Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 601 | 57.754 | drpfau-nexusdbmcp · database | Integrates with NexusDB databases to provide complete database management including schema operations, data manipulation, query execution, table… | 3 stars · 4 forks | No one-command install · Source | |
| 602 | 57.364 | bifrotek-supabase-http-stream-n8nmcp · database | Integrates with Supabase platform for complete database operations, edge function deployment, project management, and storage handling with HTTP… | 5 stars · 3 forks | No one-command install · Source | |
| 602 | 57.364 | muzain187-tigergraphmcp · database | Integrates with TigerGraph graph databases to enable direct interaction with graph data through specialized tools for vertex manipulation, schema… | 5 stars · 3 forks | No one-command install · Source | |
| 602 | 57.364 | takuya0206-bigquerymcp · database | Enables secure, read-only access to Google BigQuery databases for data exploration and SQL query execution with built-in safeguards for cost control… | 5 stars · 3 forks | No one-command install · Source | |
| 602 | 57.364 | johnymontana-dgraphmcp · database | Connects language models to Dgraph graph databases, enabling DQL queries, mutations, and schema management for seamless database interactions without… | 5 stars · 3 forks | No one-command install · Source | |
| 602 | 57.364 | tkc-tiny-todomcp · database | Enables persistent task management with SQLite storage, allowing creation, updating, deletion, and searching of TODOs with completion tracking and due… | 5 stars · 3 forks | No one-command install · Source | |
| 602 | 57.364 | meanands-mysqlmcp · database | Enables natural language interaction with MySQL databases through Python and SQLAlchemy, providing secure query execution, connection pooling, and… | 5 stars · 3 forks | No one-command install · Source | |
| 602 | 57.364 | wirdes-database-explorermcp · database | Provides a unified interface for exploring and managing PostgreSQL, MySQL, and Firestore databases through specialized commands for listing tables… | 5 stars · 3 forks | No one-command install · Source | |
| 609 | 57.311 | mkpvishnu-terminalmcp · database | Manage interactive terminal sessions for SSH, REPLs, database CLIs, and TUI apps. | 11 stars | No one-command install · Source | |
| 609 | 57.311 | vector-mcp-2mcp · database | Integrates RAG into AI agents via MCP Server, supporting multiple vector database technologies for collection management and search operations. | 11 stars | No one-command install · Source | |
| 611 | 57.245 | tableau-lineage-mcpmcp · database | Enables AI assistants to read and audit Tableau .twbx workbooks locally, providing tools for dependency tracing, field listing, SQL queries, filters… | 7 stars · 1 fork | No one-command install · Source | |
| 611 | 57.245 | vectorsmithmcp · database | Turns a tools.yaml contract into typed, tenant-guarded vector database tools that agents can use via Python imports or MCP. | 7 stars · 1 fork | No one-command install · Source | |
| 611 | 57.245 | ccedacero-nyc-property-intelmcp · database | Access 20+ NYC public record databases for real estate due diligence, including violations, ownership, sales history, permits, and liens. | 7 stars · 1 fork | No one-command install · Source | |
| 611 | 57.245 | fw-context-mcpmcp · database | Exposes tools for AI assistants to query a persistent SQLite+FTS5 index of C/C++ symbols parsed from real build commands, enabling sub-millisecond… | 7 stars · 1 fork | No one-command install · Source | |
| 611 | 57.245 | trojaner-database-querymcp · database | PostgreSQL and SQL Server query tool with interactive grid UI and Chart.js visualizations. | 7 stars · 1 fork | No one-command install · Source | |
| 611 | 57.245 | cyberillo-kali-linuxmcp · database | Exposes 21 Kali Linux offensive security tools including Nmap, SQLMap, Metasploit, and password crackers via Docker. | 7 stars · 1 fork | No one-command install · Source | |
| 611 | 57.245 | neuralrays-codexraymcp · database | Semantic knowledge graph that indexes codebases into a local SQLite graph database for dead code detection, impact analysis, hotspot identification… | 7 stars · 1 fork | No one-command install · Source | |
| 611 | 57.245 | leehack-sec-edgarmcp · database | Retrieves company financial data from SEC EDGAR database with financial statement analysis and investment research tools | 7 stars · 1 fork | No one-command install · Source | |
| 611 | 57.245 | cyberroute-exploitdbmcp · database | Provides direct access to the Exploit-DB database through the searchsploit command-line tool for security research and penetration testing. | 7 stars · 1 fork | No one-command install · Source | |
