Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2401 | Unranked | gov-uk-design-system-mcpmcp · database | Enables searching and fetching GOV.UK Design System guidance via locally-crawled SQLite FTS5 data, with tools like search, fetch, and version. | No signals yet | No one-command install · Source | |
| 2402 | Unranked | mcp-crawl4ai2vectordbmcp · database | MCP server for crawling web documentation and storing it in a Supabase vector database. | No signals yet | No one-command install · Source | |
| 2403 | Unranked | ollqdmcp · database | Enables indexing and semantic search of codebases and documents via MCP, using Ollama embeddings and Qdrant vector store. | No signals yet | No one-command install · Source | |
| 2404 | Unranked | q1-crafter-mcpmcp · database | Automates academic research from multi-source discovery across 18 databases to APA 7-formatted .docx output, with analysis and visualization tools. | No signals yet | No one-command install · Source | |
| 2405 | Unranked | frankiefinmcp · database | Enables identity verification by checking name, address, and date of birth against national databases. | No signals yet | No one-command install · Source | |
| 2406 | Unranked | mcp-recruitment-pipelinemcp · database | Turns a recruitment database into an AI-queryable pipeline, enabling natural language queries to search contractors, build shortlists, draft outreach… | No signals yet | No one-command install · Source | |
| 2407 | Unranked | postgres-mcp-server-2mcp · database | Acts as a secure bridge connecting PostgreSQL databases to AI models, enabling natural language querying, schema analysis, and controlled write… | No signals yet | No one-command install · Source | |
| 2408 | Unranked | nvim-markdown-notes-memgraphmcp · database | Enables AI assistants to query and interact with a graph database of markdown notes, extracting entities like wikilinks, mentions, and hashtags. | No signals yet | No one-command install · Source | |
| 2409 | Unranked | finance-appmcp · database | Double-entry accounting service for personal finance with MCP tools, enabling AI agents to manage accounts, transactions, budgets, and analytics via… | No signals yet | No one-command install · Source | |
| 2410 | Unranked | appointment-scheduler-mcp-servermcp · database | A Model Context Protocol (MCP) server that connects to a PostgreSQL database to manage appointment scheduling. | No signals yet | No one-command install · Source | |
| 2411 | Unranked | sql-server-mcp-servermcp · database | Enables AI agents to inspect schemas, analyze performance, check security, and troubleshoot SQL Server 2019+ databases through a safe, controlled… | No signals yet | No one-command install · Source | |
| 2412 | Unranked | mcp-supabase-servermcp · database | MCP server for Supabase database and storage operations, enabling querying, inserting, updating, deleting rows, schema introspection, and file storage… | No signals yet | No one-command install · Source | |
| 2413 | Unranked | chu2bard-postgresmcp · database | PostgreSQL database integration with SQL query execution, schema exploration, query plan analysis, and DDL migration. | No signals yet | No one-command install · Source | |
| 2414 | Unranked | mcp-jp-ftsmcp · database | Enables Japanese full-text search on local text files using SQLite FTS5 and SudachiPy. Supports indexing directories, searching with morphological… | No signals yet | No one-command install · Source | |
| 2415 | Unranked | notion-local-mcpmcp · database | Reads the local SQLite cache of the Notion desktop app to enable fast, offline search and retrieval of Notion pages from Claude. | No signals yet | No one-command install · Source | |
| 2416 | Unranked | sport-supplements-e-commerce-mcp-servermcp · database | Connects LLMs to a PostgreSQL e-commerce database for sports supplements, enabling natural language product search, order management, and customer… | No signals yet | No one-command install · Source | |
| 2417 | Unranked | konect-database-mcp-servermcp · database | Enables querying MongoDB collections from the Drivio application using Mongoose models, with support for filters, sorting, pagination, and population. | No signals yet | No one-command install · Source | |
| 2418 | Unranked | anses-ciqual-mcp-servermcp · database | Provides SQL access to the ANSES Ciqual French food composition database, enabling query of nutritional data for over 3,000 foods with full-text… | No signals yet | No one-command install · Source | |
| 2419 | Unranked | memdbmcp · database | A SQLite-backed MCP memory server providing persistent memory storage with full-text search and knowledge graph capabilities for AI assistants. | No signals yet | No one-command install · Source | |
| 2420 | Unranked | mcp-commsmcp · database | Enables multiple AI agents to communicate and coordinate via a shared SQLite-backed message log, supporting directed messages, broadcasts, and session… | No signals yet | No one-command install · Source | |
