Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1101 | 32.223 | aojiaoxiaolinlin-bevy-docsmcp · database | Semantic search for Bevy game engine documentation using vector embeddings and Milvus database. | 2 stars | No one-command install · Source | |
| 1101 | 32.223 | khushi-c-sharma-expense-trackermcp · database | Personal expense tracking system using SQLite that enables adding, categorizing, and analyzing financial transactions with detailed category… | 2 stars | No one-command install · Source | |
| 1101 | 32.223 | mcp-data-lensmcp · database | Enables users to ask questions about their spreadsheets in plain English and receive instant answers using DuckDB-powered analytics, supporting… | 2 stars | No one-command install · Source | |
| 1101 | 32.223 | unmarco-supataskmcp · database | Redis-based task management system with CRUD operations, time tracking, activity logging, and filtering capabilities | 2 stars | No one-command install · Source | |
| 1101 | 32.223 | cnzhangxy51-sqlite-toolmcp · database | Provides SQLite database management with specialized delete functionality including safety controls and conditional filtering | 2 stars | No one-command install · Source | |
| 1101 | 32.223 | blackdesert5410-mysqlmcp · database | Connects to MySQL databases through command-line credentials for secure database operations, query execution, and schema management without exposing… | 2 stars | No one-command install · Source | |
| 1101 | 32.223 | db-assistant-mcp-servermcp · database | Enables natural language performance analysis and optimization of AWS Aurora MySQL databases, using AI (Bedrock, Claude) and RAG to generate HTML… | 2 stars | No one-command install · Source | |
| 1101 | 32.223 | artl-mcpmcp · database | Enables comprehensive scientific literature retrieval and analysis through Europe PMC, PubMed, and other databases, supporting metadata extraction… | 2 stars | No one-command install · Source | |
| 1101 | 32.223 | gyzhang-loan-credit-managementmcp · database | Provides loan and credit management system access through Spring Boot application with H2 database, enabling financial institutions to perform credit… | 2 stars | No one-command install · Source | |
| 1101 | 32.223 | cdata-zoho-creatormcp · database | Connects to Zoho Creator databases via JDBC to enable SQL querying, table exploration, and metadata retrieval with dynamic schema discovery and… | 2 stars | No one-command install · Source | |
| 1101 | 32.223 | cdata-jdbc-database-bridgemcp · database | Provides a generic bridge to any JDBC-compatible data source, enabling natural language querying of databases through table discovery, schema… | 2 stars | No one-command install · Source | |
| 1101 | 32.223 | cdata-jdbc-database-connectormcp · database | Connects to any JDBC-compliant database through configurable drivers and connection URLs, enabling SQL query execution, table discovery, and schema… | 2 stars | No one-command install · Source | |
| 1101 | 32.223 | patrickfreyer-snowflakemcp · database | Integrates with Snowflake data warehouses to execute SELECT queries, explore database schemas, and retrieve table metadata with built-in SQL injection… | 2 stars | No one-command install · Source | |
| 1101 | 32.223 | radup-sigmund-postgresql-bankingmcp · database | Integrates with PostgreSQL databases to provide banking transaction analysis, account balance monitoring, spending insights, and cashflow reporting… | 2 stars | No one-command install · Source | |
| 1101 | 32.223 | pavansomisetty21-mongodbmcp · database | Provides schema-enforced MongoDB database operations with collection management, document CRUD operations, and dynamic validation using Pydantic… | 2 stars | No one-command install · Source | |
| 1101 | 32.223 | dacort-mcpluckermcp · database | Provides direct access to DuckDB's analytical capabilities through file loading, table management, schema inspection, and SQL query execution for fast… | 2 stars | No one-command install · Source | |
| 1101 | 32.223 | apple-ecosystemmcp · database | Integrates with macOS applications including Messages, Contacts, Notes, Mail, Reminders, Calendar, and Maps through AppleScript automation and direct… | 2 stars | No one-command install · Source | |
| 1101 | 32.223 | atlas-vector-search-docsmcp · database | Provides semantic search and document retrieval using MongoDB Atlas Vector Search with Voyage AI embeddings, enabling intelligent querying across… | 2 stars | No one-command install · Source | |
| 1101 | 32.223 | alc6-mig2schemamcp · database | Extracts database schema from PostgreSQL migration files by running them in temporary containers and outputting human-readable schema information or… | 2 stars | No one-command install · Source | |