| 620 | 55.515 | mbentham-sqlaugurmcp · database | Read-only SQL Server database access with schema exploration and query execution. | 5 stars · 2 forks | No one-command install · Source | |
| 620 | 55.515 | akkilesh-a-microsoft-to-domcp · database | Self-hosted Microsoft To Do with SQLite workaround for personal account list limitations. | 5 stars · 2 forks | No one-command install · Source | |
| 620 | 55.515 | tu-vi-horoscope-mcp-servermcp · database | Calculates Vietnamese Tử Vi horoscope charts, generating structured JSON with Thiên Bàn and Địa Bàn, transit analysis, and local persistence via… | 5 stars · 2 forks | No one-command install · Source | |
| 620 | 55.515 | duonglabs-codeintelmcp · database | AI-powered semantic code search using vector embeddings for contextual code loading. | 5 stars · 2 forks | No one-command install · Source | |
| 620 | 55.515 | semantic-search-mcpmcp · database | Provides semantic code search over codebases using local embeddings with natural language queries. Supports hybrid search, file watching, and respects… | 5 stars · 2 forks | No one-command install · Source | |
| 620 | 55.515 | z3z1ma-lookerctlmcp · database | Automates Looker workflows and LookML development with comprehensive parsing, validation, dependency analysis, query testing with baseline… | 5 stars · 2 forks | No one-command install · Source | |
| 620 | 55.515 | wunrry-universal-sqlmcp · database | Provides secure access to multiple SQL database engines (MySQL, PostgreSQL, SQLite, SQL Server) through a unified interface with controlled read/write… | 5 stars · 2 forks | No one-command install · Source | |
| 620 | 55.515 | kingbase-mcp-servermcp · database | A Cursor-integrated MCP server for Kingbase (人大金仓) databases, enabling schema queries, document generation, and SQL execution with configurable… | 5 stars · 2 forks | No one-command install · Source | |
| 620 | 55.515 | redshift-mcp-server-2mcp · database | Enables interacting with Amazon Redshift databases through SQL queries, schema exploration, and execution plan analysis. | 5 stars · 2 forks | No one-command install · Source | |
| 620 | 55.515 | littledivy-deno-kvmcp · database | Provides persistent key-value storage operations through Deno KV, enabling simple data persistence between sessions without complex database setup. | 5 stars · 2 forks | No one-command install · Source | |
| 620 | 55.515 | kipsmcp · database | Personal data management MCP server that stores and queries notes, tasks, conversations, and auth in SQLite, enabling LLMs to interact with the… | 5 stars · 2 forks | No one-command install · Source | |
| 631 | 55.168 | backscrollmcp · database | Records your terminal sessions per command (PTY + OSC 133) into local SQLite, so AI agents can search, retrieve, and diff what commands actually… | 6 stars · 1 fork | No one-command install · Source | |
| 631 | 55.168 | dataplat-dbatoolsmcp · database | SQL Server database administration through dbatools PowerShell module with instance management, backup, and migration tools. | 6 stars · 1 fork | No one-command install · Source | |
| 631 | 55.168 | memharness-mcpmcp · database | A bi-temporal, provenance-carrying memory primitive for AI agents. Enables storing facts, recall, revision, and audit trails via MCP with SQLite… | 6 stars · 1 fork | No one-command install · Source | |
| 631 | 55.168 | kyruntime-mysqlmcp · database | MCP server for MySQL database interaction with 10 tools and SQL injection detection, published on npm as @kyruntime/mysql-mcp. | 6 stars · 1 fork | No one-command install · Source | |
| 631 | 55.168 | code-flowmcp · database | Provides semantic code analysis and search capabilities for Python codebases through AST extraction, call graph generation, and vector embeddings… | 6 stars · 1 fork | No one-command install · Source | |
| 631 | 55.168 | bpamiri-u2mcp · databasealso listed as u2-mcp | Connect to Rocket Universe/UniData MultiValue databases | 6 stars · 1 fork | No one-command install · Source | |
| 631 | 55.168 | claude-journalmcp · database | A lightweight journal/memory system for Claude Code with no ML dependencies, using SQLite for fast local storage. | 6 stars · 1 fork | No one-command install · Source | |
| 631 | 55.168 | gramps-ez-mcpmcp · database | Enables natural language queries about family tree data from a Gramps genealogy database. | 6 stars · 1 fork | No one-command install · Source | |
| 631 | 55.168 | xlt-evil-mysql-databasemcp · database | Go-based MCP server implementation providing MySQL database connectivity and basic greeting functionality through modular architecture with YAML… | 6 stars · 1 fork | No one-command install · Source | |