| 2421 | Unranked | mcp-bitsightmcp · database | Exposes BitSight Security Ratings as tools for AI assistants, enabling queries on company security scores, company search, details, vulnerabilities… | No signals yet | No one-command install · Source | |
| 2422 | Unranked | mysql-mcp-zagmcp · database | Enables SQL query execution and database structure browsing via MCP tools and resources. | No signals yet | No one-command install · Source | |
| 2423 | Unranked | inject-bendermcp · database | Transforms malicious input (e.g., SQL injection, XSS) into absurd hiking boot advertisements, confusing attackers while logging everything. | No signals yet | No one-command install · Source | |
| 2424 | Unranked | nckhemanth0-subscription-tracker-mcpmcp · database | MCP server for intelligent subscription management with Gmail + MySQL integration. | No signals yet | No one-command install · Source | |
| 2425 | Unranked | pdf-rag-mcp-servermcp · database | A Model Context Protocol (MCP) server that provides powerful RAG (Retrieval-Augmented Generation) capabilities for PDF documents. This server uses… | No signals yet | No one-command install · Source | |
| 2426 | Unranked | motherduck-duckdb-mcp-servermcp · database | A local MCP server implementation that interacts with DuckDB and MotherDuck databases, providing SQL analytics capabilities to AI Assistants and IDEs. | No signals yet | No one-command install · Source | |
| 2427 | Unranked | legion-database-mcp-servermcp · database | A unified MCP server for querying and managing multiple database types (PostgreSQL, MySQL, SQL Server, etc.) via natural language through AI… | No signals yet | No one-command install · Source | |
| 2428 | Unranked | sf-graphmcp · database | Maps Salesforce metadata into a Neo4j graph database, enabling AI agents to reason about schema and generate accurate SOQL queries. | No signals yet | No one-command install · Source | |
| 2429 | Unranked | local-bi-assistant-mcp-servermcp · database | Enables natural language business intelligence queries on local databases, generating SQL, visualizations, and insights with 5 MCP tools. | No signals yet | No one-command install · Source | |
| 2430 | Unranked | cubrid-mcp-servermcp · database | MCP server for CUBRID databases that enables schema exploration and read-only SQL queries with policy controls. | No signals yet | No one-command install · Source | |
| 2431 | Unranked | claude-multi-database-mcp-servermcp · database | An MCP server that enables Claude to query multiple databases (PostgreSQL, ClickHouse, MaxCompute) with automatic schema discovery and intelligent… | No signals yet | No one-command install · Source | |
| 2432 | Unranked | postgresql-mcp-server-read-writemcp · database | Supports CRUD and DDL operations on PostgreSQL databases via MCP, enabling query, insert, update, delete, and schema changes through natural language. | No signals yet | No one-command install · Source | |
| 2433 | Unranked | gcp-mcpmcp · database | Enables managing Google Cloud Platform (GCP) resources through natural language commands, including compute instances, storage, databases, and… | No signals yet | No one-command install · Source | |
| 2434 | Unranked | hephaestus-docker-powermcp · database | Provides MCP tools for setting up and managing Hephaestus development environment with Docker containers, including starting/stopping services… | No signals yet | No one-command install · Source | |
| 2435 | Unranked | mysql-mcp-server-2mcp · database | Provides read-only access to MySQL database schema and sample data, offering tools to list tables, get schema, and fetch sample rows for safe backend… | No signals yet | No one-command install · Source | |
| 2436 | Unranked | context-db-mcpmcp · database | Stores and retrieves project context using OpenAI vector stores, enabling AI editors to remember and recall project knowledge across sessions. | No signals yet | No one-command install · Source | |
| 2437 | Unranked | vercel-mcp-memorymcp · database | Enables semantic memory storage and retrieval with natural language queries, deployed on Vercel with PostgreSQL pgvector and OpenAI embeddings. | No signals yet | No one-command install · Source | |
| 2438 | Unranked | codeabien-nest-mcp-postgresqlmcp · database | Enables interaction with a PostgreSQL database via MCP, using Docker and NestJS for AI-powered database operations. | No signals yet | No one-command install · Source | |
| 2439 | Unranked | neerajg03-vector-memorymcp · database | Semantic document memory using Redis vector store | No signals yet | No one-command install · Source | |
| 2440 | Unranked | codebrain-mcp-servermcp · database | Enables semantic code search across codebases using AI embeddings and vector similarity, integrated with Claude Desktop and Cursor. | No signals yet | No one-command install · Source | |
