete device discovery, multi-room playback management, queue control, music library browsing, alarm management, real-time event subscriptions, and audio EQ settings. Includes 50+ tools for seamless smart home audio automation via UPnP/SOAP protocols.
- [sunriseapps/imagesorcery-mcp](https://github.com/sunriseapps/imagesorcery-mcp) 🐍 🏠 🐧 🍎 🪟 - ComputerVision-based 🪄 sorcery of image recognition and editing tools for AI assistants.
- [video-creator/ffmpeg-mcp](https://github.com/video-creator/ffmpeg-mcp.git) 🎥 🔊 - Using ffmpeg command line to achieve an mcp server, can be very convenient, through the dialogue to achieve the local video search, tailoring, stitching, playback and other functions


Question: How to: 🔬 Research

Answer:
Tools for conducting research, surveys, interviews, and data collection.

- [Pantheon-Security/notebooklm-mcp-secure](https://github.com/Pantheon-Security/notebooklm-mcp-secure) 📇 🏠 🍎 🪟 🐧 - Query Google NotebookLM from Claude/AI agents with 14 security hardening layers. Session-based conversations, notebook library management, and source-grounded research responses.
- [pminervini/deep-research-mcp](https://github.com/pminervini/deep-research-mcp) 🐍 ☁ 🏠 - Deep research MCP server for OpenAI Responses API or Open Deep Research (smolagents), with web search and code interpreter support.
- [thinkchainai/agentinterviews_mcp](https://github.com/thinkchainai/agentinterviews_mcp) - Conduct AI-powered qualitative research interviews and surveys at scale with [Agent Interviews](https://agentinterviews.com). Create interviewers, manage research projects, recruit participants, and analyze interview data through MCP.


Question: How to: 🔎 end to end RAG platforms

Answer:
- [vectara/vectara-mcp](https://github.com/vectara/vectara-mcp) 🐍 🏠 ☁ - An MCP server for accessing Vectara's trusted RAG-as-a-service platform.
- [poll-the-people/customgpt-mcp](https://github.com/Poll-The-People/customgpt-mcp) 🐍 🏠 ☁ - An MCP server for accessing all of CustomGPT.ai's anti-hallucination RAG-as-a-service API endpoints.


Question: How to: 🔎 Search & Data Extraction

Answer:
- [0xdaef0f/job-searchoor](https://github.com/0xDAEF0F/job-searchoor) 📇 🏠 - An MCP server for searching job listings with filters for date, keywords, remote work options, and more.
- [Aas-ee/open-webSearch](https://github.com/Aas-ee/open-webSearch) 🐍 📇 ☁ - Web search using free multi-engine search (NO API KEYS REQUIRED) — Supports Bing, Baidu, DuckDuckGo, Brave, Exa, and CSDN.
- [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁ - Kagi search API integration
- [adawalli/nexus](https://github.com/adawalli/nexus) 📇 ☁ - AI-powered web search server using Perplexity Sonar models with source citations. Zero-install setup via NPX.
- [ananddtyagi/webpage-screenshot-mcp](https://github.com/ananddtyagi/webpage-screenshot-mcp) 📇 🏠 - A MCP server for taking screenshots of webpages to use as feedback during UI developement.
- [urlbox/urlbox-mcp-server](https://github.com/urlbox/urlbox-mcp-server/) - 📇 🏠 A reliable MCP server for generating and managing screenshots, PDFs, and videos, performing AI-powered screenshot analysis, and extracting web content (Markdown, metadata, and HTML) via the [Urlbox](https://urlbox.com) API.
- [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - 🐍 ☁  MCP for LLM to search and read papers from arXiv
- [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - 🐍 ☁  MCP to search and read medical / life sciences papers from PubMed.
- [cameronrye/activitypub-mcp](https://github.com/cameronrye/activitypub-mcp) 📇 🏠 🐧 🍎 🪟 - A comprehensive MCP server that enables LLMs to explore and interact with the Fediverse through ActivityPub protocol. Features WebFinger discovery, timeline fetching, instance exploration, and cross-platform support for Mastodon, Pleroma, Misskey, and other ActivityPub servers.
- [angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁ - Search articles using the NYTimes API
- [apify/mcp-server-rag-web-browser](https://github.com/apify/mcp-server-rag-web-browser) 📇 ☁ - An MCP server for Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown.
- [Bigsy/Clojars-MCP-Server](https://github.com/Bigsy/Clojars-MCP-Server) 📇 ☁ - Clojars MCP Server for upto date dependency information of Clojure libraries
- [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁ 🐍 - Search ArXiv research papers
- [cameronrye/gopher-mcp](https://github.com/cameronrye/gopher-mcp) 🐍 🏠 - Modern, cross-platform MCP server enabling AI assistants to browse and interact with both Gopher protocol and Gemini protocol resources safely and efficiently. Features dual protocol support, TLS security, and structured content extraction.
- [cevatkerim/unsplash-mcp](https://github.com/cevatkerim/unsplash-mcp) 🐍 ☁ - Unsplash photo search with proper attribution. Returns ready-to-use attribution text and HTML for each photo, making it easy for LLMs to build content pages with properly credited images. Includes search, random photos, and download tracking.
- [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁ - Google News integration with automatic topic categorization, multi-language support, and comprehensive search capabilities including headlines, stories, and related topics through [SerpAPI](https://serpapi.com/).
- [chasesaurabh/mcp-page-capture](https://github.com/chasesaurabh/mcp-page-capture) 📇 🏠 - MCP server that captures webpage screenshots, with viewport or full-page options and base64 PNG output.
- [ConechoAI/openai-websearch-mcp](https://github.com/ConechoAI/openai-websearch-mcp/) 🐍 🏠 ☁ - This is a Python-based MCP server that provides OpenAI `web_search` build-in tool.
- [DappierAI/dappier-mcp](https://github.com/DappierAI/dappier-mcp) 🐍 ☁ - Enable fast, free real-time web search and access premium data from trusted media brands—news, financial markets, sports, entertainment, weather, and more. Build powerful AI agents with Dappier.
- [deadletterq/mcp-opennutrition](https://github.com/deadletterq/mcp-opennutrition) 📇 🏠 - Local MCP server for searching 300,000+ foods, nutrition facts, and barcodes from the OpenNutrition database.
- [dealx/mcp-server](https://github.com/DealExpress/mcp-server) ☁ - MCP Server for DealX platform
- [devflowinc/trieve](https://github.com/devflowinc/trieve/tree/main/clients/mcp-server) 🎖 📇 ☁ 🏠 - Crawl, embed, chunk, search, and retrieve information from datasets through [Trieve](https://trieve.ai)
- [Dumpling-AI/mcp-server-dumplingai](https://github.com/Dumpling-AI/mcp-server-dumplingai) 🎖 📇 ☁ - Access data, web scraping, and document conversion APIs by [Dumpling AI](https://www.dumplingai.com/)
- [emicklei/melrose-mcp](https://github.com/emicklei/melrose-mcp) 🏎 🏠 - Plays [Melrōse](https://melrōse.org) music expressions as MIDI
- [erithwik/mcp-hn](https://github.com/erithwik/mcp-hn) 🐍 ☁ - An MCP server to search Hacker News, get top stories, and more.
- [exa-labs/exa-mcp-server](http


Question: How to: 🔒 Security

Answer:
- [82ch/MCP-Dandan](https://github.com/82ch/MCP-Dandan) 🐍 📇 🏠 🍎 🪟 🐧 - Real-time security framework for MCP servers that detects and blocks malicious AI agent behavior by analyzing tool call patterns and intent across multiple threat detection engines.
- [mariocandela/beelzebub](https://github.com/mariocandela/beelzebub) ☁ - Beelzebub is a honeypot framework that lets you build honeypot tools using MCP. Its purpose is to detect prompt injection or malicious agent behavior. The underlying idea is to provide the agent with tools it would never use in its normal work.
- [13bm/GhidraMCP](https://github.com/13bm/GhidraMCP) 🐍 ☕ 🏠 - MCP server for integrating Ghidra with AI assistants. This plugin enables binary analysis, providing tools for function inspection, decompilation, memory exploration, and import/export analysis via the Model Context Protocol.
- [AIM-Intelligence/AIM-Guard-MCP](https://github.com/AIM-Intelligence/AIM-MCP) 📇 🏠 🍎 🪟 🐧 - Security-focused MCP server that provides safety guidelines and content analysis for AI agents.
- [atomicchonk/roadrecon_mcp_server](https://github.com/atomicchonk/roadrecon_mcp_server) 🐍 🪟 🏠 MCP server for analyzing ROADrecon gather results from Azure tenant enumeration
- [BurtTheCoder/mcp-dnstwist](https://github.com/BurtTheCoder/mcp-dnstwist) 📇 🪟 ☁ - MCP server for dnstwist, a powerful DNS fuzzing tool that helps detect typosquatting, phishing, and corporate espionage.
- [BurtTheCoder/mcp-maigret](https://github.com/BurtTheCoder/mcp-maigret) 📇 🪟 ☁ - MCP server for maigret, a powerful OSINT tool that collects user account information from various public sources. This server provides tools for searching usernames across social networks and analyzing URLs.
- [BurtTheCoder/mcp-shodan](https://github.com/BurtTheCoder/mcp-shodan) 📇 🪟 ☁ - MCP server for querying the Shodan API and Shodan CVEDB. This server provides tools for IP lookups, device searches, DNS lookups, vulnerability queries, CPE lookups, and more.
- [BurtTheCoder/mcp-virustotal](https://github.com/BurtTheCoder/mcp-virustotal) 📇 🪟 ☁ - MCP server for querying the VirusTotal API. This server provides tools for scanning URLs, analyzing file hashes, and retrieving IP address reports.
- [co-browser/attestable-mcp-server](https://github.com/co-browser/attestable-mcp-server) 🐍 🏠 ☁ 🐧 - An MCP server running inside a trusted execution environment (TEE) via Gramine, showcasing remote attestation using [RA-TLS](https://gramine.readthedocs.io/en/stable/attestation.html). This allows an MCP client to verify the server before conencting.
- [dkvdm/onepassword-mcp-server](https://github.com/dkvdm/onepassword-mcp-server) - An MCP server that enables secure credential retrieval from 1Password to be used by Agentic AI.
- [firstorderai/authenticator_mcp](https://github.com/firstorderai/authenticator_mcp) 📇 🏠 🍎 🪟 🐧 – A secure MCP (Model Context Protocol) server that enables AI agents to interact with the Authenticator App.
- [fosdickio/binary_ninja_mcp](https://github.com/fosdickio/binary_ninja_mcp) 🐍 🏠 🍎 🪟 🐧 - A Binary Ninja plugin, MCP server, and bridge that seamlessly integrates [Binary Ninja](https://binary.ninja) with your favorite MCP client.  It enables you to automate the process of performing binary analysis and reverse engineering.
- [fr0gger/MCP_Security](https://github.com/fr0gger/MCP_Security) 📇 ☁ - MCP server for querying the ORKL API. This server provides tools for fetching threat reports, analyzing threat actors, and retrieving intelligence sources.
- [Gaffx/volatility-mcp](https://github.com/Gaffx/volatility-mcp) - MCP server for Volatility 3.x, allowing you to perform memory forensics analysis with AI assistant. Experience memory forensics without barriers as plugins like pslist and netscan become accessible through clean REST APIs and LLMs.
- [gbrigandi/mcp-server-cortex](https://github.com/gbrigandi/mcp-server-cortex) 🦀 🏠 🚨 🍎 🪟 🐧 - A Rust-based MCP server to integrate Cortex, enabling observable analysis and automated security responses through AI.
- [gbrigandi/mcp-server-thehive](https://github.com/gbrigandi/mcp-server-thehive) 🦀 🏠 🚨 🍎 🪟 🐧 - A Rust-based MCP server to integrate TheHive, facilitating collaborative security incident response and case management via AI.
- [gbrigandi/mcp-server-wazuh](https://github.com/gbrigandi/mcp-server-wazuh) 🦀 🏠 🚨 🍎 🪟 🐧 - A Rust-based MCP server bridging Wazuh SIEM with AI assistants, providing real-time security alerts and event data for enhanced contextual understanding.
- [girste/mcp-cybersec-watchdog](https://github.com/girste/mcp-cybersec-watchdog) 🐍 🏠 🐧 - Comprehensive Linux server security audit with 89 CIS Benchmark controls, NIST 800-53, and PCI-DSS compliance checks. Real-time monitoring with anomaly detection across 23 analyzers: firewall, SSH, fail2ban, Docker, CVE, rootkit, SSL/TLS, filesystem, network, and more.
- [hieutran/entraid-mcp-server](https://github.com/hieuttmmo/entraid-mcp-server) 🐍 ☁ - A MCP server for Microsoft Entra ID (Azure AD) directory, use