| 1101 | 32.223 | zhengwanbo-oracle-databasemcp · database | Connects to Oracle databases with intelligent caching and lazy loading to provide schema exploration, query execution with explain plans, and… | 2 stars | No one-command install · Source | |
| 1101 | 32.223 | floatdreamwithsong-mysql-qwen-managermcp · database | Provides MySQL database management through natural language interfaces, enabling users to query, manipulate schemas, and analyze data using… | 2 stars | No one-command install · Source | |
| 1101 | 32.223 | rag-contextmcp · database | Provides persistent memory and context management using local vector storage and SQLite database, enabling semantic search and indexed retrieval of… | 2 stars | No one-command install · Source | |
| 1101 | 32.223 | medium-acceleratormcp · database | Accelerates Medium article research by extracting article links from archive pages, scraping full content for summarization, and maintaining a… | 2 stars | No one-command install · Source | |
| 1101 | 32.223 | ratchanonth60-postgresql-database-explorermcp · database | Enables AI systems to query and explore PostgreSQL databases with tools for schema exploration, data searching, and executing safe SQL queries | 2 stars | No one-command install · Source | |
| 1101 | 32.223 | sndani-weaviatemcp · database | Provides a flexible vector database system for storing, searching, and retrieving persistent memories and structured knowledge across conversation… | 2 stars | No one-command install · Source | |
| 1101 | 32.223 | mcp-zoteromcp · database | Enables interaction with Zotero libraries for searching, managing collections, items, tags, and attachments, plus optional semantic search across PDFs… | 2 stars | No commit datelisted | No one-command install · Source |
| 1101 | 32.223 | sascodiego-knowledge-graphmcp · database | Builds and maintains a knowledge graph of code entities, relationships, and Git history using Kuzu database to provide codebase analysis… | 2 stars | No commit datelisted | No one-command install · Source |
| 1101 | 32.223 | statsource-analyticsmcp · database | Integrates with statistical and machine learning tools to perform data analysis, calculations, and time-series forecasting on user data from various… | 2 stars | No commit datelisted | No one-command install · Source |
| 1129 | 29.013 | omnifocus-mcpmcp · database | Enables AI assistants to read and write to OmniFocus database, allowing natural language task management, project creation, and GTD workflows. | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | mcp-eu-compliancemcp · database | MCP server for EU compliance grounding (GDPR, AI Act, DORA, NIS2, eIDAS 2.0, CRA) — verbatim retrieval from a local SQLite FTS5 index. | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | atomno-labs-mcp-egrulmcp · database | Russian state registries EGRUL (legal entities) and EGRIP (individual entrepreneurs), built on official Federal Tax Service open-data dumps… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | delx-memorymcp · database | Local-first persistent memory MCP: shared SQLite key/value store, searchable, TTL-aware and secret-safe. | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | cyanheads-nist-nvdmcp · database | Search and audit NIST National Vulnerability Database CVEs by keyword, severity, CWE, CISA KEV status, and CPE. | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | bricks-and-contextmcp · database | Enables AI assistants to interact with Databricks workspaces, running SQL queries, managing jobs, and exploring schemas via the Model Context… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | sqlmate-mcpmcp · database | Zero-config SQL database MCP server with a browser GUI that connects Claude to MySQL, MariaDB, SQLite, and MSSQL databases. | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | knowledge-basemcp · database | A knowledge base MCP server that aggregates team knowledge from multiple sources into Postgres. It provides hybrid search (full-text + vector + RRF)… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | ctxdmcp · database | A vendor-neutral, release-aware context contract and MCP runtime that provides reliable data agents with compact metadata, semantic definitions, and… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | perseus-vaultmcp · database | An encrypted, local-first memory server for AI agents that uses SQLite + FTS5 hybrid search, keeping memory off the GPU to maximize HBM for inference. | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | mcp-sql-server-2mcp · database | A Model Context Protocol server that enables Claude to query, monitor, and analyze SQL Server databases, with support for schema exploration… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | doctree-mcpmcp · database | Enables agentic document retrieval over markdown, CSV, and