| 2441 | Unranked | mysql-mcp-toolmcp · database | Enables AI models to interact with MySQL databases through MCP protocol, supporting queries, table schema inspection, and data manipulation… | No signals yet | No one-command install · Source | |
| 2442 | Unranked | paper-intelligencemcp · database | A local-first database and assistant layer for organizing, analyzing, and retrieving research papers efficiently. | No signals yet | No one-command install · Source | |
| 2443 | Unranked | redis-mcp-servermcp · database | Enables AI agents to manage and search data in Redis using natural language. Supports hashes, lists, sets, sorted sets, streams, JSON, and vector… | No signals yet | No one-command install · Source | |
| 2444 | Unranked | context-portal-mcp-conportmcp · database | A database-backed MCP server that acts as a project memory bank, enabling AI assistants to store, retrieve, and search structured context like… | No signals yet | No one-command install · Source | |
| 2445 | Unranked | vikingdb-mcp-servermcp · database | Enables interaction with VikingDB, a high-performance vector database, for storing and searching vector data via natural language. | No signals yet | No one-command install · Source | |
| 2446 | Unranked | turso-mcp-servermcp · database | Enables SQL queries, table listing, schema description, and data retrieval with pagination on Turso (libSQL) databases. | No signals yet | No one-command install · Source | |
| 2447 | Unranked | hkc-memory-servermcp · database | An MCP server for managing persistent AI memory using hybrid search (keyword + semantic vector) with SQLite storage and offline-first local… | No signals yet | No one-command install · Source | |
| 2448 | Unranked | knowledge-mgmtmcp · database | Enables uploading, organizing, and semantically searching documents with support for various file types and embedding providers. | No signals yet | No one-command install · Source | |
| 2449 | Unranked | trip-tracker-mcp-servermcp · database | A Model Context Protocol (MCP) server that provides access to a trip tracking SQLite database. This server enables AI assistants to query and manage… | No signals yet | No one-command install · Source | |
| 2450 | Unranked | azure-sql-mcp-servermcp · database | Enables querying, exploring, and interacting with Azure SQL databases through MCP-compatible clients like Claude Desktop. | No signals yet | No one-command install · Source | |
| 2451 | Unranked | pgvector-mcp-servermcp · database | Enables AI assistants to manage vector collections and perform similarity search using PostgreSQL and pgvector, with integration to DashScope text… | No signals yet | No one-command install · Source | |
| 2452 | Unranked | simple-snowflake-mcpmcp · database | Enables natural language querying and management of Snowflake databases, including SQL execution, schema exploration, and warehouse monitoring. | No signals yet | No one-command install · Source | |
| 2453 | Unranked | mcp-server-sqlitemcp · database | A comprehensive Model Context Protocol (MCP) server for SQLite database operations. This server enables AI assistants to interact with SQLite… | No signals yet | No one-command install · Source | |
| 2454 | Unranked | mariadb-mcpmcp · database | MCP server for interacting with MariaDB databases, supporting standard SQL operations and optional vector/embedding search. | No signals yet | No one-command install · Source | |
| 2455 | Unranked | mcp-smanettingmcp · database | Data integration service using MCP | No signals yet | No one-command install · Source | |
| 2456 | Unranked | kimi-k2-heavy-processor-mcpmcp · database | Enables heavy computation and data processing tasks in Claude Desktop, including complex SQL operations, large-scale data transformations, and… | No signals yet | No one-command install · Source | |
| 2457 | Unranked | mcp-mysql-database-servicemcp · database | Provides MySQL database query capabilities through MCP protocol, enabling AI assistants to retrieve table metadata, execute SQL queries, and manage… | No signals yet | No one-command install · Source | |
| 2458 | Unranked | rag-database-with-model-context-protocol-mcp-servermcp · database | Enables AI assistants like Claude, ChatGPT, and Gemini to search and query local PDF documents using natural language through vector embeddings and… | No signals yet | No one-command install · Source | |
| 2459 | Unranked | postgres-mcpmcp · database | Enables Claude to interact with a local PostgreSQL database through SQL queries, schema inspection, and CRUD operations. | No signals yet | No one-command install · Source | |
| 2460 | Unranked | mxhero-mail2cloud-advancedmcp · database | Integrates with mxHERO's Mail2Cloud Advanced service to search across massive multi-account email repositories using vector database technology… | No signals yet | No one-command install · Source | |
| 2461 | Unranked | neo4j-mcp-readonlymcp · database | Enables read-only access to Neo4j databases via the Model Context Protocol, allowing safe Cypher queries, schema exploration, and database statistics. | No signals yet | No one-command install · Source | |