Question: How to: 🌐 Social Media

Answer:
Integration with social media platforms to allow posting, analytics, and interaction management. Enables AI-driven automation for social presence.

- [anwerj/youtube-uploader-mcp](https://github.com/anwerj/youtube-uploader-mcp) 🏎 ☁ - AI‑powered YouTube uploader—no CLI, no YouTube Studio. Uploade videos directly from MCP clients with all AI capabilities.
- [gwbischof/bluesky-social-mcp](https://github.com/gwbischof/bluesky-social-mcp) 🐍 🏠 - An MCP server for interacting with Bluesky via the atproto client.
- [HagaiHen/facebook-mcp-server](https://github.com/HagaiHen/facebook-mcp-server) 🐍 ☁ - Integrates with Facebook Pages to enable direct management of posts, comments, and engagement metrics through the Graph API for streamlined social media management.
- [karanb192/reddit-mcp-buddy](https://github.com/karanb192/reddit-mcp-buddy) 📇 🏠 - Browse Reddit posts, search content, and analyze user activity without API keys. Works out-of-the-box with Claude Desktop.
- [king-of-the-grackles/reddit-research-mcp](https://github.com/king-of-the-grackles/reddit-research-mcp) 🐍 ☁ - AI-powered Reddit intelligence for market research and competitive analysis. Discover subreddits via semantic search across 20k+ indexed communities, fetch posts/comments with full citations, and manage research feeds. No Reddit API credentials needed.
- [kunallunia/twitter-mcp](https://github.com/LuniaKunal/mcp-twitter) 🐍 🏠 - All-in-one Twitter management solution providing timeline access, user tweet retrieval, hashtag monitoring, conversation analysis, direct messaging, sentiment analysis of a post, and complete post lifecycle control - all through a streamlined API.
- [macrocosm-os/macrocosmos-mcp](https://github.com/macrocosm-os/macrocosmos-mcp) - 🎖 🐍 ☁ Access real-time X/Reddit/YouTube data directly in your LLM applications  with search phrases, users, and date filtering.
- [sinanefeozler/reddit-summarizer-mcp](https://github.com/sinanefeozler/reddit-summarizer-mcp) 🐍 🏠 ☁ - MCP server for summarizing users's Reddit homepage or any subreddit based on posts and comments.
- [scrape-badger/scrapebadger-mcp](https://github.com/scrape-badger/scrapebadger-mcp) 🐍 ☁ - Access Twitter/X data including user profiles, tweets, followers, trends, lists, and communities via the ScrapeBadger API.


Question: How to: 🏃 Sports

Answer:
Tools for accessing sports-related data, results, and statistics.

- [guillochon/mlb-api-mcp](https://github.com/guillochon/mlb-api-mcp) 🐍 🏠 - MCP server that acts as a proxy to the freely available MLB API, which provides player info, stats, and game information.
- [JamsusMaximus/trainingpeaks-mcp](https://github.com/JamsusMaximus/trainingpeaks-mcp) 🐍 🏠 - Query TrainingPeaks workouts, analyze CTL/ATL/TSB fitness metrics, and compare power/pace PRs through Claude Desktop.
- [mikechao/balldontlie-mcp](https://github.com/mikechao/balldontlie-mcp) 📇 - MCP server that integrates balldontlie api to provide information about players, teams and games for the NBA, NFL and MLB
- [Milofax/xert-mcp](https://github.com/Milofax/xert-mcp) 📇 ☁ - MCP server for XERT cycling analytics — access fitness signature (FTP, HIE, PP), training status, workouts, activities with XSS metrics, and MPA analysis.
- [r-huijts/firstcycling-mcp](https://github.com/r-huijts/firstcycling-mcp) 📇 ☁ - Access cycling race data, results, and statistics through natural language. Features include retrieving start lists, race results, and rider information from firstcycling.com.
- [r-huijts/strava-mcp](https://github.com/r-huijts/strava-mcp) 📇 ☁ - A Model Context Protocol (MCP) server that connects to Strava API, providing tools to access Strava data through LLMs
- [RobSpectre/mvf1](https://github.com/RobSpectre/mvf1) 🐍 ☁ - MCP server that controls [MultiViewer](https://multiviewer.app), an app for watching motorsports like Formula 1, World Endurance Championship, IndyCar and others.
- [willvelida/mcp-afl-server](https://github.com/willvelida/mcp-afl-server) ☁ - MCP server that integrates with the Squiggle API to provide information on Australian Football League teams, ladder standings, results, tips, and power rankings.
- [cloudbet/sports-mcp-server](https://github.com/cloudbet/sports-mcp-server) 🏎 ☁ – Access structured sports data via the Cloudbet API. Query upcoming events, live odds, stake limits, and market info across soccer, basketball, tennis, esports, and more.
- [labeveryday/nba_mcp_server](https://github.com/labeveryday/nba_mcp_server) 🐍 🏠 - Access live and historical NBA statistics including player stats, game scores, team data, and advanced analytics via Model Context Protocol


Question: How to: 🎧 Support & Service Management

Answer:
Tools for managing customer support, IT service management, and helpdesk operations.

- [aikts/yandex-tracker-mcp](https://github.com/aikts/yandex-tracker-mcp) 🐍 ☁ 🏠 - MCP Server for Yandex Tracker. Provides tools for searching and retrieving information about issues, queues, users.
- [effytech/freshdesk-mcp](https://github.com/effytech/freshdesk_mcp) 🐍 ☁ - MCP server that integrates with Freshdesk, enabling AI models to interact with Freshdesk modules and perform various support operations.
- [incentivai/quickchat-ai-mcp](https://github.com/incentivai/quickchat-ai-mcp) 🐍 🏠 ☁ - Launch your conversational Quickchat AI agent as an MCP to give AI apps real-time access to its Knowledge Base and conversational capabilities.
- [nguyenvanduocit/jira-mcp](https://github.com/nguyenvanduocit/jira-mcp) 🏎 ☁ - A Go-based MCP connector for Jira that enables AI assistants like Claude to interact with Atlassian Jira. This tool provides a seamless interface for AI models to perform common Jira operations including issue management, sprint planning, and workflow transitions.
- [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) 🐍 ☁ - MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data Center. Provides comprehensive tools for searching, reading, creating, and managing content across Atlassian workspaces.
- [tom28881/mcp-jira-server](https://github.com/tom28881/mcp-jira-server) 📇 ☁ 🏠 - Comprehensive TypeScript MCP server for Jira with 20+ tools covering complete project management workflow: issue CRUD, sprint management, comments/history, attachments, batch operations.


Question: How to: 🌎 Translation Services

Answer:
Translation tools and services to enable AI assistants to translate content between different languages.

- [mmntm/weblate-mcp](https://github.com/mmntm/weblate-mcp) 📇 ☁ - Comprehensive Model Context Protocol server for Weblate translation management, enabling AI assistants to perform translation tasks, project management, and content discovery with smart format transformations.
- [translated/lara-mcp](https://github.com/translated/lara-mcp) 🎖 📇 ☁ - MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations.


Question: How to: 🎧 Text-to-Speech

Answer:
Tools for converting text-to-speech and vice-versa

- [daisys-ai/daisys-mcp](https://github.com/daisys-ai/daisys-mcp) 🐍 🏠 🍎 🪟 🐧 - Generate high-quality text-to-speech and text-to-voice outputs using the [DAISYS](https://www.daisys.ai/) platform and make it able to play and store audio generated.
- [mbailey/voice-mcp](https://github.com/mbailey/voice-mcp) 🐍 🏠 - Complete voice interaction server supporting speech-to-text, text-to-speech, and real-time voice conversations through local microphone, OpenAI-compatible APIs, and LiveKit integration
- [mberg/kokoro-tts-mcp](https://github.com/mberg/kokoro-tts-mcp) 🐍 🏠 - MCP Server that uses the open weight Kokoro TTS models to convert text-to-speech. Can convert text to MP3 on a local driver or auto-upload to an S3 bucket.
- [transcribe-app/mcp-transcribe](https://github.com/transcribe-app/mcp-transcribe) 📇 🏠 - This service provides fast and reliable transcriptions for audio/video files and voice memos. It allows LLMs to interact with the text content of audio/video file.
- [ybouhjira/claude-code-tts](https://github.com/ybouhjira/claude-code-tts) 🏎 ☁ 🍎 🪟 🐧 - MCP server plugin for Claude Code that converts text to speech using OpenAI's TTS API. Features 6 voices, worker pool architecture, mutex-protected playback, and cross-platform support.


Question: How to: 🚆 Travel & Transportation

Answer:
Access to travel and transportation information. Enables querying schedules, routes, and real-time travel data.

