Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 501 | 63.896 | jensenloke-sqlserver-promcp · database | Connects to Microsoft SQL Server databases through pyodbc to execute queries, inspect schemas, manage stored procedures, views, and indexes with… | 8 stars · 3 forks | No one-command install · Source | |
| 502 | 63.694 | xaf-logic-explainermcp · database | Gives an AI agent complete knowledge of a specific DevExpress XAF application: its entities, controllers, actions, business rules, Model Editor… | 9 stars · 2 forks | No one-command install · Source | |
| 502 | 63.694 | coldstartmcp · database | coldstart gives coding agents durable memory of a specific codebase, with no embeddings, no vector store, and no API key. Agents write notes after… | 9 stars · 2 forks | No one-command install · Source | |
| 502 | 63.694 | martymarkenson-postgres-connectormcp · database | Connects to PostgreSQL databases for SQL query execution, table schema inspection, and database connection management through environment-based… | 9 stars · 2 forks | No one-command install · Source | |
| 502 | 63.694 | iamvirul-vecgrepmcp · database | Semantic code search plugin for Claude Code using tree-sitter parsing and vector embeddings with local or cloud providers. | 9 stars · 2 forks | No one-command install · Source | |
| 502 | 63.694 | mako-357-vectorworksmcp · database | Control Vectorworks CAD software through Claude via Unix socket communication to a C++ plugin. | 9 stars · 2 forks | No one-command install · Source | |
| 502 | 63.694 | jonfreeland-mongodbmcp · database | Enables querying and analyzing MongoDB databases with read-only access, providing operations for exploration, schema inference, querying, aggregation… | 9 stars · 2 forks | No one-command install · Source | |
| 502 | 63.694 | geli2001-memoermcp · database | Provides persistent memory storage for assistants to create and retrieve memories with filtering options by app name, category, and result limits… | 9 stars · 2 forks | No one-command install · Source | |
| 502 | 63.694 | mcp-lance-dbmcp · database | Enables storing and retrieving semantic memories using LanceDB vector database, with tools to add memories and search by similarity. | 9 stars · 2 forks | No one-command install · Source | |
| 510 | 63.439 | skysql-mcpmcp · databasealso listed as skysqlinc-mariadb-cloud | Manages SkySQL MariaDB database instances and enables interaction with AI-powered database agents through natural language. | 7 stars · 4 forks | No one-command install · Source | |
| 510 | 63.439 | guoling2008-postgresmcp · database | Enables secure interaction with PostgreSQL databases for schema management and CRUD operations with safety features like read-only mode and query plan… | 7 stars · 4 forks | No one-command install · Source | |
| 510 | 63.439 | run-as-root-warden-magentomcp · database | Integrates with Warden and Magento 2 development environments to automate Docker-based workflows including project lifecycle management, database… | 7 stars · 4 forks | No one-command install · Source | |
| 514 | 63.269 | jjikky-dynamodb-readonlymcp · database | Provides read-only access to AWS DynamoDB databases, enabling natural language interactions for listing tables, scanning data, querying with… | 2 stars · 6 forks | No one-command install · Source | |
| 515 | 63.155 | neverinfamous-dbmcp · database | Provides secure database access across SQLite, PostgreSQL, MySQL, MongoDB, Redis, and SQL Server with OAuth 2.0 authentication and granular… | 11 stars · 1 fork | No one-command install · Source | |
| 515 | 63.155 | ksturgeon-td-teradata-sqlmcp · database | Execute queries and manage schema on Teradata databases with read-only mode and execution plan support. | 11 stars · 1 fork | No one-command install · Source | |
| 515 | 63.155 | ida-fusion-mcpmcp · database | Enables AI clients to interact with multiple IDA Pro instances (GUI and headless) for reverse-engineering tasks, routing each tool call to the correct… | 11 stars · 1 fork | No one-command install · Source | |
| 518 | 63.107 | rioriost-age-graphmcp · database | Bridges Claude with PostgreSQL databases using Apache AGE graph extension, enabling natural language execution of Cypher queries for graph operations… | 4 stars · 5 forks | No one-command install · Source | |
| 518 | 63.107 | wrediam-better-qdrantmcp · database | Connects AI systems to Qdrant vector database for semantic search capabilities through multiple embedding services, enabling efficient document… | 4 stars · 5 forks | No one-command install · Source | |
| 518 | 63.107 | vinsidious-pg-schemamcp · database | Provides read-only access to PostgreSQL databases for schema inspection and data exploration without modifying content. | 4 stars · 5 forks | No one-command install · Source | |