| 2462 | Unranked | universal-mcp-server-javamcp · database | A universal Model Context Protocol server in Java, enabling interaction with multiple LLMs (OpenAI, Gemini, Hugging Face) and databases (MongoDB)… | No signals yet | No one-command install · Source | |
| 2463 | Unranked | mcp-postgres-servermcp · database | MCP server providing PostgreSQL and Vertica database access with tools for querying, listing tables, and testing connections. | No signals yet | No one-command install · Source | |
| 2464 | Unranked | postgres-mcp-3mcp · database | MCP server for PostgreSQL that enables Cursor and other MCP clients to execute SQL queries, list tables, and explore database schemas via HTTP. | No signals yet | No one-command install · Source | |
| 2465 | Unranked | mcp-bigquery-dryrunmcp · database | Validates BigQuery SQL syntax and performs dry-run analysis without executing queries, providing cost estimates, referenced tables, and schema… | No signals yet | No one-command install · Source | |
| 2466 | Unranked | remote-postgresql-mcp-server-with-authmcp · database | Enables users to interact with PostgreSQL databases through natural language, with GitHub OAuth authentication and role-based access control. | No signals yet | No one-command install · Source | |
| 2467 | Unranked | mcp-csv-databasemcp · database | Loads CSV files into a temporary SQLite database and provides comprehensive data analysis tools via MCP, enabling AI assistants to query, analyze, and… | No signals yet | No one-command install · Source | |
| 2468 | Unranked | qdrant-llamaindex-mcp-servermcp · database | An MCP server for querying and managing LlamaIndex documents stored in Qdrant vector databases, with automatic embedding model detection and extensive… | No signals yet | No one-command install · Source | |
| 2469 | Unranked | mcp-ms-sql-servermcp · database | A Model Context Protocol (MCP) server for Microsoft SQL Server that provides tools for database operations, data analysis, and visualization… | No signals yet | No one-command install · Source | |
| 2470 | Unranked | cursor-plan-executormcp · database | A Model Context Protocol server for Cursor that manages and executes task plans with SQLite3-based CRUD operations, status tracking, and workflow… | No signals yet | No one-command install · Source | |
| 2471 | Unranked | athena-mcpmcp · database | Enables users to execute SQL queries, manage workgroups, databases, tables, and named queries in AWS Athena through natural language. | No signals yet | No one-command install · Source | |
| 2472 | Unranked | bookmarkmemorymcp · database | Enables semantic search and retrieval of bookmarked URLs content using vector embeddings, with support for multiple backends and AI assistant… | No signals yet | No one-command install · Source | |
| 2473 | Unranked | melihbirim-postgresqlmcp · database | Connects to PostgreSQL databases for executing SQL queries, retrieving table schemas, and performing database operations for data analysis and… | No signals yet | No one-command install · Source | |
| 2474 | Unranked | cloudflare-postgresql-mcp-servermcp · database | Enables chatting with PostgreSQL databases via MCP tools, with GitHub OAuth authentication and role-based write access, deployable on Cloudflare… | No signals yet | No one-command install · Source | |
| 2475 | Unranked | schema-lint-mcpmcp · database | Validates schema files against customizable lint rules using Claude or Gemini AI, supporting JSON and SQL schemas with rules for naming, structure… | No signals yet | No one-command install · Source | |
| 2476 | Unranked | historymcpmcp · database | Provides AI assistants access to browser history from SQLite databases, enabling reading and analysis of the last 100 visited URLs. | No signals yet | No one-command install · Source | |
| 2477 | Unranked | memcpmcp · database | Provides persistent memory for AI assistants like Claude, storing and retrieving information across conversations using a local SQLite database. | No signals yet | No one-command install · Source | |
| 2478 | Unranked | mongodb-that-works-mcp-servermcp · database | Enables interaction with MongoDB databases through CRUD operations, aggregation, and schema discovery, with automatic field validation and ObjectId… | No signals yet | No one-command install · Source | |
| 2479 | Unranked | chatsql-mcp-servermcp · database | Enables natural language queries to PostgreSQL by converting questions to SQL using Google Gemini and executing via FastMCP. | No signals yet | No one-command install · Source | |
| 2480 | Unranked | vast-db-mcp-servermcp · database | Enables AI agents to securely query VAST Data databases for schema, metadata, and sample data via read-only SQL and MCP resources. | No signals yet | No one-command install · Source | |