- [campertunity/mcp-server](https://github.com/campertunity/mcp-server) 🎖 📇 🏠 - Search campgrounds around the world on campertunity, check availability, and provide booking links
- [cobanov/teslamate-mcp](https://github.com/cobanov/teslamate-mcp) 🐍 🏠 - A Model Context Protocol (MCP) server that provides access to your TeslaMate database, allowing AI assistants to query Tesla vehicle data and analytics.
- [KyrieTangSheng/mcp-server-nationalparks](https://github.com/KyrieTangSheng/mcp-server-nationalparks) 📇 ☁ - National Park Service API integration providing latest information of park details, alerts, visitor centers, campgrounds, and events for U.S. National Parks
- [lucygoodchild/mcp-national-rail](https://github.com/lucygoodchild/mcp-national-rail) 📇 ☁ - An MCP server for UK National Rail trains service, providing train schedules and live travel information, intergrating the Realtime Trains API
- [openbnb-org/mcp-server-airbnb](https://github.com/openbnb-org/mcp-server-airbnb) 📇 ☁ - Provides tools to search Airbnb and get listing details.
- [pab1it0/tripadvisor-mcp](https://github.com/pab1it0/tripadvisor-mcp) 📇 🐍 - A MCP server that enables LLMs to interact with Tripadvisor API, supporting location data, reviews, and photos through standardized MCP interfaces
- [Pradumnasaraf/aviationstack-mcp](https://github.com/Pradumnasaraf/aviationstack-mcp) 🐍 ☁ 🍎 🪟 🐧 - An MCP server using the AviationStack API to fetch real-time flight data including airline flights, airport schedules, future flights and aircraft types.
- [r-huijts/ns-mcp-server](https://github.com/r-huijts/ns-mcp-server) 📇 ☁ - Access Dutch Railways (NS) travel information, schedules, and real-time updates
- [skedgo/tripgo-mcp-server](https://github.com/skedgo/tripgo-mcp-server) 📇 ☁ - Provides tools from the TripGo API for multi-modal trip planning, transport locations, and public transport departures, including real-time information.
- [helpful-AIs/triplyfy-mcp](https://github.com/helpful-AIs/triplyfy-mcp) 📇 ☁ - An MCP server that lets LLMs plan and manage itineraries with interactive maps in Triplyfy; manage itineraries, places and notes, and search/save flights.
- [srinath1510/alltrails-mcp-server](https://github.com/srinath1510/alltrails-mcp-server) 🐍 ☁ - A MCP server that provides access to AllTrails data, allowing you to search for hiking trails and get detailed trail information


Question: How to: 🔄 Version Control

Answer:
Interact with Git repositories and version control platforms. Enables repository management, code analysis, pull request handling, issue tracking, and other version control operations through standardized APIs.

- [adhikasp/mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest) 🐍 🏠 - Read and analyze GitHub repositories with your LLM
- [ddukbg/github-enterprise-mcp](https://github.com/ddukbg/github-enterprise-mcp) 📇 ☁ 🏠 - MCP server for GitHub Enterprise API integration
- [gitea/gitea-mcp](https://gitea.com/gitea/gitea-mcp) 🎖 🏎 ☁ 🏠 🍎 🪟 🐧 - Interactive with Gitea instances with MCP.
- [github/github-mcp-server](https://github.com/github/github-mcp-server) 📇 ☁ - Official GitHub server for integration with repository management, PRs, issues, and more.
- [kaiyuanxiaobing/atomgit-mcp-server](https://github.com/kaiyuanxiaobing/atomgit-mcp-server) 📇 ☁ - Official AtomGit server for integration with repository management, PRs, issues, branches, labels, and more.
- [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) 📇 ☁ - Interact seamlessly with issues and merge requests of your GitLab projects.
- [modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/git) 🐍 🏠 - Direct Git repository operations including reading, searching, and analyzing local repositories
- [modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gitlab) 📇 ☁ 🏠 - GitLab platform integration for project management and CI/CD operations
- [QuentinCody/github-graphql-mcp-server](https://github.com/QuentinCody/github-graphql-mcp-server) 🐍 ☁ - Unofficial GitHub MCP server that provides access to GitHub's GraphQL API, enabling more powerful and flexible queries for repository data, issues, pull requests, and other GitHub resources.
- [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁ - Azure DevOps integration for repository management, work items, and pipelines.
- [theonedev/tod](https://github.com/theonedev/tod/blob/main/mcp.md) 🏎 🏠 - A MCP server for OneDev for CI/CD pipeline editing, issue workflow automation, and pull request review


Question: How to: 🏢 Workplace & Productivity

Answer:
- [bivex/kanboard-mcp](https://github.com/bivex/kanboard-mcp) 🏎 ☁ 🏠 - A Model Context Protocol (MCP) server written in Go that empowers AI agents and Large Language Models (LLMs) to seamlessly interact with Kanboard. It transforms natural language commands into Kanboard API calls, enabling intelligent automation of project, task, and user management, streamlining workflows, and enhancing productivity.
- [devroopsaha744/TexMCP](https://github.com/devroopsaha744/TexMCP) 🐍 🏠 - An MCP server that converts LaTeX into high-quality PDF documents. It provides tools for rendering both raw LaTeX input and customizable templates, producing shareable, production-ready artifacts such as reports, resumes, and research papers.
- [giuseppe-coco/Google-Workspace-MCP-Server](https://github.com/giuseppe-coco/Google-Workspace-MCP-Server) 🐍 ☁ 🍎 🪟 🐧 - MCP server that seamlessly interacts with your Google Calendar, Gmail, Drive and so on.
- [louis030195/toggl-mcp](https://github.com/louis030195/toggl-mcp) 📇 ☁ 🍎 🪟 🐧 - Time tracking integration with Toggl Track. Start/stop timers, manage time entries, track project time, and get today's summary. Perfect for productivity tracking and billing workflows.
- [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) 🐍 ☁ - Integration with gmail and Google Calendar.
- [takumi0706/google-calendar-mcp](https://github.com/takumi0706/google-calendar-mcp) 📇 ☁ - An MCP server to interface with the Google Calendar API. Based on TypeScript.
- [taylorwilsdon/google_workspace_mcp](https://github.com/taylorwilsdon/google_workspace_mcp) 🐍 ☁ 🍎 🪟 🐧 - Comprehensive Google Workspace MCP server with full support for Google Calendar, Drive, Gmail, and Docs, Forms, Chats, Slides and Sheets over stdio, Streamable HTTP and SSE transports.
- [teamwork/mcp](https://github.com/teamwork/mcp) 🎖 🏎 ☁ 🍎 🪟 🐧 - Project and resource management platform that keeps your client projects on track, makes managing resources a breeze, and keeps your profits on point.
- [tubasasakunn/context-apps-mcp](https://github.com/tubasasakunn/context-apps-mcp) 📇 🏠 🍎 🪟 🐧 - AI-powered productivity suite connecting Todo, Idea, Journal, and Timer apps with Claude via Model Context Protocol.
- [vakharwalad23/google-mcp](https://github.com/vakharwalad23/google-mcp) 📇 ☁ - Collection of Google-native tools (Gmail, Calendar, Drive, Tasks) for MCP with OAuth management, automated token refresh, and auto re-authentication capabilities.
- [khaoss85/mcp-orchestro](https://github.com/khaoss85/mcp-orchestro) 📇 ☁ 🍎 🪟 🐧 - Trello for Claude Code: AI-powered task management with 60 MCP tools, visual Kanban board, and intelligent orchestration for product teams and developers.


Question: How to: 🛠 Other Tools and Integrations

Answer:
- [2niuhe/plantuml_web](https://github.com/2niuhe/plantuml_web) 🐍 🏠 ☁ 🍎 🪟 🐧 - A web-based PlantUML frontend with MCP server integration, enable plantuml image generation and plantuml syntax validation.
- [2niuhe/qrcode_mcp](https://github.com/2niuhe/qrcode_mcp) 🐍 🏠 🍎 🪟 🐧 - A QR code generation MCP server that converts any text (including Chinese characters) to QR codes with customizable colors and base64 encoding output.
- [AbdelStark/bitcoin-mcp](https://github.com/AbdelStark/bitcoin-mcp) - ₿ A Model Context Protocol (MCP) server that enables AI models to interact with Bitcoin, allowing them to generate keys, validate addresses, decode transactions, query the blockchain, and more.
- [akseyh/bear-mcp-server](https://github.com/akseyh/bear-mcp-server) - Allows the AI to read from your Bear Notes (macOS only)
- [allenporter/mcp-server-home-assistant](https://github.com/allenporter/mcp-server-home-assistant) 🐍 🏠 - Expose all Home Assistant voice intents through a Model Context Protocol Server allowing home control.
- [altinoren/utopia](https://github.com/altinoren/Utopia) #⃣ 🏠 - MCP that simulates a set of smart home and lifestyle devices, allowing you to test agent's reasoning and discovery capabilities.
- [Amazon Bedrock Nova Canvas](https://github.com/zxkane/mcp-server-amazon-bedrock) 📇 ☁ - Use Amazon Nova Canvas model for image generation.
- [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) 🐍/📇 ☁ - Send requests to OpenAI, MistralAI, Anthropic, xAI, Google AI or DeepSeek using MCP protocol via tool or predefined prompts. Vendor API key required
- [anaisbetts/mcp-installer](https://github.com/anaisbetts/mcp-installer) 🐍 🏠 -  An MCP server that installs other MCP servers for you.
- [anaisbetts/mcp-youtube](https://github.com/anaisbetts/mcp-youtube) 📇 ☁ - Fetch YouTube subtitles
- [andybrandt/mcp-simple-openai-assistant](https://github.com/andybrandt/mcp-simple-openai-assistant) - 🐍 ☁  MCP to talk to OpenAI assistants (Claude can use any GPT model as his assitant)
- [andybrandt/mcp-simple-timeserver](https://github.com/andybrandt/mcp-simple-timeserver) 🐍 🏠☁ - An MCP server that allows checking local time on the client machine or current UTC time from an NTP server
- [apify/actors-mcp-server](https://github.com/apify/actors-mcp-server) 📇 ☁ - Use 3,000+ pre-built cloud tools, known as Actors, to extract data from websites, e-commerce, social media, search engines, maps, and more
- [apinetwork/piapi-mcp-server](https://github.com/apinetwork/piapi-mcp-server) 📇 ☁ PiAPI MCP server makes users able to generate media content with Midjourney/Flux/Kling/Hunyuan/Udio/Trellis directly from Claude or any other MCP-compatible apps.
- [awkoy/replicate-flux-mcp](https://github.com/awkoy/replicate-flux-mcp) 📇 ☁ - Provides the ability to generate images via Replicate's API.
- [awwaiid/mcp-server-taskwarrior](https://github.com/awwaiid/mcp-server-taskwarrior) 🏠 📇 - An MCP server for basic local taskwarrior usage (add, update, remove tasks)
- [Azure/azure-mcp](https://github.com/Azure/azure-mcp) - Official Microsoft MCP server for Azure services including Storage, Cosmos DB, and Azure Monitor.
- [Badhansen/notion-mcp](https://github.com/Badhansen/notion-mcp) 🐍 ☁ - A Model Context Protocol (MCP) server that integrates with Notion's API to manage personal todo lists efficiently.
- [ankitmalik84/notion-mcp-server](https://github.com/ankitmalik84/Agentic_Longterm_Memory/tree/main/src/notion_mcp_server) 🐍 ☁ - A comprehensive Model Context Protocol (MCP) server for Notion integration with enhanced functionality, robust error handling, production-ready feature.
- [anki-mcp/anki-mcp-desktop](https://github.com/anki-mcp/anki-mcp-desktop) 📇 🏠 🍎 🪟 🐧 - Enterprise-grade Anki integration with natural language interaction, comprehensive note/deck management, and one-click MCPB installation. Built on NestJS with comprehensive test coverage.
- [bart6114/my-bear-mcp-server](https://github.com/bart6114/my-bear-mcp-server/) 📇 🏠 🍎 - Allows to read notes and tags for the Bear Note taking app, through a direct integration with Bear's sqlitedb.
- [billster45/mcp-chatgpt-responses](https://github.com/billster45/mcp-chatgpt-responses) 🐍 ☁ - MCP server for Claude to talk to ChatGPT and use its web search capability.
- [blurrah/mcp-graphql](https://github.com/blurrah/mcp-graphql) 📇 ☁ - Allows the AI to query GraphQL servers
- [boldsign/boldsign-mcp](https://github.com/boldsign/boldsign-mcp) 📇 ☁ - Search, request, and manage e-signature contracts effortlessly with [BoldSign](https://boldsign.com/).
- [brianxiadong/ones-wiki-mcp-server](https://github.com/brianxiadong/ones-wiki-mcp-server) ☕ ☁/🏠 - A Spring AI MCP-based service for retrieving ONES Waiki content and converting it to AI-friendly text format.
- [calclavia/mcp-obsidian](https://github.com/calclavia/mcp-obsidian) 📇 🏠 - This is a connector to allow Claude Desktop (or any MCP client) to read and search any directory containing Markdown notes (such a