| 521 | 63.003 | d-khomenko-clipboard-historymcp · database | 15-tool clipboard history server with type classification, secret detection, biometric auth, and full-text search backed by SQLite. | 19 stars | No one-command install · Source | |
| 522 | 62.994 | adelaidasofia-whatsappmcp · database | WhatsApp MCP with SQLCipher-encrypted storage, scrubber CI, draft-and-confirm sends, and voice transcription. | 10 forks | No one-command install · Source | |
| 523 | 62.472 | kvantra-dev-nouz-mcpmcp · database | Semantic knowledge graph for Obsidian. Three modes (pure graph / semantic classification / strict hierarchy), local embeddings, sign classification… | 18 stars | No one-command install · Source | |
| 524 | 62.111 | aliyun-supabasemcp · database | Integrates Supabase project management and Alibaba Cloud GPDB with tools for database operations, Edge Functions deployment, storage management, and… | 7 stars · 3 forks | No one-command install · Source | |
| 524 | 62.111 | mendix-docsmcp · database | Search 4,000+ Mendix documentation pages using full-text SQLite indexing. | 7 stars · 3 forks | No one-command install · Source | |
| 524 | 62.111 | h-lu-paper-findmcp · database | Integrates with 9+ scholarly databases to search academic papers, download PDFs, extract full-text content as markdown, and retrieve metadata for… | 7 stars · 3 forks | No one-command install · Source | |
| 524 | 62.111 | database-analytics-mcpmcp · database | Provides SQLite database analytics operations through MCP, enabling AI assistants to connect, query, explore schema, and export data from SQLite… | 7 stars · 3 forks | No one-command install · Source | |
| 524 | 62.111 | randomm-files-dbmcp · database | Provides a local vector database system for semantic code search with zero-configuration setup, real-time file monitoring, and incremental indexing to… | 7 stars · 3 forks | No one-command install · Source | |
| 524 | 62.111 | ch1nhpd-pentest-toolsmcp · database | Enables AI to perform comprehensive penetration testing and security assessments on web applications and networks using tools like Nmap, SQLMap, and… | 7 stars · 3 forks | No one-command install · Source | |
| 524 | 62.111 | michael7736-mysqlmcp · database | Provides direct access to MySQL databases for executing queries, creating tables, inserting data, and performing other SQL operations without… | 7 stars · 3 forks | No one-command install · Source | |
| 531 | 62.046 | umitkavala-mindpmmcp · database | Persistent project memory for LLMs via SQLite with a built-in Kanban board UI. | 8 stars · 2 forks | No one-command install · Source | |
| 531 | 62.046 | jddunn-tenetsmcp · database | Local-first code context aggregation using BM25, TF-IDF, and embeddings with automatic injection of project principles | 8 stars · 2 forks | No one-command install · Source | |
| 531 | 62.046 | netologist-bear-notesmcp · database | Provides direct access to Bear App's SQLite database on macOS, enabling search and retrieval of personal notes by content, title, or tags, plus… | 8 stars · 2 forks | No one-command install · Source | |
| 531 | 62.046 | milvus-mcp-servermcp · database | Enables LLMs to interact with Milvus vector database for search, query, and collection management operations. | 8 stars · 2 forks | No one-command install · Source | |
| 535 | 62.026 | raintear94-inframcpmcp · database | Provides isolated AI agent access to MySQL, Redis, and Linux environments with project-based credential isolation and SSH safety controls. | 10 stars · 1 fork | No one-command install · Source | |
| 535 | 62.026 | zoterobridgemcp · database | 连接Zotero SQLite数据库的MCP服务器，使AI助手能够管理文献库中的文件夹、标签、条目、PDF等。 | 10 stars · 1 fork | No one-command install · Source | |
| 535 | 62.026 | ailenshen-apple-notes-mcpmcp · database | Read and write Apple Notes with bidirectional Markdown conversion. Fast SQLite queries for listing/searching, AppleScript + native import for full… | 10 stars · 1 fork | No one-command install · Source | |
| 535 | 62.026 | bigquery-mcpmcp · databasealso listed as snowleopard-ai-bigquery | Enables AI agents to interact with Google BigQuery databases through natural language queries and schema exploration. | 10 stars · 1 fork | No one-command install · Source | |
| 535 | 62.026 | prayanks-sqlite-explorermcp · database | Provides a bridge to SQLite databases for querying and analyzing data through SQL execution, enabling data exploration and insights generation without… | 10 stars · 1 fork | No one-command install · Source | |
| 541 | 61.891 | sanyambassi-thales-cdsp-cakm-mcp-servermcp · databasealso listed as thales-ciphertrust-data-security-platform-cakm-mcp-server | MCP server for Thales CDSP CAKM integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants… | 3 stars · 5 forks | No one-command install · Source | |