| 631 | 55.168 | mcp-ndl-searchmcp · database | Enables natural language search of Japan's National Diet Library bibliographic database via Claude Desktop, allowing users to find books and academic… | 6 stars · 1 fork | No one-command install · Source | |
| 631 | 55.168 | knight0zh-mssqlmcp · database | Enables robust SQL query execution and database connection management for Microsoft SQL Server with comprehensive error handling and security… | 6 stars · 1 fork | No one-command install · Source | |
| 643 | 54.833 | drillrmcp · database | Financial data MCP for AI agents: 90+ SQL tables, SEC filings, earnings transcripts, and alternative data. | 9 stars | No one-command install · Source | |
| 643 | 54.833 | salmanulfaris-sqlmcp · database | MCP server for SQL database access supporting MySQL, PostgreSQL, and SQLite with granular read/write permissions. | 9 stars | No one-command install · Source | |
| 643 | 54.833 | dbeastmcp · database | DBeast MCP is a robust, security-first Model Context Protocol server designed to empower AI coding assistants (like Claude Desktop) with deep… | 9 stars | No one-command install · Source | |
| 643 | 54.833 | tribalmcp · database | Semantic memory for AI builders: capture the tacit engineering know-how that never reaches your docs, recall it the moment it applies. Built in Rust… | 9 stars | No one-command install · Source | |
| 643 | 54.833 | nmemorymcp · database | Hermetic memory for AI agents — one Rust binary, one SQLite file, zero network. Recall returns evidence with provenance or abstains: no code path for… | 9 stars | No one-command install · Source | |
| 643 | 54.833 | ida-pro-mcp-fusionmcp · database | AI-powered MCP server for IDA Pro with Fusion enhancements. Provides persistent SQLite caching, multi-binary analysis, QiChuEntry integration, worker… | 9 stars | No one-command install · Source | |
| 643 | 54.833 | zvec-mcp-bridgemcp · database | Indexes project source files into a local Zvec vector database and provides semantic search through MCP tools, enabling natural-language queries over… | 9 stars | No one-command install · Source | |
| 650 | 53.985 | spences10-embedding-searchmcp · database | Provides embedding search capabilities for transcripts using a SQLite database, enabling efficient semantic retrieval of relevant text segments for… | 4 stars · 3 forks | No one-command install · Source | |
| 650 | 53.985 | jooq-mcpmcp · database | Provides AI models with access to jOOQ documentation, enabling querying of features, SQL examples, code generation, database support, and advanced… | 4 stars · 3 forks | No one-command install · Source | |
| 650 | 53.985 | mcp-mssqlservermcp · database | Production-oriented MCP server for Microsoft SQL Server, enabling query execution, database discovery, schema introspection, and metadata inspection… | 4 stars · 3 forks | No one-command install · Source | |
| 650 | 53.985 | nsantra-rag-document-searchmcp · database | Provides document embedding, semantic search, and citation generation using ChromaDB vector storage with PDF ingestion, configurable chunking… | 4 stars · 3 forks | No one-command install · Source | |
| 650 | 53.985 | alkemi-datamcp · database | Connects to Alkemi's cloud service for natural language database querying across Snowflake, Google BigQuery, and DataBricks with bearer token… | 4 stars · 3 forks | No one-command install · Source | |
| 650 | 53.985 | brooksian-ssbmcp · database | Integrates with SQL Stream Builder and Cloudera Data Platform to enable real-time stream processing management, SQL query execution, job lifecycle… | 4 stars · 3 forks | No one-command install · Source | |
| 650 | 53.985 | agentience-tribalmcp · database | Stores and retrieves programming error knowledge through vector similarity search, enabling development teams to build a shared database of errors and… | 4 stars · 3 forks | No one-command install · Source | |
| 650 | 53.985 | talknerdytome-labs-google-sheets-analyticsmcp · database | Syncs Google Sheets data to a local SQLite database with intelligent caching and change detection, enabling natural language queries and cross-sheet… | 4 stars · 3 forks | No one-command install · Source | |
| 650 | 53.985 | openlinksoftware-pyodbcmcp · database | Provides a lightweight bridge between AI systems and ODBC-compatible databases, enabling SQL queries, table exploration, and schema discovery with… | 4 stars · 3 forks | No one-command install · Source | |
| 650 | 53.985 | lucas-deangelis-arangodbmcp · database | Integrates ArangoDB databases into workflows, enabling dynamic querying and analysis of document-oriented and graph data via AQL and document… | 4 stars · 3 forks | No one-command install · Source | |