Question: How to: Frameworks

Answer:
> [!NOTE]
> More frameworks, utilities, and other developer tools are available at https://github.com/punkpeye/awesome-mcp-devtools

- [Epistates/TurboMCP](https://github.com/Epistates/turbomcp) 🦀 - TurboMCP SDK: Enterprise MCP SDK in Rust
- [FastMCP](https://github.com/jlowin/fastmcp) 🐍 - A high-level framework for building MCP servers in Python
- [FastMCP](https://github.com/punkpeye/fastmcp) 📇 - A high-level framework for building MCP servers in TypeScript
- [MervinPraison/praisonai-mcp](https://github.com/MervinPraison/praisonai-mcp) 🐍 - AI Agents framework with 64+ built-in tools for search, memory, workflows, code execution, and file operations. Turn any AI assistant into a multi-agent system with MCP.


Question: How to: Official prompt to inform LLMs how to use MCP

Answer:
Want to ask Claude about Model Context Protocol?

Create a Project, then add this file to it:

https://modelcontextprotocol.io/llms-full.txt

Now Claude can answer questions about writing MCP servers and how they work

- https://www.reddit.com/r/ClaudeAI/comments/1h3g01r/want_to_ask_claude_about_model_context_protocol/


Question: How to: Star History


Question: How to: Official Resources

Answer:
- [Documentation](https://vuejs.org/)
- [API Reference](http://vuejs.org/api/)
- [GitHub Repo](https://github.com/vuejs/)
- [Release Notes](https://github.com/vuejs/core/releases)
- [Style Guide](https://vuejs.org/v2/style-guide/)
- [Vue.js News](https://news.vuejs.org/)
- [IDE Language Support](https://github.com/vuejs/language-tools?tab=readme-ov-file#vue-language-tools)
- [Awesome Vite](https://github.com/vitejs/awesome-vite)


Question: How to: External Resources

Answer:
- [Vue.js 資料まとめ(for japanese)](https://gist.github.com/hashrock/f575928d0e109ace9ad0) by @hashrock
- [Vue.js Wikipedia](https://en.wikipedia.org/wiki/Vue.js)
- [Weekly Vue.js Newsletter](https://mokkapps.de/newsletter) - Weekly Vue.js news & tips by @mokkapps
- [Vue News](https://vuenews.io) - Social website focusing on the latest Vue.js news and information.
- [Vue Curated Resources](https://hackr.io/tutorials/learn-vue-js) - Recommended Vue.js courses and tutorials.
- [Vue School](https://vueschool.io) - Learn Vue.js from video courses by core members and industry experts
- [VueDose](https://vuedose.tips). Tips & tricks about the Vue ecosystem, for busy devs.
- [Vue.js DEV Community](https://dev.to/t/vue) - Official tag for the Vue.js JavaScript Framework on DEV.to
- [Vue.js Online Courses Directory](https://classpert.com/vuejs) - Vue.js courses from top e-learning platforms curated by Classpert, a online course search engine.
- [WebTechSurvey.com](https://webtechsurvey.com/technology/vue.js) - An extensive list of websites created with the Vue.js Javascript framework.
- [Vue Mastery](https://www.vuemastery.com/) - The ultimate learning resource for Vue developers
- [Vue 3 Video Playlist](https://www.youtube.com/playlist?list=PLMLZt4pr7Aq6AfC_ynfeDbEk2hbMFGpHO) - Amazing Vue 3 tutorials and experiments
- [Vue.js Workshops](https://public.vuejsworkshops.com) - Learn Vue 2, in browser, by building 3 applications: Landing page, Todos App and Podcasts aggregator.( Vue.js, Vue-Router, Vuex, Vue-Axios, Vue-Apollo )
- [Vue.js Articles](https://thewebdev.info/category/javascript/vue/) - Assorted Vue 2 and 3 tutorials and articles.
- [Best vue.js Courses On YouTube](https://www.nbshare.io/blog/best-vue-js-courses-on-youtube/) - Handpicked list of best Vue.js tutorials on YouTube
- [Notes on Vue](https://notes-on-vue.ackzell.dev/) - A personal guide to Vue development.
- [Vue-FAQ](https://vue-faq.org/) - FAQ about frontend in general and Vue.js in particular.
- [State of Vue Report](https://www.monterail.com/stateofvue?utm_source=Github&utm_medium=awesomevue) - The 5th edition of the most comprehensive Vue publication. Co-created with Evan You, the Vue & Nuxt Core Teams


Question: How to: Job Portal

Answer:
- [Vue.js Jobs - VueJobs](https://vuejobs.com/) - A Vue.js job portal to hire or get hired for all your Vue.js jobs.
- [Vue.js Interview Questions](https://github.com/sudheerj/vuejs-interview-questions) - A List of 300 VueJS Interview Questions and Answers


Question: How to: Conferences

Answer:
- [VueConf US](http://vueconf.us)
- [VueConf Toronto](https://vuetoronto.com)
- [Vue.js Amsterdam](https://vuejs.amsterdam)


Question: How to: Official Examples

Answer: - [Vue.js TodoMVC](https://github.com/vuejs/vue/tree/dev/examples/todomvc)


Question: How to: Blog Posts

Answer:
- [Vue x Hasura GraphQL](https://medium.com/@malgamves/vue-x-hasura-graphql-d66f585a3ba5)
- [Using GraphQL Mutations in Vue.js](https://medium.com/@malgamves/using-graphql-mutations-in-vue-js-3b4570234edf)
- [Learn How To Build A Data-Driven Search UI with Vue.JS](https://medium.appbase.io/learn-how-to-build-a-github-search-explorer-app-with-vue-js-c66f61d6e152)
- [Using GitLab CI/CD to auto-deploy your Vue.js application to AWS S3](https://medium.com/@croo/using-gitlab-ci-cd-to-auto-deploy-your-vue-js-application-to-aws-s3-9affe1eb3457)
- [Dockerizing a Vue App](https://mherman.org/blog/dockerizing-a-vue-app/)
- [Deploying a Flask and Vue App to Heroku with Docker and Gitlab CI](https://testdriven.io/blog/deploying-flask-to-heroku-with-docker-and-gitlab/)
- [Large-scale Vuex application structures](https://medium.com/3yourmind/large-scale-vuex-application-structures-651e44863e2f)
- [Composing computed properties in Vue.js](https://medium.com/@kevin_peters/composing-computed-properties-in-vue-js-87b4507af079)
- [Learn how to refactor Vue.js Single File Components with a real-world example](https://medium.com/@kevin_peters/learn-how-to-refactor-vue-js-single-file-components-on-a-real-world-example-501b3952ae49)
- [Get Started Writing Class-based Vue.js Apps in TypeScript](https://www.sitepoint.com/class-based-vue-js-typescript)
- [Vue.js with TypeScript](https://johnpapa.net/vue-typescript) by [John Papa](https://johnpapa.net/about/)
- [Guide to Unit Testing Vue Components](https://testdriven.io/blog/vue-unit-testing/)
- [Realtime chat App with Vue and Hasura ](https://dev.to/hasurahq/realtime-chat-app-with-vue-and-hasura-202h)
- [Vue vs React: Which is the better framework?](https://buttercms.com/blog/vue-vs-react-which-is-the-better-framework)
- [Building a Beautiful Animated News App with Vue.js and Vuetify](https://buttercms.com/blog/build-a-beautiful-animated-news-app-with-vuejs-and-vuetify)
- [Comparing Angular vs Vue](https://buttercms.com/blog/comparing-angular-vs-vue)
- [Vue vs. React – Which Should You Pick For Your Next Web Project?](https://www.ideamotive.co/blog/vue-vs-react?utm_source=github.com&utm_medium=social&utm_campaign=vue-vs-react)
- [Vue.js from scratch series](https://www.youtube.com/playlist?list=PLLhEJK7fQIxDWDJEyeT68wT8ZroODeRuw) on YouTube by Paris Nakita Kejser
- [10 Quick-Fire Vue Interview Questions](https://medium.com/javascript-in-plain-english/10-quick-fire-vue-interview-questions-3c16d14a3b51)
- [VueJS Admin Template](https://themeselection.com/vuejs-admin-template/) - Collection of awesome opens source and premium VueJS Admin Templates.