| 543 | 61.482 | azure-database-for-postgresql-mcp-servermcp · database | A Model Context Protocol (MCP) Server that allows AI models to securely interact with data hosted in Azure Database for PostgreSQL. It enables natural… | 9 forks | No one-command install · Source | |
| 544 | 61.362 | db-connect-mcpmcp · databasealso listed as yugui923-db-connect | A read-only MCP server for exploratory data analysis across PostgreSQL, MySQL, and ClickHouse databases, providing safe, read-only access with… | 6 stars · 4 forks | No one-command install · Source | |
| 544 | 61.362 | agi-memorymcp · database | Provides persistent memory capabilities across conversations through PostgreSQL database integration with four memory types (episodic, semantic… | 6 stars · 4 forks | No one-command install · Source | |
| 544 | 61.362 | xiangma9712-mysqlmcp · database | Integrates with MySQL databases to enable secure, scalable database operations and management through TypeScript and Node.js. | 6 stars · 4 forks | No one-command install · Source | |
| 548 | 61.350 | 3gpp-mcpmcp · databasealso listed as higebu-3gpp-specifications | MCP server that parses 3GPP .docx specifications into structured sections with full-text search, letting LLMs browse, search, and follow… | 16 stars | No one-command install · Source | |
| 550 | 60.677 | mcpg-production-grade-postgresql-mcp-servermcp · database | A production-grade Model Context Protocol server for PostgreSQL. Lets AI agents safely inspect, query, operate, and tune a Postgres database — over… | 9 stars · 1 fork | No one-command install · Source | |
| 550 | 60.677 | faxioman-code-sagemcp · database | Provides high-performance semantic code search combining BM25 keyword search with vector embeddings and RRF reranking, using AST-based chunking to… | 9 stars · 1 fork | No one-command install · Source | |
| 550 | 60.677 | mcp-qdrant-semantic-searchmcp · database | Enables Claude to store and retrieve information with semantic search using Qdrant vector database, providing persistent memory for conversations… | 9 stars · 1 fork | No one-command install · Source | |
| 550 | 60.677 | vlad-ds-maccy-clipboardmcp · database | Provides direct access to Maccy clipboard history on macOS through SQLite database integration, enabling search with regex and date filtering… | 9 stars · 1 fork | No one-command install · Source | |
| 550 | 60.677 | slunk-slack-searchmcp · database | Captures and indexes Slack conversations in real-time using accessibility APIs and provides intelligent search capabilities including natural language… | 9 stars · 1 fork | No one-command install · Source | |
| 555 | 60.344 | roboulos-xano1a2cmcp · database | Provides a bridge to Xano databases for exploring and managing database structures, schemas, and indexes through natural language interaction | 2 stars · 5 forks | No one-command install · Source | |
| 556 | 60.262 | niksh06-rag-duckdbmcp · database | Provides document processing and retrieval-augmented generation capabilities using DuckDB as the vector database backend, featuring intelligent… | 7 stars · 2 forks | No one-command install · Source | |
| 556 | 60.262 | weverkley-qdrant-ragmcp · database | Real-time semantic RAG over codebases by monitoring file changes, indexing with Ollama embeddings, and storing vectors in Qdrant. | 7 stars · 2 forks | No one-command install · Source | |
| 556 | 60.262 | dameng-mcp-servermcp · database | MCP server for DaMeng database, enabling AI assistants to execute SQL queries, list tables, describe table structures, and retrieve schema… | 7 stars · 2 forks | No one-command install · Source | |
| 556 | 60.262 | kalyangupta12-database-lookup-protocolmcp · database | Provides read-only database schema inspection and safe query execution across PostgreSQL, MySQL, MongoDB, and SQL Server. | 7 stars · 2 forks | No one-command install · Source | |
| 556 | 60.262 | leon-melamud-mysqlmcp · database | Provides direct MySQL database interaction capabilities through natural language commands, enabling users to query, manage, and explore databases… | 7 stars · 2 forks | No one-command install · Source | |
| 556 | 60.262 | cloud-thinker-ai-postgres-pro-plusmcp · database | Provides PostgreSQL database analysis and optimization capabilities including health monitoring across connections, vacuum status, and replication… | 7 stars · 2 forks | No one-command install · Source | |
| 556 | 60.262 | nmhjklnm-cuemcp · database | Enables persistent conversational sessions between users and assistants through a shared SQLite database with tools for establishing agent identity… | 7 stars · 2 forks | No one-command install · Source | |