| 2481 | Unranked | mcp-server-6mcp · database | An MCP server that integrates with LangChain and ChromaDB to provide documentation search for AI libraries and vector database management. | No signals yet | No one-command install · Source | |
| 2482 | Unranked | mongo-mcpmcp · database | Enables CRUD operations on MongoDB databases and collections, including listing databases and collections, via MCP tools. | No signals yet | No one-command install · Source | |
| 2483 | Unranked | database-agentmcp · database | Database Agent using A2A architecture | No signals yet | No one-command install · Source | |
| 2484 | Unranked | mcp-server-duckdbmcp · database | Enables LLMs to interact with DuckDB databases through MCP tools for SQL queries, table management, data import/export, and schema inspection, with… | No signals yet | No one-command install · Source | |
| 2485 | Unranked | h4ck4life-mssqlmcp · database | Enables read-only SQL queries against Microsoft SQL Server databases with configurable timeouts, connection pooling, and write operation detection for… | No signals yet | No one-command install · Source | |
| 2486 | Unranked | sengokudaikon-perplexitymcp · database | Integrates with Perplexity AI to provide coding assistance and maintain persistent conversations through ask_perplexity for technical solutions and… | No signals yet | No one-command install · Source | |
| 2487 | Unranked | a21071-postgresmcp · database | Provides type-safe PostgreSQL database integration for user data management through robust CRUD operations with TypeScript and Prisma, enabling… | No signals yet | No one-command install · Source | |
| 2488 | Unranked | vazylin1124-mongodbmcp · database | Provides a bridge to MongoDB databases for executing document queries and establishing database connections with configurable collection targeting and… | No signals yet | No one-command install · Source | |
| 2489 | Unranked | manpreet2000-mongodb-databasemcp · database | Provides a bridge between MongoDB databases and natural language, enabling collection listing, document querying, record manipulation, and aggregate… | No signals yet | No one-command install · Source | |
| 2490 | Unranked | zalab-mysqlmcp · database | Enables direct interaction with MySQL databases through TypeScript tools for executing SQL queries, checking connectivity, and managing database… | No signals yet | No one-command install · Source | |
| 2491 | Unranked | imatrixme-pocketbasemcp · database | Provides direct access to PocketBase databases with tools for collection management, record operations, user authentication, and database… | No signals yet | No one-command install · Source | |
| 2492 | Unranked | akhidastech-github-agentic-chatmcp · database | Integrates with GitHub's API to enable natural language interaction with repositories, offering tools for searching, creating issues, and performing… | No signals yet | No one-command install · Source | |
| 2493 | Unranked | vivek1612-mongodbmcp · database | Enables direct interaction with MongoDB databases for querying, modifying, and managing collections, documents, and indexes using MongoDB's native… | No signals yet | No one-command install · Source | |
| 2494 | Unranked | jasonsmiff-albacoremcp · database | Lightweight TypeScript server with Ollama integration that enables local text generation, embedding services, and optional Supabase database support… | No signals yet | No one-command install · Source | |
| 2495 | Unranked | neo4j-graph-databasemcp · database | Connects AI systems to Neo4j graph databases for executing Cypher queries, exploring database schemas, and performing complex graph analysis tasks… | No signals yet | No one-command install · Source | |
| 2496 | Unranked | enemyrr-mysql-databasemcp · database | Enables direct MySQL database operations including query execution, schema management, and table information retrieval with built-in security features… | No signals yet | No one-command install · Source | |
| 2497 | Unranked | gravityphone-grey-swan-llm-safetymcp · database | Provides a MongoDB-integrated platform for systematically documenting and analyzing AI safety challenges, tracking LLM vulnerabilities through… | No signals yet | No one-command install · Source | |
| 2498 | Unranked | amornpan-mysqlmcp · database | Provides a MySQL database interaction server that enables listing tables, reading contents, and executing SQL queries through flexible tool… | No signals yet | No one-command install · Source | |
| 2499 | Unranked | benborla-mysql-explorermcp · database | Provides read-only access to MySQL databases for schema inspection and safe query execution, enabling database exploration and data analysis without… | No signals yet | No one-command install · Source | |
| 2500 | Unranked | 3202336152-oraclemcp · database | Connects to Oracle databases for queries and data operations. | No signals yet | No commit datelisted | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.