Question: How to: Documentaries

Answer: - [Vue.js: The Documentary](https://www.youtube.com/watch?v=OrxmtDw4pVI) by Honeypot (Feb 2020)


Question: How to: Companies Using Vue.js

Answer: - [Companies Using Vue/Nuxt](https://github.com/cloydlau/companies-using-vue)


Question: How to: Open Source

Answer:
- [npmcharts.com](https://github.com/cheapsteak/npmcharts.com) - Compare npm packages and spot download trends.
- [Koel](https://github.com/phanan/koel) - A personal music streaming server that works.
- [astralapp](https://github.com/astralapp/astral) - Organize Your GitHub Stars With Ease.
- [PJ Blog](https://github.com/jcc/blog) - Open source blog built with Laravel and Vue.js.
- [OpenAPI 3 viewer](https://github.com/koumoul-dev/openapi-viewer) - Browse and test a REST API described with the OpenAPI 3.0 Specification
- [nativescript-vue](https://github.com/rigor789/nativescript-vue) - A Vue.js implementation of the NativeScript renderer.
- [Paper-Dashboard](https://github.com/creativetimofficial/vue-paper-dashboard) -Creative Tim Paper Dashboard made for Vue
- [CoreUI Vue Admin Template](https://github.com/coreui/coreui-free-vue-admin-template) - Open Source Admin Template powered by Vue.js
- [vuejs-extension-pack vscode](https://github.com/mubaidr/vuejs-extension-pack) - An extension packf or vscode with popular VS Code extensions for Vue.js development.
- [Wiki.js](https://github.com/Requarks/wiki) - A modern, lightweight and powerful wiki app built on NodeJS, Git and Markdown
- [peregrine-cms](https://github.com/headwirecom/peregrine-cms) - A Vue.js and Apache Sling based head-optional CMS
- [Light Bootstrap Dashboard](https://github.com/creativetimofficial/vue-light-bootstrap-dashboard) - Creative Tim Light Bootstrap Dashboard made for Vue
- [vue-storefront](https://github.com/DivanteLtd/vue-storefront) - Vue.js Storefront - PWA for eCommerce. 100% offline, platform agnostic, headless, Magento2 supported.
- [Laravel Enso](https://github.com/laravel-enso/enso) - SPA Admin Panel built with Bulma, VueJS and Laravel, packing lots of features out of the box.
- [Hubble](https://hubble.js.org) - :telescope: Travel through GitHub Stars' history.
- [Vuepress](https://vuepress.vuejs.org/) - Minimalistic Vue-powered static site generator
- [Socialhome](https://github.com/jaywink/socialhome) - A federated rich profile builder with social networking features
- [chrome-ribbon-reminder](https://github.com/johndatserakis/chrome-ribbon-reminder) - A Chrome extension written using Vue and Async/Await. Uses a popup display and changes badge counts.
- [Faviator](https://www.faviator.xyz/) - A simple easy favicon generator.
- [Minimal Notes](https://github.com/vladocar/Minimal-Notes) - Web app build with Vue.js
- [Stack Edit](https://github.com/benweet/stackedit/) - In-browser Markdown editor
- [Bael Blog Template](https://bael-theme.jake101.com/) - A static generated blog template that uses Netlify CMS for the backend and Netlify for hosting. Features a brutalist aesthetic, fuzzy search, serverless email signup, and more.
- [Buefy Shop](https://github.com/14nrv/buefy-shop) - Sample shop, open source, built with Nuxt, Stripe, Firebase, Bulma and Serverless Functions.
- [Vuemmerce](https://github.com/ivanlori/Vuemmerce) - Free ecommerce template built with Vue.js and Bulma framework :new:
- [Carpoolear](https://github.com/STS-Rosario/carpoolear) - The open source Vue.js frontend (mobile and cordova app) for the argentinian carpooling application: [Carpoolear](https://carpoolear.com.ar)
- [Vue E-Store Templet](https://github.com/rash0/Vue-Ecom) - An e-commerce template build with vue/vuex/vue-router and bootstrap4.
- [Twill](https://twill.io) - An open source CMS toolkit for Laravel that helps developers rapidly create a custom admin console that is intuitive, powerful and flexible.
- [Vue Org Chart](https://github.com/Hoogkamer/vue-org-chart) - Manage and publish your interactive organization chart (orgchart), free and no webserver required.
- [Thermal](https://thermal.codecarrot.net) - One stop to all Git repository.
- [QMK Configurator](https://github.com/qmk/qmk_configurator) - QMK Firmware Keyboard Configuration UI in Vue.js.
- [Daily](https://github.com/dailynowco/daily) - Curated dev news delivered to your new tab 👩🏽💻
- [Laravel File Manager](https://github.com/alexusmai/laravel-file-manager) - Powerful file manager for Laravel
- [Vue Crypto Dashboard](https://github.com/JayeshLab/vue-crypto-dashboard) - Cryptocurrency Dashboard made with Vue.js
- [Vue Expenses](https://github.com/simplyvinay/vue-expenses) - Expense tracking app made with Vue.js, Vuetify and ASP.NET Core
- [Akaunting](https://github.com/akaunting/akaunting) - A free and online accounting software for small businesses and freelancers based on Laravel and VueJS.
- [MQTTX](https://github.com/emqx/MQTTX) - Cross-platform MQTT 5.0 desktop client built with Vue.js, Typescript and Electron.
- [Pychat](https://github.com/akoidan/pychat) - Self-hosted webrtc video chat (an alternative to Slack)
- [CodeceptJS UI](https://github.com/codecept-js/ui) - Cypress-liked UI for ✔ CodeceptJS end 2 end tests ✔.
- [LeagueStats](https://github.com/vkaelin/LeagueStats) - Statistics website for players of the online game League of Legends.
- [Savycart](https://github.com


Question: How to: Commercial Products

Answer:
- [Wijmo](http://wijmo.com/products/wijmo-5/) - A collection of UI controls with VueJS support.
- [ChatWoot](https://www.chatwoot.com/) - Livechat and agent collaboration over Facebook messenger.
- [VueA](https://themeforest.net/item/vuejs-laravel-admin-template/20119122?ref=jyostna&utm_source=awesomevue) - VueJS Admin template with multiple layouts and laravel version.
- [EducationLink](https://geteducation.link/?utm_source=AwesomeVue) - CRM and sales automation for education agents and colleges.
- [Pragmatic v2.0](https://1.envato.market/LYWqL) - Responsive and configurable admin template built with Vue.js and Element.
- [Moonitor](https://moonitor.io/) - Cryptocurrency tracker for Desktop.
- [Deskree](https://deskree.com/) - Online collaboration platform that combines Ideas, Tasks, and Issues in one place.
- [Agiloo](https://www.agiloo.com) - Project Management app for Scrum and Kanban
- [ScaffoldHub](https://www.scaffoldhub.io) - Online Web App Generator for VueJS with NodeJS, and MongoDB or SQL.
- [Commandeer](https://getcommandeer.com) - Cloud Management Reimagined. A Desktop cloud management app built with Vue.js and Electron.
- [Leave Dates](https://leavedates.com) - A powerful new way to track your staff leave.
- [vREST NG](https://ng.vrest.io) - An enterprise application for Automated API Testing, built with VueJS and Element UI.
- [Coloban](https://www.coloban.com) - All-in-one project management tool with chats, Kanban, Gantt, calls, screenshare and many more.
- [NxShell](https://github.com/nxshell/nxshell) - An easy to use new terminal for SSH, which based on Electron and VueJS.
- [Materio Vuetify VueJS Admin Template](https://themeselection.com/products/materio-vuetify-vuejs-admin-template/) - Most Powerful, Developer Friendly, Production ready & Comprehensive Vuetify VueJS Admin Template.
- [NocoDB](https://github.com/nocodb/nocodb) - An opensource Airtable alternative.
- [KodaDot](https://github.com/kodadot/nft-gallery) - NFT Marketplace on Polkadot funded as public good, written in Vue.js
- [He3](https://he3.app) - Free and Modern Developer Utilities Toolbox.
- [RunJS](https://runjs.app) - JavaScript playground that evaluates your code as you type and gives instant feedback. Ideal for prototyping ideas or trying out new libraries.
- [Sneat Vuetify VueJS Admin Template](https://themeselection.com/item/sneat-vuetify-vuejs-admin-template/) - The Ultimate VueJS Admin Template for responsive web apps.
- [Litlyx](https://litlyx.com) - AI-powered web analytics platform. Open-source alternative to Google Analytics 4 and Mixpanel.