| 556 | 60.262 | kevin-weitgenant-linkedin-posts-huntermcp · database | Automates LinkedIn job post discovery and tracking through browser automation with persistent authentication, local SQLite storage, and a React… | 7 stars · 2 forks | No one-command install · Source | |
| 556 | 60.262 | adriyansyah-mf-pentestmcp · database | Orchestrates penetration testing workflows through Nmap, Nuclei, Nikto, SQLMap, and Metasploit integration with automated reconnaissance… | 7 stars · 2 forks | No one-command install · Source | |
| 556 | 60.262 | mistersandfr-supabase-selfhostedmcp · database | Integrates with Supabase instances through dual client API and direct PostgreSQL connections to enable database operations, user management, schema… | 7 stars · 2 forks | No one-command install · Source | |
| 556 | 60.262 | mohdhaji87-sqlmapmcp · database | Exposes SQLMap's SQL injection testing capabilities through 12 tools for vulnerability scanning, database enumeration, data extraction, and system… | 7 stars · 2 forks | No one-command install · Source | |
| 556 | 60.262 | ryudg-sqlmcp · database | Provides a bridge to SQL databases (MSSQL, MySQL, PostgreSQL) for executing queries, exploring schemas, monitoring performance, and generating reports… | 7 stars · 2 forks | No one-command install · Source | |
| 556 | 60.262 | gkhays-nvdmcp · database | Provides direct access to the National Vulnerability Database (NVD) for retrieving detailed CVE information including descriptions, severity ratings… | 7 stars · 2 forks | No one-command install · Source | |
| 556 | 60.262 | sazboxai-metabasemcp · database | Provides a bridge between databases and external tools, enabling metadata retrieval, schema exploration, and secure action execution across Metabase… | 7 stars · 2 forks | No one-command install · Source | |
| 570 | 60.035 | olgasafonova-gleif-leimcp · database | Accesses the GLEIF LEI database for company verification, KYC, and ownership research. | 6 stars · 3 forks | No one-command install · Source | |
| 570 | 60.035 | wp-database-mcp-servermcp · database | Read-only MCP server for exploring WordPress MySQL/MariaDB databases. Provides schema inspection, relationship mapping, and safe SQL querying. | 6 stars · 3 forks | No one-command install · Source | |
| 570 | 60.035 | nbbaier-tursomcp · database | Connects to Turso-hosted LibSQL databases, enabling direct SQL query execution against cloud-based SQLite databases for data analysis, content… | 6 stars · 3 forks | No one-command install · Source | |
| 570 | 60.035 | vinodismyname-redshift-utilsmcp · database | Provides Amazon Redshift database administration tools for cluster health monitoring, query performance analysis, workload management, and diagnostic… | 6 stars · 3 forks | No one-command install · Source | |
| 570 | 60.035 | mysql-database-servicemcp · database | MySQL database service that enables database operations and resource management through a structured Express.js server with MySQL2 connectivity. | 6 stars · 3 forks | No one-command install · Source | |
| 570 | 60.035 | memory-plugin-sqlitemcp · database | Provides SQLite-based persistent memory storage for maintaining context across conversations, enabling long-term recall and knowledge management. | 6 stars · 3 forks | No one-command install · Source | |
| 576 | 59.047 | quotewise-quote-mcpmcp · database | Discover, verify, and explore 600K curated quotes from a massive database of authors, books, and speeches. Find the perfect words using semantic… | 4,361 installs | No commit datelisted | No one-command install · Source |
| 577 | 59.040 | datasette-mcpmcp · database | Adds an MCP server to a Datasette instance, exposing tools to list databases, retrieve database schemas, and execute read-only SQL queries. | 13 stars | No one-command install · Source | |
| 577 | 59.040 | neverinfamous-sqlitemcp · database | Advanced SQLite database server with support for JSONB, full-text search, geospatial operations, and analytics | 13 stars | No commit datelisted | No one-command install · Source |
| 579 | 59.029 | opera-devtools-mcpmcp · database | Enables AI coding assistants to control and inspect a browser via DevTools, with additional Opera Neon AI tools for chat, page actions, content… | 8 stars · 1 fork | No one-command install · Source | |
| 579 | 59.029 | sessionmemmcp · database | Local-first MCP server that watches your coding sessions and injects a compact summary at the start of each new session. 85.6% token reduction, SQLite… | 8 stars · 1 fork | No one-command install · Source | |
| 579 | 59.029 | luminaire1337-mtasa-docsmcp · database | Structured access to Multi Theft Auto: San Andreas documentation with intelligent search and SQLite caching. | 8 stars · 1 fork | No one-command install · Source | |