| 650 | 53.985 | cappahccino-supabasemcp · database | Enables Claude and other LLMs to interact with Supabase databases and Edge Functions through a secure API for performing CRUD operations and invoking… | 4 stars · 3 forks | No one-command install · Source | |
| 650 | 53.985 | tylerstoltz-odbcmcp · database | Enables secure, read-only access to any ODBC-compatible database through tools for listing connections, testing connectivity, retrieving schemas, and… | 4 stars · 3 forks | No one-command install · Source | |
| 650 | 53.985 | tristanlib-mysql-windowsmcp · database | Integrates with MySQL databases on Windows systems, providing an API for executing SQL queries and retrieving results with user authentication and… | 4 stars · 3 forks | No one-command install · Source | |
| 650 | 53.985 | truaxki-variance-logmcp · database | Analyzes statistical variations in conversation structures and logs unusual events to a SQLite database for monitoring AI behavior and detecting… | 4 stars · 3 forks | No one-command install · Source | |
| 664 | 53.790 | fitatu-nutrition-mcp-servermcp · database | Syncs and retrieves daily nutrition data (meals and macros) from Fitatu via MCP tools, with SQLite caching and HTTP Streamable transport. | 1 star · 4 forks | No one-command install · Source | |
| 664 | 53.790 | quiz-app-mcp-servermcp · database | A Python MCP server built with FastMCP that exposes tools for a quiz app, optionally backed by a MySQL database. | 1 star · 4 forks | No one-command install · Source | |
| 664 | 53.790 | vanna-ai-mcp-servermcp · database | An MCP server that uses Vanna AI and Azure OpenAI to translate natural language questions into SQL queries and execute them against a SQLite financial… | 1 star · 4 forks | No one-command install · Source | |
| 667 | 53.186 | wikimoth-mcp-servermcp · database | Enables deterministic, token-minimal multi-hop retrieval from a vault of [[wikilink]] notes via the Model Context Protocol, allowing LLMs to answer… | 8 stars | No one-command install · Source | |
| 667 | 53.186 | skill-searchmcp · database | Semantic, on-demand skill retrieval for Claude Code that saves tokens and improves skill discovery by replacing the native skill listing with vector… | 8 stars | No one-command install · Source | |
| 667 | 53.186 | imashishkh21-atlasomcp · database | Conflict-aware memory layer for AI agents with polarity tagging, scope-bag dispersion, and local SQLite storage. | 8 stars | No commit datelisted | No one-command install · Source |
| 667 | 53.186 | th3w1zard1-cedarscriptmcp · database | Provides CEDARScript (a SQL-like language) capabilities for executing pattern matching and transformations on source code to enable automated… | 8 stars | No commit datelisted | No one-command install · Source |
| 671 | 52.498 | hanzephyr-ai-data-access-gatewaymcp · database | Secure MCP gateway server providing AI agents governed read-only database access with SQL safety and field masking. | 5 stars · 1 fork | No one-command install · Source | |
| 671 | 52.498 | mcp-itgluemcp · database | Connects AI assistants to IT Glue, the MSP documentation platform. Browse organizations, read and write documents and flexible assets, and answer… | 5 stars · 1 fork | No one-command install · Source | |
| 671 | 52.498 | railsware-coupler-iomcp · database | Integrates with Coupler.io data flows to provide direct access to analytics from hundreds of connected data sources through tools for discovering… | 5 stars · 1 fork | No one-command install · Source | |
| 671 | 52.498 | neonia-cloud-osmcp · database | Agent infrastructure platform with zero-bloat data processing and auto-discovery of capabilities. | 5 stars · 1 fork | No one-command install · Source | |
| 671 | 52.498 | grovesjosephn-pokemonmcp · database | Provides Pokemon data access through a local SQLite database with tools for information retrieval, comparison, searching by type/generation/stats, and… | 5 stars · 1 fork | No one-command install · Source | |
| 671 | 52.498 | db-mcpmcp · databasealso listed as wannanbigpig-db | A secure MCP server for connecting AI assistants to MySQL, Redis, and MongoDB with preconfigured connections, runtime protections, and graded security… | 5 stars · 1 fork | No one-command install · Source | |
| 671 | 52.498 | mirrdhyn-code-ragmcp · database | Provides semantic code search and similarity matching using vector embeddings and Qdrant database integration with support for multiple programming… | 5 stars · 1 fork | No one-command install · Source | |
| 671 | 52.498 | davidamom-snowflakemcp · database | Provides secure access to Snowflake databases with robust connection management, supporting both password and key pair authentication for SQL query… | 5 stars · 1 fork | No one-command install · Source | |