JSONL using BM25 and tree navigation, without vector databases or embeddings, allowing AI… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | metalxiaoxiao-medical-sqlmcp · database | Integrates with MySQL hospital databases to enable natural language querying in Chinese, converting questions into SQL queries through intelligent… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | gpsmcp · database | Provides sub-millisecond access to organizational and engineering data by pre-materializing data into a read-only SQLite database. Enables agents to… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | telemetryflowmcp · database | Provides observability and telemetry data access through session management and conversation handling, integrating with storage backends like… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | mesh-memorymcp · database | Self-hosted semantic memory for AI agents. Save worklogs, decisions, and notes via MCP, then recall them across sessions by meaning rather than… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | anuragraidev-database-updatermcp · database | Streamlines database updates from CSV and Excel files, supporting multiple database types for efficient data migration and synchronization tasks. | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | mcp-buste-pagamcp · database | Parses Italian INAZ payslip PDFs into a local SQLite database, enabling AI clients to analyze salary history, search items, and get detailed… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | unrestricted-postgresql-mcp-servermcp · database | Provides full read-write access to PostgreSQL databases with advanced transaction management, recovery tools, and schema exploration capabilities… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | notion-mcp-fastmcp · database | Fast, read-only MCP server for Notion that reads directly from local SQLite cache, enabling instant access to Notion pages, databases, and users… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | hendrickcastro-cosmosdbmcp · database | Integrates with Azure CosmosDB to provide database operations including container management, SQL query execution with performance metrics, document… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | cdata-salesforce-data-cloudmcp · database | Connects to Salesforce Data Cloud through JDBC to enable SQL-based querying, table discovery, and metadata retrieval with results returned in CSV… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | nl2sql-mcpmcp · database | A production-ready MCP server that transforms natural language into safe, executable SQL queries with multi-database support and intelligent schema… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | amateurs-community-searchmcp · database | Provides AI tools for searching and querying community posts from a MySQL database with paginated searches, keyword filtering across titles, content… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | chainfetchmcp · database | Provides semantic search and natural language querying of Ethereum blockchain data including addresses, transactions, blocks, tokens, and smart… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | sharansahu-sql-databasemcp · database | Provides intelligent SQL querying capabilities across SQLite, MySQL, and Oracle databases with schema introspection, text matching with Unicode… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | xiy-claude-memorymcp · database | Provides persistent memory storage across conversations using SQLite database with full-text search and optional semantic search through Ollama… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | intelligent-postgresql-mcp-clientmcp · database | Enables natural language querying of PostgreSQL databases with intelligent SQL generation using LLMs. | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | juanyin1-database-connectormcp · database | Provides multi-database connectivity for SQLite, PostgreSQL, MySQL, and SQL Server through unified adapters that enable query execution, schema… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | netwrix-access-analyzermcp · database | Enables security administrators to analyze file system permissions, identify excessive access rights, and detect shadow access paths in enterprise… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | tailabs-milvusmcp · database | Integrates with Milvus vector database to enable collection creation with custom schemas, vector similarity search with configurable metrics, data… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | fair2wise-materials-projectmcp · database | Integrates with the Materials Project database to search materials by elements or formula and retrieve detailed properties including