Question: How to: Apps/Websites

Answer:
- [Laravel Spark](https://spark.laravel.com/)
- [Vice Video](https://video.vice.com/)
- [Formlets](https://www.formlets.com)
- [Laracasts](https://laracasts.com)
- [esa.io](https://esa.io/)
- [稀土掘金](http://gold.xitu.io)
- [Prague Airport](http://www.prague-airport.com/)
- [Portfolio Site](http://corentinbac.com/)
- [Statamic](https://statamic.com)
- [Embalses!](http://embalses.azurewebsites.net/) - A tool to report water dam level using the U.S. Geological Survey database.
- [TravelMap](http://clem.travelmap.fr) - A simple way for travelers to create a blog based on a Map.
- [Proper Cloth Shirt Builder](https://propercloth.com/design-a-shirt) - Custom shirt builder.
- [Powerpuff Yourself by Cartoon Networks](https://www.powerpuffyourself.com/)
- [vNotes](https://github.com/IgorHalfeld/v-notes) - Simple and beautiful notepad to Markdown with Vue.js and Local Storage API.
- [Open Function Computers](http://www.openfunctioncomputers.com/#!/home)
- [Dermail](https://github.com/zllovesuki/dermail-webmail) - A webmail client written in Vue.js for Dermail, a mail system written in node.js.
- [octimine](https://www.octimine.com/) - A patent search engine.
- [Draxed](https://www.draxed.com/) - A web based MySQL and PostgreSQL data browser and dashboard manager.
- [Jobinja](https://jobinja.ir) - A Job Board and career platform operating in Iran.
- [滚蛋吧！莆田系](https://putianxi.github.io/) - Show all Putian hospital information
- [Livestorm](http://livestorm.co) - Webinar / Live events app.
- [Holden](https://www.holden.com.au)
- [Global-Exam](https://global-exam.com) - Online Training for Language Proficiency Tests
- [12BAY.VN](https://12bay.vn) - Applications online flight bookings.
- [PLAYCODE.IO](https://playcode.io) - Playground for Rapid Frontend Experiments.
- [The Void Radio](http://thevoidrad.io) - Underground House Music Online Radio.
- [Bitly Vue](https://alpixel.github.io/bitly-vuejs) - Shorten URLs with VueJS & Bitly API.
- [Storyblok](https://www.storyblok.com) - API Based/Decoupled CMS using VueJS for its frontend.
- [EasyWebinar](https://easywebinar.com/) - Webinar Software / Live events & Webinar app.
- [WizzAir](https://wizzair.com/)
- [Moving to HTTPS](https://movingtohttps.com/) - Guide to moving different platform/hosting sites to HTTPS
- [Euronews](http://www.euronews.com) - Euronews is a multilingual news media service, headquartered in Lyon, France.
- [Vue.js Feed](https://vuejsfeed.com/) - The latest Vue.js news, tutorials, plugins, and more. Made with Vue.js and Laravel.
- [Guess Right](https://kdcinfo.com/guessright/) - A 'guess the word' game - Written with Vue/vuex/vue-router (front-end) and Laravel/MySQL (back-end). Code is [Open Source on GitHub](https://github.com/KDCinfo/guess-right) (although not the live files that run the game at kdcinfo).
- [GRAP](https://grap.io) - Business communication service
- [JSON Schema Editor](https://json-schema-editor.tangramjs.com) - An intuitive editor for JSON schema built with Vue.js and Firebase.
- [Winsome Trivia](https://splode.github.io/trivia/) - A single or multiplayer trivia game featuring over 2,000 unique questions built with Vue.js and powered by the Open Trivia Database.
- [Moon Organizer](https://moonorganizer.com/calendar/) - Lunar calendar app
- [Kinderbesteck](https://www.kinderbesteck-gravur.de/) - A full Online Shop SPA with Vue2.0, Vuex, Vue Router
- [Power Thesaurus](https://www.powerthesaurus.org) - A crowdsourced online thesaurus
- [PAIXIN](http://www.paixin.com/) - A genuine picture sale website
- [1XBET](https://1xbet.com) - A betting company operating since 2007
- [CrowdCircus](https://crowdcircus.com) - Europe’s biggest crowdfunding- and crowdinvesting-aggregator
- [PingBreak](https://pingbreak.com) - A free and simple website monitoring service using vuejs for real-time dashboard
- [Todoist Tribute](https://github.com/rohitpaulk/todoist-tribute/) - Todoist clone, written in Rails + Vue
- [JSON Editor](https://json-editor.tangramjs.com) - A schema-aware JSON editor built with Vue2 and firebase.
- [Develteam](https://www.develteam.com) - A social network for indie game developers.
- [Mixsii](https://www.mixsii.com) - A free video chat room site for teens, adults, family, and friends.
- [PipQuest](http://pipquest.gregorterrill.com) - A retro-style puzzle game built in Vue
- [Matryx](https://matryx.ai/) - A decentralized collaboration platform.
- [iPrevYou - YouTube™ Player](https://chrome.google.com/webstore/detail/iprevyou-youtube-player/blijlgfnjhnhmnaldaiienmjggbjhbaa) - A chrome app for watching youtube videos on your desktop.
- [Item Manager](https://itemmanager.uk) - An application to transfer items for Destiny 2 game.
- [Frontend Masters Intro to Vue](https://frontendmasters.com/courses/vue/) - Frontend Masters full day course
- [TR-101](https://inverted3.gitlab.io/drum-machine/) - A drum synth / sequencer.
- [Bazaar](https://bazaar.co) - Media sharing platform.
- [Vectr](https://vectr.com/new) - A free vector graphics soft


Question: How to: Interactive Experiences

Answer:
- [YouTube AdBlitz 2016](https://adblitz.withyoutube.com/#!/advertisers)
- [Louis Ansa Website (portfolio)](http://louisansa.com)
- [Djeco.com](http://www.djeco.com/en)
- [Tolks.io](https://tolks.io)
- [NOIZE original](http://noizeoriginal.com)
- [TR-101 Synth Drum Machine](https://inverted3.gitlab.io/drum-machine)
- [CSS ColorVars](https://csscolorvars.github.io/) - Interactive tool code generation ([source code](https://github.com/CSSColorVars/csscolorvars))
- [Nightlight During Conflict](https://pngk.org/nightlight/) - Explore GIS data on nightlight output for countries in conflict.
- [User Friendly Justice Data](https://justicemoroccoprototype.hiil.org/) - Explore justice data from Morocco.
- [Vue Play](https://www.vueplay.com) - Create Vue components and applications in an interactive / visual drag & drop designer.
- [Yahya J. Aifit's Portfolio Site](https://yja.me) - Portfolio site that inspired by the appearance of desktop operating system.


Question: How to: Enterprise Usage

Answer:
- Alibaba
- Baidu
- Sina Weibo
- Xiaomi
- Ele.me
- Optimizely
- Expedia
- UCWeb
- Line
- Nintendo
- Celtra
- [Sainsbury's](https://sainsburys.jobs/)
- [AREX](https://arex.io/)
- DJI
- Octimine GmbH
- Hunliji
- [GitLab](https://about.gitlab.com/2016/10/20/why-we-chose-vue/)
- [Clemenger BBDO Melbourne](http://clemengerbbdo.com.au)
- [ZenMate](https://zenmate.com)
- [Codeship](https://blog.codeship.com/consider-vuejs-next-web-project/)
- [Storyblok](https://app.storyblok.com)
- [Monito](https://www.monito.com) - Building the Booking.com for international money transfers
- [Hypefactors](https://hypefactors.com) - Software for data-driven PR professionals
- Adobe
- IBM
- [Cotabox](https://cotabox.com.br)
- [Aromajoin](https://aromajoin.com) - Develop the finest digital scent products based on the harmony of hardware, software and material technology.
- [Carrefour](https://www.carrefour.fr)
- [Staples Canada](https://www.staples.ca/)
- [Blibli](https://www.blibli.com)
- [Manduka](https://www.manduka.com/)
- [Upwork](https://www.upwork.com/) - Work Marketplace for freelancers and employers


Question: How to: Frameworks

Answer:
#### Responsive

_Set of components + responsive layout system_

- [quasar-framework](https://github.com/quasarframework/quasar) - Quasar Framework. Build responsive websites, hybrid mobile Apps and Electron apps using same code, with Vue.js 3.
- [vue-material](https://github.com/vuematerial/vue-material) - Material design for Vue.js.
- [vuetify](https://github.com/vuetifyjs/vuetify) - Material Component Framework for Vue.js 2.
- [buefy](https://github.com/rafaelpimpa/buefy) - Components based on Bulma framework.
- [element-ui](https://github.com/ElemeFE/element) - A Vue.js 2.0 UI Toolkit for Web.
- [iview-ui](https://www.iviewui.com) - A Vue.js 2.0 UI Framework for web.
- [AT-UI](https://at.aotu.io) - A fresh and flat UI-Kit specially for desktop application, made with ♥ by Vue.js 2.0
- [BootstrapVue](https://github.com/bootstrap-vue/bootstrap-vue) - Bootstrap v4 components and grid system for Vue.js.
- [fish-ui](https://myliang.github.io/fish-ui) - A Vue.js 2.0 UI Toolkit for Web
- [zircle-ui](https://github.com/zircleUI/zircleUI) - A frontend library to develop zoomable user interfaces.
- [ant-design-vue](https://github.com/vueComponent/ant-design-vue) - An enterprise-class UI components based on Ant Design and Vue 3.2.0
- [heyui](https://github.com/heyui/heyui) - (https://www.heyui.top/en) - A Vue.js 2.0 UI Toolkit for Web.
- [Carvue.js](https://carvuejs.github.io/) - IBM's Carbon Design System for Vue.js
- [BalmUI](https://github.com/balmjs/balm-ui) - A modular and customizable UI library based on Material Design and Vue 3.0
- [Osiris UI](https://osiris-ui.github.io/osiris) - :art: A Vue.js 2.0 universal responsive UI component library
- [@Carbon/vue](https://github.com/carbon-design-system/carbon-components-vue) - Carbon Design System components from the @carbon team.
- [Inkline](https://github.com/inkline/inkline/) - Inkline is the intuitive UI Components library that gives you a developer-friendly foundation for building Vue.js 3 Design Systems.
- [MDBootstrap](https://github.com/mdbootstrap/Vue-Bootstrap-with-Material-Design) - Powerful UI toolkit based on the latest Bootstrap 4 and Vue 2.6.10, providing a set of slick, responsive page templates, layouts, components and widgets to rapidly build responsive, mobile-first websites and apps.
- [vue-material-adapter](https://github.com/pgbross/vue-material-adapter) - Integration of Material Components for Vue.js which follows the best practices recommended by Google: Using Foundations and Adapters
- [PrimeVue](https://primefaces.org/primevue) - The Most Complete UI Component Library for Vue
- [CoreUI for Vue.js](https://github.com/coreui/coreui-vue) - CoreUI for Vue.js is a UI Component Library that offers a bunch of cross-browser, responsive, and lightweight Vue.js UI components.
- [oruga](https://github.com/oruga-ui/oruga) - UI components for Vue.js without CSS framework dependency.
- [Wave UI](https://github.com/antoniandre/wave-ui) - An emerging UI framework for Vue.js with only the bright side. ☀
- [element3](https://github.com/kkbjs/element3) - A Vue.js 3.0 UI Toolkit for Web is based on element-ui
- [vuestic-ui](https://github.com/epicmaxco/vuestic-ui) - A Vue.js 3.0 UI customizable UI Framework.
- [Qui-max](https://github.com/Qvant-lab/qui-max) - A Vue 3.x Design System for Web
- [Naive UI](https://github.com/TuSimple/naive-ui) - A Vue 3 Component Library Fairly Complete, Customizable Themes, Uses TypeScript, Not Too Slow Kinda Interesting
- [Element Plus](https://github.com/element-plus/element-plus) - A Vue 3 UI Framework.
- [AgnosticUI](https://www.agnosticui.com/) - Accessible Vue 3 Component Primitives that also work with React, Svelte, and Angular!
- [Vexip UI](https://github.com/qmhc/vexip-ui) - A Vue 3 UI Library, Highly customizable property values, Full TypeScript, Performance should be good.
- [Anu](https://github.com/jd-solanki/anu) - Build better interfaces faster. DX focused utility based vue component library ⚛
- [Vue USWDS](https://github.com/patrickcate/vue-uswds) - A Vue.js implementation of the USWDS (U.S. Web Design System)
- [Vuetensils](https://vuetensils.com) - A 'naked' component library for building accessible, lightweight, bespoke applications.
- [Vuersatile Components](https://www.andres-brugarolas.com/vuersatile-components/) - A Vue 3 component library, with form self-validation and an SCSS framework integrated.
- [Prefect Design](https://prefect-design.netlify.app/) - Component library using Vue 3, Typescript & Tailwind.
- [Stellar UI](https://github.com/ManukMinasyan/stellar-ui) - Fully styled and customizable components for Vue 3.
- [Shadcn UI](https://github.com/radix-vue/shadcn-vue) - An unofficial, community-led Vue port of [shadcn/ui](https://github.com/shadcn-ui/ui) (re-usable components built with [Radix Vue](https://github.com/radix-vue/radix-vue) and [Tailwind CSS](https://github.com/tailwindlabs/tailwindcss)).
- [Inspira UI](https://inspira-ui.com/) - Open Source components to build stunning animated int