| 579 | 59.029 | jdlemes-sql-server-schema-explorermcp · database | Provides SQL Server database schema exploration tools for retrieving tables, columns, and relationships through connection strings configured in… | 8 stars · 1 fork | No one-command install · Source | |
| 579 | 59.029 | mcp-server-for-oracle-databasemcp · database | Enables AI applications to run SQL queries and retrieve results from Oracle Database. | 8 stars · 1 fork | No one-command install · Source | |
| 584 | 58.969 | identimoji-emojikeymcp · database | Integrates with Supabase to persist and retrieve LLM interaction styles using emojikeys, enabling consistent personalized experiences across… | 4 stars · 4 forks | No one-command install · Source | |
| 585 | 58.185 | egarcia74-sql-servermcp · database | Integrates with Microsoft SQL Server databases to provide query execution, schema exploration, and data retrieval capabilities with support for both… | 6 stars · 2 forks | No one-command install · Source | |
| 585 | 58.185 | vpetersson-apple-healthmcp · database | Query Apple Health export data using DuckDB with support for records, workouts, ECG readings, and GPS routes. | 6 stars · 2 forks | No one-command install · Source | |
| 585 | 58.185 | mcp-snowflakemcp · database | A Model Context Protocol server that connects to Snowflake databases and executes SQL queries. It provides tools to list databases, schemas, tables… | 6 stars · 2 forks | No one-command install · Source | |
| 585 | 58.185 | oscillatelabs-engrammcp · database | Event-sourced memory system with semantic vector search, DuckDB storage, multi-tenant groups, and temporal filtering. | 6 stars · 2 forks | No one-command install · Source | |
| 585 | 58.185 | local-env-mcpmcp · database | Exposes your local machine's filesystem, git, shell, network, databases, and system to any MCP-compatible LLM client over HTTP. | 6 stars · 2 forks | No one-command install · Source | |
| 585 | 58.185 | renatogroffe-bogus-fake-datamcp · database | Generates realistic Brazilian-localized fake data using the Bogus library for contacts, companies, products, and Lorem Ipsum text to populate test… | 6 stars · 2 forks | No one-command install · Source | |
| 585 | 58.185 | pgsql-mcp-servermcp · database | Enables interaction with PostgreSQL databases through MCP, supporting queries, DDL, DML, and schema inspection. | 6 stars · 2 forks | No one-command install · Source | |
| 585 | 58.185 | abhirockzz-cosmosdb-gomcp · database | Enables natural language interaction with Azure Cosmos DB for querying, creating, and managing databases, containers, and items through Go-based tools… | 6 stars · 2 forks | No one-command install · Source | |
| 585 | 58.185 | florentinemcp · database | Natural language interface for MongoDB databases with vector search and multi-tenant security | 6 stars · 2 forks | No one-command install · Source | |
| 585 | 58.185 | erebusenigma-context-memorymcp · database | Persistent, searchable context storage across Claude Code sessions using SQLite FTS5. Save sessions with AI-generated summaries, two-tier full-text… | 6 stars · 2 forks | No one-command install · Source | |
| 585 | 58.185 | x746b-mac-forensicsmcp · database | Integrates with macOS forensic tools like FSEParser and unifiedlog_iterator to parse system artifacts, correlate timeline events, and detect security… | 6 stars · 2 forks | No one-command install · Source | |
| 585 | 58.185 | postgresql-ssh-mcp-servermcp · database | A secure PostgreSQL MCP server with built-in SSH tunneling that enables AI assistants to connect to databases through bastion hosts automatically… | 6 stars · 2 forks | No one-command install · Source | |
| 585 | 58.185 | gigapi-timeseriesmcp · database | Integrates with GigAPI Timeseries Lake to execute SQL queries, manage databases and tables, and write time-series data using InfluxDB Line Protocol… | 6 stars · 2 forks | No one-command install · Source | |
| 585 | 58.185 | erlichliu-supabasemcp · database | Integrates with Supabase's PostgreSQL database service to enable persistent data storage, user management, and structured data retrieval operations. | 6 stars · 2 forks | No one-command install · Source | |
| 585 | 58.185 | luorivergoddess-asymptote-geometrymcp · database | Renders precise geometric images using Asymptote vector graphics language, converting mathematical code into SVG or PNG formats for technical diagrams… | 6 stars · 2 forks | No one-command install · Source | |
| 585 | 58.185 | nicholasq-libsqlmcp · database | Integrates with LibSQL databases to enable schema retrieval and table querying for real-time data access and analysis. | 6 stars · 2 forks | 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.