Database

An Enterprise-grade AI Task Management system architected with a distributed event-driven approach. Built using Next.js, FastAPI, Kubernetes, Kafka, and Dapr with a custom MCP-powered AI Agent.

by Murad-Hasil

# TopYappers Social media intelligence for AI agents. Access viral content discovery, influencer search across TikTok, Instagram & YouTube, and trending song charts — all through a single MCP connection. ## What it does TopYappers gives AI agents real-time access to social media data across three domains: - **Viral Content** — Discover trending TikTok posts filtered by category, country, virality score (views÷followers), date range, music/sound, and opening hooks. Understand what's going viral and why. - **Creators & Influencers** — Search a database of 30M+ creators across TikTok, Instagram, and YouTube using 20+ filters including AI-analyzed niches, promoted products, follower ranges, engagement rates, country, language, and hashtags. Creator search is free — you only pay when fetching full profiles. - **Trending Songs** — Access weekly song chart rankings by country, track new chart entries, search by title or artist, view historical performance, and compare charts week-over-week. ## Tools | Tool | Description | Cost | |------|-------------|------| | `search_viral_content` | Find viral TikTok posts by category, country, views, virality score, dates, music, hooks | 1 credit/result | | `search_creators` | Search influencers across TikTok, Instagram, YouTube with 20+ filters | **Free** | | `get_creator_profiles` | Fetch full creator profiles — followers, engagement, email, bio, niches, promoted products | 1 credit/creator | | `search_videos` | Search videos by engagement metrics, hashtags, text in descriptions | 1 credit/video | | `get_song_rankings` | Country or global trending song chart rankings | 10 credits | | `get_new_song_entries` | Newly charting songs that just entered rankings | 10 credits | | `search_songs` | Search songs by title or artist name | 10 credits | | `get_song_history` | Track a song's chart performance over time | 10 credits | | `compare_song_rankings` | Compare song charts between two weeks | 10 credits | | `get_song_countries` | List available countries for song data | 10 credits | | `get_song_weeks` | List available weeks for a country | 10 credits | ## Use cases - **Influencer marketing** — Find creators in specific niches who match a brand's target audience, with contact emails and engagement data - **Content strategy** — Analyze what's going viral in your category to inform content creation - **Trend monitoring** — Track trending songs and sounds before they peak, ideal for music marketing and content timing - **Competitive intelligence** — Discover which products competitors are promoting through influencers - **Market research** — Understand engagement patterns across countries, categories, and platforms ## Key features - **Credit-efficient design** — Creator search is free; agents find matching IDs first, then only fetch profiles for relevant creators - **Rich filtering** — 20+ filters for creators including AI-analyzed `nichesToPromote` for semantic niche matching - **Cross-platform** — Single interface for TikTok, Instagram, and YouTube data - **Built-in agent guidance** — Includes detailed instructions and prompt templates to help agents use tools effectively - **No data stored** — API keys are forwarded as Bearer tokens; nothing is stored on the server ## Authentication Requires a TopYappers API key passed as a Bearer token in the `Authorization` header. Get a key at [topyappers.com/profile](https://www.topyappers.com/profile). ## Links - [TopYappers Platform](https://www.topyappers.com) - [API Documentation](https://docs.topyappers.com) - [MCP Documentation](https://www.topyappers.com/mcp) - [GitHub](https://github.com/topyappers/topyappers-mcp)

SEP490 - Torii Nihongo - WebRTC-based live classes and FastMCP-powered AI feedback solution for a Japanese Learning Center

by slientlamp

Generates and manages production-ready Java multi-module Maven projects with database, messaging, and CI/CD configurations.

by arianlopezc

Personal expense tracking and financial management through SQLite database operations.

MCP server for Treasure Data - Query and interact with TD through Model Context Protocol

by xerial

Stores and retrieves programming error knowledge through vector similarity search, enabling development teams to build a shared database of errors and solutions.

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Trivia MCP — wraps Open Trivia Database (free, no auth)

by pipeworx-io

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by raeudigerRaeffi

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by tursodatabase

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by zhkl0228

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by MrJohn91

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by Anarkh-Lee

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by pipeworx-io

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by uscensusbureau

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by mrexodia

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by LSTM-Kirigaya

MCP server for VeDB MySQL

Enable seamless interaction with Vertica databases by executing SQL queries, managing schema details, and handling large data streams efficiently. Manage database connections securely with support for SSL/TLS and fine-grained operation permissions. Streamline database operations and schema inspections directly from your MCP client.

Cognitive memory for AI agents — FSRS-6 spaced repetition, 29 brain modules, 3D dashboard, single 22MB Rust binary. MCP server for Claude, Cursor, VS Code, Xcode, JetBrains.

by samvallad33