Question: How to: UI Components

Answer:
#### Table

_Tables / data grids_

- [ag-grid-vue](https://github.com/ag-grid/ag-grid) - Vue adaptor for ag-Grid.
- [vue-data-tables](https://github.com/njleonzhang/vue-data-tables) - Vue2.0 DataTables, based on element-ui.
- [vue-grid](https://github.com/dzwillia/vue-grid) - A flexible grid component for Vue.js
- [vue-easytable](https://github.com/huangshuwei/vue-easytable) - A powerful table components based on Vue2.x
- [vue-crud-x](https://github.com/ais-one/cookbook) - Extensible crud component using Vuetify layout, other than the usual page, sort, filter, it is able to do nested CRUD, custom forms, filters, operations.
- [Vue Datatable](https://github.com/laravel-enso/vuedatatable) - VueJS powered Datatable with Laravel server-side loading and JSON template setup
- [vue-cheetah-grid](https://github.com/future-architect/cheetah-grid) - A high-performance grid engine that work on a canvas for Vue.js.
- [vue-table-component](http://vue-table-component.spatie.be/) - A straight to the point Vue component to display tables.
- [@lossendae/vue-table](https://lossendae.github.io/vue-table) - Simple table component for Vue.js 2.x with pagination and sortable columns.
- [@marketconnect/vue-pivot-table](https://github.com/MarketConnect/vue-pivot-table) - A vue component for pivot table
- [vueye-datatable](https://github.com/boussadjra/vueye-table) - Vueye data table is a responsive data table component based on Vue.js 2, it organizes your data per pages in order to navigate easily.
- [fancy-grid-vue](https://github.com/FancyGrid/FancyGrid) - Vue adaptor for FancyGrid.
- [vue-quintable](https://github.com/Quintetio/vue-quintable) - A responsive and highly configurable table based on Vue 2.x and Bootstrap 4.x
- [vue-datagrid](https://github.com/revolist/vue-datagrid) - Vue grid wrapper for powerful webcomponent revo-grid with excel like rich edit and behavior.
- [vue-dataset](https://github.com/kouts/vue-dataset) - A set of Vue.js components to display datasets with filtering, paging, and sorting capabilities!
- [jz-gantt](https://github.com/jeremyjone/jz-gantt) - A high-performance Vue gantt component, which includes highly customizable table columns, dynamic update data, freely drag the progress bar, switch header, etc.
- [vue3-easy-data-table](https://github.com/HC200ok/vue3-easy-data-table) - A easy-to-use data table component made with Vue.js 3.x, referring to the API and UI of data table component in Vuetify 2.
- [tanstack-table](https://github.com/tanstack/table) - Headless UI for building powerful tables & datagrids.
- [vuetify-drilldown-table](https://github.com/webdevnerdstuff/vuetify-drilldown-table) - The Vuetify Drilldown Table is a powerful component that enhances the functionality of the Vuetify framework's v-data-table and v-data-table-server. It provides a recursive table structure, allowing you to display hierarchical data in a nested format.
- [vxe-table](https://github.com/x-extends/vxe-table) - Vue form/table solution.
- [hy-vue-gantt](https://github.com/Xeyos88/HyVueGantt) - A powerful and flexible Gantt chart component for Vue 3 applications.
- [Vue Pivottable](https://github.com/Seungwoo321/vue-pivottable) – A Vue 2 port of the jQuery-based PivotTable.js.
- [Vue3 Pivottable](https://github.com/vue-pivottable/vue3-pivottable) – A Vue 3 port of the jQuery-based PivotTable.js.
- [GridSheet](https://github.com/walkframe/gridsheet) - Highly customizable spreadsheet engine with formula support, multi-sheet references, and a Vue3 wrapper built on a Preact core.

#### Notification

_Toaster / snackbar — Notify the user with a modeless temporary little popup_

- [vue-easy-toast](https://github.com/noru/vue-easy-toast) - A toast plugin for vue/vue2.
- [vue-toast-notification](https://github.com/ankurk91/vue-toast-notification) - Yet another Vue.js Toast notification plugin.
- [VueToastify](https://github.com/nandi95/vue-toastify) - A fuss free notification component.
- [@kyvg/vue3-notification](https://github.com/kyvg/vue3-notification) - Vue 3 notification library
- [vue-global-alert-utility](https://github.com/RashadSaleh/vue-global-alert-utility) - A Vue.js global alert utility to replace vanilla JavaScript `alert` function with better user and developer experience, while keeping it as simple as possible.
- [notivue](https://github.com/smastrom/notivue) - Fully-featured notification system for Vue 3 and Nuxt 3.
- [Toastflow](https://github.com/adrianjanocko/toastflow) - 💡 Headless toast (notification) engine + Vue 3 renderer (TS-first, CSS-first theming, highly customizable).

#### Loader

_Loaders / spinners / progress bars — Let the user know that something is loading_

- [epic-spinners](https://github.com/epicmaxco/epic-spinners) - Easy to use css spinners collection with vue.js integration.
- [vue-loading-overlay](https://github.com/ankurk91/vue-loading-overlay) - Tiny full screen loading indicator
- [vue-ellipse-progress](https://github.com/setaman/vue-ellipse-progress) - A flexible Vue.js comp


Question: How to: UI Utilities

Answer:
#### Event Handling

_Handling of user events (scroll, click, key strike, ...)_

- [vue-global-events](https://github.com/shentao/vue-global-events/) – A component to handle global events (like shortcuts) using Vue’s event modifiers
- [vue-tabevents](https://github.com/Almoullim/vue-tabevents) – Easy communication between other opened tabs
- [vue-exit-intent](https://github.com/nickap/vue-exit-intent) - ✨ Vue Composable to handle user's Exit Intent.

#### Responsive Design

- [vue-responsive](https://github.com/reinerBa/Vue-Responsive): Vue.js(2.x) directive to hide/show HTML-elements with the Bootstrap 4, 3 or self defined breakpoints.

#### Form

- [Form Builder](https://github.com/laravel-enso/formbuilder) - Json template based form builder, based on Vue and Laravel.
- [vue-autofocus-directive](https://github.com/Botre/vue-autofocus-directive) - Vue autofocus directive.
- [FormKit](https://github.com/formkit/formkit) - Vue 3 form development. 10x faster. Form inputs, validation, submission, error handling, generation, accessibility, theming, and more.
- [vrf](https://github.com/dimailn/vrf) - Declarative scalable ui-agnostic markup-based Vue forms.
- [tracked-instance](https://github.com/rudnik275/tracked-instance) - Build large forms and track all changes.
- [Vorm](https://github.com/Flo0806/vorm) - A dynamic, schema-driven and fully validated form engine for Vue 3 with zero dependencies and full slot control.
- [VueFormify](https://github.com/mateenagy/vue-formify) - Build powerful, type-safe forms in Vue 3.
- [Enforma](https://encolajs.com/enforma/) - UI agnostic, schema-ready form library for Vue 3. 30+ built-in validation rules. UI presets for Vuetify, PrimeVue and Quasar
- [piying-view](https://github.com/piying-org/piying-view) - Frontend Form Solution; strongly typed; Vue 3

##### Validation

- [vee-validate](https://github.com/logaretm/vee-validate) - Simple Vue.js input validation plugin.
- [vuelidate](https://github.com/monterail/vuelidate) - Simple, lightweight model-based validation for Vue.js.
- [FormVuelar](https://github.com/janiskelemen/formvuelar) - Vue form components with server-side validation in mind
- [vue-final-validate](https://phphe.github.io/vue-final-validate/) - Vue validation solution from my development experience, support nested, async.
- [@vuito/vue](https://github.com/mathix420/vuito) - Simple, lightweight, isomorphic, and template-based validation library.
- [vue-tiny-validate](https://github.com/FrontLabsOfficial/vue-tiny-validate) - Tiny (2.5KB minified) Vue Validate Composition.
- [vest](https://github.com/ealush/vest) - 🦺 Declarative form validation framework inspired by unit testing.
- [vorms](https://github.com/Mini-ghost/vorms) - Vue Form Validate with Composition API.
- [regle](https://github.com/victorgarciaesgi/regle) - ✅ Headless form validation library for Vue.js.
- [validation-composable](https://github.com/nexxtmove/validation-composable) - ✅ Lightweight validation for Vue — just 40 lines of code.
- [vue-uform](https://github.com/tu6ge/vue-uform) - an component-first, unstyled, flexible form validation library for Vue 3

#### Resize

- [vue-not-visible](https://github.com/PxyUp/vue-not-visible) - Vue directive for removing from dom (like v-if) element on screen smaller than breakpoints.

#### Scroll

_Virtual scrollbar_

- [vuescroll](https://github.com/YvesCoding/vuescroll) - A scrolling plugin based on Vue.js for uniforming the scrolling in PC and mobile.

_Detect when components enter viewport_

- [vue-use-active-scroll](https://github.com/smastrom/vue-use-active-scroll) - Highlight Vue 3 menu/sidebar links without compromises.

#### Routing

- [vue-router](https://github.com/vuejs/vue-router) - The official router for Vue.js.
- [v-route-generate](https://github.com/weiquanju/v-route-generate) - A tool to generate routes for vue-router 4.x.
- [kitbag/router](https://github.com/kitbagjs/router) - A type safe router for vuejs
- [unplugin-vue-router](https://github.com/posva/unplugin-vue-router) - Next Generation file based typed routing for Vue Router.

#### Lazy Load

- [vue-lazy](https://github.com/bartdominiak/vue-lazy) - Lightweight Image/Picture lazyload based on Intersection API
- [vue3-lazyload](https://github.com/jambonn/vue-lazyload) - Vue module for lazy-loading images in your vue 3 applications.

#### Pagination

- [laravel-vue-semantic-ui-pagination](https://github.com/vinayakkulkarni/laravel-vue-semantic-ui-pagination) - A Vue.js 2.x pagination used with Laravel & Semantic-UI.
- [vue-paginate-al](https://github.com/alziqziq/vue-paginate-al) - Vue paginate with return your data.
- [vue-tiny-pagination](https://github.com/coderdiaz/vue-tiny-pagination) - A Vue component for create a tiny pagination.
- [laravel-vue-pagination](https://github.com/gilbitron/laravel-vue-pagination) - A Vue.js pagination component for Laravel paginators that works with Bootstrap.
- [vue-lpage](https://github.com/Botre/vue-lpage) - Low-level Vue pagination component.


Question: How to: Integrations

Answer:
_Integrate with services or other frameworks_

- [vue-recaptcha](https://github.com/DanSnow/vue-recaptcha) - Google reCAPTCHA component for Vue.js
- [vuefire](https://github.com/nigeltiany/vuefire) - Firebase for VueJS and Vuex
- [vue-postgrest](https://github.com/technowledgy/vue-postgrest) - Vue.js integration for postgREST: flexible, powerful and easy to use.
- [vue-tweet](https://github.com/DannyFeliz/vue-tweet) - Vue 3 component that let you embed tweets in your App by only giving the tweet id
- [vue-tg](https://github.com/deptyped/vue-telegram) - Telegram Web Apps integration for Vue 3.