formation… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | dzplus-mysql-database-querymcp · database | Enables AI systems to execute and retrieve data from MySQL databases through a Spring Boot server that translates natural language requests into SQL… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | kevodbmcp · database | Provides a standardized key-value database interface for persistent storage with transaction support, enabling read, write, and query operations on… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | ytzlax-firebase-realtime-databasemcp · database | Integrates with Firebase Realtime Database using Admin SDK authentication to enable querying documents by field filters, listing collections, and… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | terryso-metatag-geniemcp · database | Enables AI to write standardized metadata to various image file formats including HEIC and PNG for automated tagging, photo organization, and… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | stefanraath3-supabasemcp · database | Integrates with Supabase PostgreSQL databases, exposing table schemas as resources and providing tools for data analysis, including read-only SQL… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | spring-boot-ai-mongodbmcp · database | Enables MongoDB database operations including querying, indexing, and document management through specialized tools for data access and manipulation | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | t3ta-sql-tunnelmcp · database | Enables secure access to MySQL databases through SSH tunnels with configurable authentication via username/password or SSH keys | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | patrice-truong-cosmosdbmcp · database | Bridges Azure Cosmos DB with language models, enabling database operations like product search, order retrieval, and weather data access through… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | shreyansh-ghl-mysqlmcp · database | Provides a lightweight bridge to MySQL databases, enabling read-only database resource introspection and query execution with controlled access and… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | xindong888999-phalconmcp · database | Integrates with Phalcon PHP framework to enable project management, code scaffolding, and Cursor IDE data analysis through FastMCP and SQLite database… | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | mattarnster-supabasemcp · database | Integrates with the Supabase CLI to enable project management, database operations, and automated workflows for Supabase projects. | 1 star · 1 fork | No one-command install · Source | |
| 1129 | 29.013 | rhabraken-postgresql-alchemymcp · database | Connects AI models to PostgreSQL databases using Python and SQLAlchemy, enabling flexible querying and data manipulation across SQL dialects. | 1 star · 1 fork | No one-command install · Source | |
| 1173 | 23.374 | mcp-read-only-sqlmcp · database | Provides secure read-only SQL access to PostgreSQL and ClickHouse databases with built-in safety features like read-only enforcement, timeouts, and… | 1 fork | No one-command install · Source | |
| 1173 | 23.374 | memaimcp · database | A long-term memory MCP server for AI agents that stores memories (facts, decisions, etc.) in a single SQLite database with hybrid search and full edit… | 1 fork | No one-command install · Source | |
| 1173 | 23.374 | shreemulay-autoresearchmcp · database | Structured experiment management implementing the autoresearch pattern with a composable technique catalog, experiment tracking, and SQLite-backed… | 1 fork | No one-command install · Source | |
| 1173 | 23.374 | mssql-mcp-server-streamable-httpmcp · database | Provides MCP tools to query and inspect Microsoft SQL Server databases via a Streamable HTTP transport, including tools for running T-SQL queries… | 1 fork | No one-command install · Source | |
| 1173 | 23.374 | smart-hydroponic-mcp-servermcp · database | MCP server for querying hydroponic sensor data stored in PostgreSQL/TimescaleDB. Provides tools to list tables, describe schemas, read recent sensor… | 1 fork | No one-command install · Source | |
| 1173 | 23.374 | power-ops-mcpmcp · database | Provides structured tools for thermal power operations, including defect and work order search, summaries, and failure analysis. Replaces free SQL… | 1 fork | No one-command install · Source | |
| 1173 | 23.374 | mcp-sequelmcp · database | MCP server for Claude that connects to MySQL, MariaDB, and SQLite databases. Query your databases using natural language. | 1 fork | No one-command install · Source | |
| 1173 | 23.374 | mcp-to-dbmcp · database | Exposes any SQLite database as read-only MCP tools for AI assistants, enabling listing tables, describing schemas, and running SELECT queries with… | 1 fork | No one-command install · Source | |