| 671 | 52.498 | jezweb-australian-postcodesmcp · database | Provides fast postcode and suburb lookup services for Australia with fuzzy matching, phonetic search, and geographic radius queries using SQLite… | 5 stars · 1 fork | No one-command install · Source | |
| 681 | 52.443 | alexfayers-memorymcp · database | SQLite-backed persistent memory server with FTS5 full-text search, entity relationship tracking, and project scoping for AI agents. | 3 stars · 3 forks | No one-command install · Source | |
| 681 | 52.443 | mcp-perfex-crm-2mcp · database | High-performance MCP server providing direct MySQL access to Perfex CRM, enabling fast and secure management of customers, invoices, projects, and… | 3 stars · 3 forks | No one-command install · Source | |
| 683 | 52.288 | sentryfrogg-mcp-servermcp · database | Provides a governed command plane for MCP agents to manage PostgreSQL databases, SSH sessions, and HTTP APIs with encrypted credential storage and… | 5 forks | No one-command install · Source | |
| 683 | 52.288 | gergelyszerovay-qdrant-retrievemcp · database | Enables semantic search across multiple document collections using Qdrant vector database integration, allowing natural language queries with… | 5 forks | No one-command install · Source | |
| 685 | 52.135 | pilat-datalinkmcp · databasealso listed as pilat-mcp-datalink | Provides secure database access for PostgreSQL, MySQL, and SQLite with built-in safety features. | 4 stars · 2 forks | No one-command install · Source | |
| 685 | 52.135 | alphafold-sovereign-mcpmcp · database | Integrates AlphaFold DB and eight other biomedical data sources into MCP tools for variant clinical reporting, disease-target analysis, structural… | 4 stars · 2 forks | No one-command install · Source | |
| 685 | 52.135 | tternquist-marklogicmcp · database | Integrates with MarkLogic 12 databases for full-text search, Optic row queries, SPARQL, bulk import/export, and schema management. | 4 stars · 2 forks | No one-command install · Source | |
| 685 | 52.135 | skitchy-rekindlemcp · database | Maintains AI session continuity with structured boot reports, session handoffs, and cross-session memory search using local SQLite storage. | 4 stars · 2 forks | No one-command install · Source | |
| 685 | 52.135 | mi-fitness-mcpmcp · database | MCP server for Mi Fitness cloud data. Provides a local SQLite-backed server to sync and query daily activity, heart rate, and body measurements. | 4 stars · 2 forks | No one-command install · Source | |
| 685 | 52.135 | aliyun-polardbxmcp · database | Integrates with Alibaba Cloud's PolarDB-X distributed database system to provide SQL query execution, database status monitoring, and schema… | 4 stars · 2 forks | No one-command install · Source | |
| 685 | 52.135 | aegis-dq-aegis-dqmcp · database | Agentic data quality framework that runs structured rules against warehouses (DuckDB, BigQuery, Athena, Databricks, Postgres), diagnoses failures with… | 4 stars · 2 forks | No one-command install · Source | |
| 685 | 52.135 | personal-task-manager-mcpmcp · database | Enables AI assistants to manage tasks with full lifecycle support including due dates, priorities, tags, subtasks, and project lists via 19… | 4 stars · 2 forks | No one-command install · Source | |
| 685 | 52.135 | code-declaration-lookup-mcp-servermcp · database | Enables full-text search for code declarations across multiple languages using SQLite FTS5 and universal ctags, allowing users to search for… | 4 stars · 2 forks | No one-command install · Source | |
| 685 | 52.135 | louis030195-apollo-io-mcpmcp · database | B2B sales intelligence and prospecting with Apollo.io. Search for prospects, enrich contacts with emails and phone numbers, discover companies by… | 4 stars · 2 forks | No one-command install · Source | |
| 685 | 52.135 | anshulpatre-redshiftmcp · database | Provides secure Amazon Redshift database access with configurable permission modes (readonly, readwrite, admin) that enforce SQL operation… | 4 stars · 2 forks | No one-command install · Source | |
| 685 | 52.135 | dana-k-williams-singlestoremcp · database | Integrates with SingleStore databases to enable efficient querying and data operations for large-scale, real-time analytics applications. | 4 stars · 2 forks | No one-command install · Source | |
| 698 | 51.401 | mickelsamuel-migrationpilotmcp · databasealso listed as migrationpilot | Static analysis tool for PostgreSQL schema migrations with 83 safety rules and auto-fix capabilities. | 7 stars | No one-command install · Source | |
| 698 | 51.401 | studiomcphubmcp · database | Creative AI tools for image generation, upscaling, background removal, vectorization, and art datasets. | 7 stars | 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.