#### Vue CLI Plugins

- [vue-cli-plugin-chrome-extension-cli](https://github.com/sanyu1225/vue-cli-plugin-chrome-extension-cli) - Vue CLI Plugin generate chrome extension template

##### Google Analytics

- [vue-gtag](https://github.com/MatteoGabriele/vue-gtag) - Global Site Tag plugin for Vue


Question: How to: Prerendering

Answer:
- [vue-genesis](https://github.com/fmfe/genesis) - 🔥Micro front end, micro service and lightweight solution based on Vue SSR🔥
[![CC0](https://i.creativecommons.org/p/zero/1.0/88x31.png)](https://creativecommons.org/publicdomain/zero/1.0/)


Question: How to: Supporters ❤

Answer:
|
Warp, the agentic terminal for developers
Available for MacOS, Linux, & Windows
|
|
| ---- | ---- |

----


Question: How to: Easily fine-tune 100+ large language models with zero-code [CLI](#quickstart) and [Web UI](#fine-tuning-with-llama-board-gui-powered-by-gradio)

Answer:
![GitHub Trend](https://trendshift.io/api/badge/repositories/4535)

👋 Join our [WeChat](https://github.com/hiyouga/llamafactory-community/blob/main/wechat/main.jpg), [NPU](https://github.com/hiyouga/llamafactory-community/blob/main/wechat/npu.jpg), [Lab4AI](https://github.com/hiyouga/llamafactory-community/blob/main/wechat/lab4ai.jpg), [LLaMA Factory Online](https://github.com/hiyouga/llamafactory-community/blob/main/wechat/online.jpg) user group.

\[ English | [中文](README_zh.md) \]

**Fine-tuning a large language model can be easy as...**

https://github.com/user-attachments/assets/3991a3a8-4276-4d30-9cab-4cb0c4b9b99e

Start local training:
- Please refer to [usage](#getting-started)

Start cloud training:
- **Colab (free)**: https://colab.research.google.com/drive/1eRTPn37ltBbYsISy9Aw2NuI2Aq5CQrD9?usp=sharing
- **PAI-DSW (free trial)**: https://gallery.pai-ml.com/#/preview/deepLearning/nlp/llama_factory
- **LLaMA Factory Online**: https://www.llamafactory.com.cn/?utm_source=LLaMA-Factory
- **Alaya NeW (cloud GPU deal)**: https://docs.alayanew.com/docs/documents/useGuide/LLaMAFactory/mutiple/?utm_source=LLaMA-Factory

Read technical notes:
- **Documentation (WIP)**: https://llamafactory.readthedocs.io/en/latest/
- **Documentation (AMD GPU)**: https://rocm.docs.amd.com/projects/ai-developer-hub/en/latest/notebooks/fine_tune/llama_factory_llama3.html
- **Official Blog**: https://blog.llamafactory.net/en/
- **Official Course**: https://www.lab4ai.cn/course/detail?id=7c13e60f6137474eb40f6fd3983c0f46&utm_source=LLaMA-Factory

> [!NOTE]
> Except for the above links, all other websites are unauthorized third-party websites. Please carefully use them.


Question: How to: Table of Contents

Answer:
- [Features](#features)
- [Blogs](#blogs)
- [Changelog](#changelog)
- [Supported Models](#supported-models)
- [Supported Training Approaches](#supported-training-approaches)
- [Provided Datasets](#provided-datasets)
- [Requirement](#requirement)
- [Getting Started](#getting-started)
  - [Installation](#installation)
  - [Data Preparation](#data-preparation)
  - [Quickstart](#quickstart)
  - [Fine-Tuning with LLaMA Board GUI](#fine-tuning-with-llama-board-gui-powered-by-gradio)
  - [LLaMA Factory Online](#llama-factory-online)
  - [Build Docker](#build-docker)
  - [Deploy with OpenAI-style API and vLLM](#deploy-with-openai-style-api-and-vllm)
  - [Download from ModelScope Hub](#download-from-modelscope-hub)
  - [Download from Modelers Hub](#download-from-modelers-hub)
  - [Use W&B Logger](#use-wb-logger)
  - [Use SwanLab Logger](#use-swanlab-logger)
- [Projects using LLaMA Factory](#projects-using-llama-factory)
- [License](#license)
- [Citation](#citation)
- [Acknowledgement](#acknowledgement)


Question: How to: Day-N Support for Fine-Tuning Cutting-Edge Models

Answer:
| Support Date | Model Name                                                           |
| ------------ | -------------------------------------------------------------------- |
| Day 0        | Qwen3 / Qwen2.5-VL / Gemma 3 / GLM-4.1V / InternLM 3 / MiniCPM-o-2.6 |
| Day 1        | Llama 3 / GLM-4 / Mistral Small / PaliGemma2 / Llama 4               |


Question: How to: Supported Models

Answer:
| Model                                                             | Model size                       | Template             |
| ----------------------------------------------------------------- | -------------------------------- | -------------------- |
| [BLOOM/BLOOMZ](https://huggingface.co/bigscience)                 | 560M/1.1B/1.7B/3B/7.1B/176B      | -                    |
| [DeepSeek (LLM/Code/MoE)](https://huggingface.co/deepseek-ai)     | 7B/16B/67B/236B                  | deepseek             |
| [DeepSeek 3-3.2](https://huggingface.co/deepseek-ai)              | 236B/671B                        | deepseek3            |
| [DeepSeek R1 (Distill)](https://huggingface.co/deepseek-ai)       | 1.5B/7B/8B/14B/32B/70B/671B      | deepseekr1           |
| [ERNIE-4.5](https://huggingface.co/baidu)                         | 0.3B/21B/300B                    | ernie_nothink        |
| [Falcon/Falcon H1](https://huggingface.co/tiiuae)                 | 0.5B/1.5B/3B/7B/11B/34B/40B/180B | falcon/falcon_h1     |
| [Gemma/Gemma 2/CodeGemma](https://huggingface.co/google)          | 2B/7B/9B/27B                     | gemma/gemma2         |
| [Gemma 3/Gemma 3n](https://huggingface.co/google)                 | 270M/1B/4B/6B/8B/12B/27B         | gemma3/gemma3n       |
| [GLM-4/GLM-4-0414/GLM-Z1](https://huggingface.co/zai-org)         | 9B/32B                           | glm4/glmz1           |
| [GLM-4.5/GLM-4.5(6)V](https://huggingface.co/zai-org)             | 9B/106B/355B                     | glm4_moe/glm4_5v     |
| [GPT-2](https://huggingface.co/openai-community)                  | 0.1B/0.4B/0.8B/1.5B              | -                    |
| [GPT-OSS](https://huggingface.co/openai)                          | 20B/120B                         | gpt_oss              |
| [Granite 3-4](https://huggingface.co/ibm-granite)                 | 1B/2B/3B/7B/8B                   | granite3/granite4    |
| [Hunyuan/Hunyuan1.5 (MT)](https://huggingface.co/tencent/)        | 0.5B/1.8B/4B/7B/13B              | hunyuan/hunyuan_small |
| [InternLM 2-3](https://huggingface.co/internlm)                   | 7B/8B/20B                        | intern2              |
| [InternVL 2.5-3.5](https://huggingface.co/OpenGVLab)              | 1B/2B/4B/8B/14B/30B/38B/78B/241B | intern_vl            |
| [Intern-S1-mini](https://huggingface.co/internlm/)                | 8B                               | intern_s1            |
| [Kimi-VL](https://huggingface.co/moonshotai)                      | 16B                              | kimi_vl              |
| [Ling 2.0 (mini/flash)](https://huggingface.co/inclusionAI)       | 16B/100B                         | bailing_v2           |
| [LFM 2.5 (VL)](https://huggingface.co/LiquidAI)                   | 1.2B/1.6B                        | lfm2/lfm2_vl         |
| [Llama](https://github.com/facebookresearch/llama)                | 7B/13B/33B/65B                   | -                    |
| [Llama 2](https://huggingface.co/meta-llama)                      | 7B/13B/70B                       | llama2               |
| [Llama 3-3.3](https://huggingface.co/meta-llama)                  | 1B/3B/8B/70B                     | llama3               |
| [Llama 4](https://huggingface.co/meta-llama)                      | 109B/402B                        | llama4               |
| [Llama 3.2 Vision](https://huggingface.co/meta-llama)             | 11B/90B                          | mllama               |
| [LLaVA-1.5](https://huggingface.co/llava-hf)                      | 7B/13B                           | llava                |
| [LLaVA-NeXT](https://huggingface.co/llava-hf)                     | 7B/8B/13B/34B/72B/110B           | llava_next           |
| [LLaVA-NeXT-Video](https://huggingface.co/llava-hf)               | 7B/34B                           | llava_next_video     |
| [MiMo](https://huggingface.co/XiaomiMiMo)                         | 7B/309B                          | mimo/mimo_v2         |
| [MiniCPM 4](https://huggingface.co/openbmb)                       | 0.5B/8B                          | cpm4                 |
| [MiniCPM-o-2.6/MiniCPM-V-2.6](https://huggingface.co/openbmb)     | 8B                               | minicpm_o/minicpm_v  |
| [MiniMax-M1/MiniMax-M2](https://huggingface.co/MiniMaxAI/models)  | 229B/456B                        | minimax1/minimax2    |
| [Ministral 3](https://huggingface.co/mistralai)                   | 3B/8B/14B                        | ministral3           |
| [Mistral/Mixtral](https://huggingface.co/mistralai)               | 7B/8x7B/8x22B                    | mistral              |
| [PaliGemma/PaliGemma2](https://huggingface.co/google)             | 3B/10B/28B                       | paligemma            |
| [Phi-3/Phi-3.5](https://huggingface.co/microsoft)                 | 4B/14B                           | phi                  |
| [Phi-3-small](https://huggingface.co/microsoft)                   | 7B                               | phi_small            |
| [Phi-


Question: How to: Supported Training Approaches

Answer:
| Approach               |     Full-tuning    |    Freeze-tuning   |       LoRA         |       QLoRA        |        OFT         |        QOFT        |
| ---------------------- | ------------------ | ------------------ | ------------------ | ------------------ | ------------------ | ------------------ |
| Pre-Training           | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: |
| Supervised Fine-Tuning | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: |
| Reward Modeling        | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: |
| PPO Training           | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: |
| DPO Training           | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: |
| KTO Training           | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: |
| ORPO Training          | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: |
| SimPO Training         | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: |

> [!TIP]
> The implementation details of PPO can be found in [this blog](https://newfacade.github.io/notes-on-reinforcement-learning/17-ppo-trl.html).