| 1173 | 23.374 | agent-logbookmcp · database | Enables AI assistants to maintain long-term memory by logging and retrieving facts and decisions in a SQLite database, with relevance ranking and full… | 1 fork | No one-command install · Source | |
| 1173 | 23.374 | super-memory-tsmcp · database | Local-first semantic memory server with project indexing for AI assistants. It enables AI assistants to store, retrieve, and search memories and… | 1 fork | No one-command install · Source | |
| 1173 | 23.374 | gtd-mcp-servermcp · database | A Model Context Protocol server implementing a Getting Things Done assistant with tools for tasks, projects, inbox, next actions, and statistics… | 1 fork | No one-command install · Source | |
| 1173 | 23.374 | table-context-mcpmcp · database | Converts Excel table definitions to structured JSON and exposes them to LLMs via MCP tools like list_tables and get_table_schema, enabling accurate… | 1 fork | No one-command install · Source | |
| 1173 | 23.374 | musaddiq-dev-mysqlmcp · database | Inspects and queries MySQL databases with schema discovery, read-only SELECT execution, write operation support, and table summarization. | 1 fork | No one-command install · Source | |
| 1173 | 23.374 | oschwald-maxminddbmcp · database | Provides geolocation and network intelligence through MaxMind databases with IP lookup, network range iteration with advanced filtering operators, and… | 1 fork | No one-command install · Source | |
| 1173 | 23.374 | donn-es-qu-bec-mcpmcp · database | Enables AI agents to search, explore, and analyze Québec open data (Données Québec, Ville de Montréal, IGO) via natural language, including SQL… | 1 fork | No one-command install · Source | |
| 1173 | 23.374 | headcrab-clickhousemcp · database | Connects Claude to ClickHouse databases for direct query execution and data retrieval from time-series data, analytics datasets, or large-scale data… | 1 fork | No one-command install · Source | |
| 1173 | 23.374 | mcp-knowledgebasemcp · database | Enables AI agents to explore MySQL database schemas and execute read-only queries through a safe, MCP interface. | 1 fork | No one-command install · Source | |
| 1173 | 23.374 | sanitized-db-mcpmcp · database | Enables SQL query sanitization by rewriting queries at the AST level to prevent PII/PHI exposure, acting as a proxy between AI agents and PostgreSQL… | 1 fork | No one-command install · Source | |
| 1173 | 23.374 | karp-graph-litemcp · database | Provides Claude Desktop with persistent, structured memory and semantic search via a local SQLite knowledge graph, plus a web UI for visualization and… | 1 fork | No one-command install · Source | |
| 1173 | 23.374 | ygtdgn-codebase-indexermcp · database | Indexes source code using Ollama embeddings and Qdrant vector database to enable natural language semantic search across codebases. | 1 fork | No one-command install · Source | |
| 1173 | 23.374 | staruml-controller-erd-mcpmcp · database | An MCP server for AI assistants to programmatically create and manage Entity-Relationship Diagrams in StarUML, including full CRUD operations and… | 1 fork | No one-command install · Source | |
| 1173 | 23.374 | keevor-mysql-mcp-servermcp · database | 一个连接MySQL数据库的MCP服务器，支持列出表、描述表结构和执行SQL语句。 | 1 fork | No one-command install · Source | |
| 1173 | 23.374 | sqlite-explorermcp · database | Enables exploring and querying SQLite databases through natural language, with tools to list tables, describe table structures, and run SELECT… | 1 fork | No one-command install · Source | |
| 1173 | 23.374 | r3-yamauchi-cdata-connect-cloudmcp · database | Integrates with CData Connect Cloud to enable SQL query execution across diverse data sources, facilitating seamless data integration for analytics… | 1 fork | No one-command install · Source | |
| 1173 | 23.374 | mcp-leave-manager-servermcp · database | Enables managing employee leave requests, balances, and approvals through natural language with Claude Desktop, using SQLite for persistence and fuzzy… | 1 fork | No one-command install · Source | |
| 1173 | 23.374 | gepuro-company-lensmcp · database | Search Japanese company database | 1 fork | No one-command install · Source | |
| 1173 | 23.374 | mcp-cwp-servermcp · database | Enables management of CentOS Web Panel hosting accounts, SSL certificates, FTP users, MySQL databases, and packages through natural language commands… | 1 fork | No one-command install · Source | |
| 1173 | 23.374 | tapdata-database-explorermcp · database | Bridges AI assistants with TapData database connections, enabling natural language exploration of schemas and execution of CRUD operations across… | 1 fork | 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.