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Scored on public signals; components with none are listed as Unranked · Formula

Component
Allmcp 61,707skill 1,132subagent 724rules 461hook 134workflow 62cli 57identity 38
4 More
eval 37memory 36observability 34infra 26
Domain
Allback-end 23,922ai-agents 13,106other 9,354search 4,535database 2,789front-end 2,201observability 1,987auth 1,508
5 More
devops 1,377browser 1,330comms 1,112payments 1,089github-vcs 929
Vertical
Allfinance 4,779ai-infra 3,606security 3,313productivity 2,190marketing 1,395data-analytics 1,204legal 1,129devtools 1,006
4 More
education 574healthcare 489e-commerce 468gaming 396
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Needs the armory CLI · not on npm yet, build it from cli/ in the repository

2,789 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
122.557mylocalaichat-csv-postgresmcp · databaseLoads CSV files into PostgreSQL databases with automatic table creation, data validation, and bulk import using COPY commands for efficient data…1 starNo commit datelisted No one-command install · Source
222.557brainrotmcp · databaseProvides persistent context management for coding sessions through FastAPI backend with SQLite storage, vector search capabilities, and semantic…1 starNo commit datelisted No one-command install · Source
322.557alx99-db-querymcp · databaseConnects AI models to multiple database systems for executing queries and retrieving results across PostgreSQL, MySQL, and SQLite.1 starNo commit datelisted No one-command install · Source
422.557agent-memorymcp · databaseA persistent, trust-scored project memory for AI coding agents, backed by PostgreSQL + pgvector, providing durable memory of architecture decisions…1 starNo commit datelisted No one-command install · Source
522.557wuwen1030-mysqlmcp · databaseEnables AI models to interact with MySQL databases by providing tools for listing tables, retrieving schemas, and executing read-only SQL queries with…1 starNo one-command install · Source
622.557postgres-explorermcp · databaseProvides read-only PostgreSQL database access for exploring schemas and executing safe queries, deployable via Docker or NPX for data analysis without…1 starNo one-command install · Source
722.557chris-june-role-specific-contextmcp · databaseEnables AI systems to maintain distinct expert personas through role-based context management with vector search capabilities for consistent domain…1 starNo one-command install · Source
822.557roboulos-xanomcp · databaseConnects Claude AI to Xano databases through Smithery, enabling direct querying, CRUD operations, and data management for building intelligent…1 starNo one-command install · Source
922.557stephenvertex-synthcalmcp · databaseProvides a bridge between natural language and calendar management through Supabase, enabling event creation, updating, deletion, and listing without…1 starNo one-command install · Source
1022.557hummusonrails-couchbasemcp · databaseEnables natural language querying of Couchbase databases through SQL++ execution with built-in authentication, connection management, and error…1 starNo one-command install · Source
1122.557changjunpark-qdrant-vector-databasemcp · databaseProvides a vector database for storing and retrieving code snippets through semantic search using Docker containers and sentence-transformers…1 starNo one-command install · Source
1222.557benborla-mysql-readonlymcp · databaseProvides read-only access to MySQL databases for inspecting schemas and executing SQL queries without modifying underlying data.1 starNo one-command install · Source
1322.557anshuldalua-illustratormcp · databaseEnables direct execution of JavaScript/ExtendScript code in Adobe Illustrator with visual feedback through screenshots, allowing vector graphics…1 starNo one-command install · Source
1422.557viable-chromamcp · databaseProvides direct access to ChromaDB vector database capabilities for semantic search and document management with customizable parameters for…1 starNo one-command install · Source
1522.557contact-authoritiesmcp · databaseEnables AI systems to log emergency contact events with rate limiting and persistent storage using Supabase for reporting suspicious activities…1 starNo one-command install · Source
1622.557mcp-mssql-servermcp · databaseEnables Claude Code and other MCP clients to interact with Microsoft SQL Server databases through standardized tools for query execution, schema…1 starNo one-command install · Source
1722.557mcp-chinookdb-servermcp · databaseMCP server providing LLMs with safe, read-only access to the Chinook SQLite sample database, including schema exploration and SQL query execution.1 starNo one-command install · Source
1822.557selfhosted-supabase-basic-authmcp · databaseBridges self-hosted Supabase instances with conversational interfaces through 18 tools for database operations, user management, storage browsing, and…1 starNo one-command install · Source
1922.557mcp-claude-context-servermcp · databaseA powerful MCP server that extracts, stores, searches, and analyzes Claude.ai conversations with SQLite database, semantic search, and multiple export…1 starNo one-command install · Source
2022.557dcs5star-aws-rds-mysqlmcp · databaseProvides direct SQL execution access to AWS RDS MySQL databases with safety measures that block dangerous operations while supporting standard…1 starNo one-command install · Source
2122.557chatmcp-memorymcp · databaseEnables large language models to remember past conversations by querying chat history stored in SQLite, directly integrating with daodao97/chatmcp.1 starNo one-command install · Source
2222.557mcp-finance-assistantmcp · databaseConnects Notion databases with LLMs to manage and analyze personal finances through natural language queries and bank statement uploads.1 starNo one-command install · Source
2322.557mrgoonie-todomcp · databaseProvides SQLite-backed todo list and task management with full CRUD operations, priority levels, status tracking, assignee management, tagging, due…1 starNo one-command install · Source
2422.557motherduck-mcpmcp · databaseMCP server for SQL analytics on DuckDB and MotherDuck databases, enabling AI assistants and IDEs to query data via natural language.1 starNo one-command install · Source
2522.557themcp-servermcp · databaseEnables interaction with SQLite databases, filesystem, AWS IAM, and Gmail through a master MCP server with a Streamlit UI optimized for Claude.1 starNo one-command install · Source
2622.557elisha1994-sqlite-hr-managementmcp · databaseSQLite-based HR management system that handles employee lifecycle management, organizational structure, leave tracking, salary administration, and…1 starNo one-command install · Source
2722.557wilsonllucena-sqlite-databasemcp · databaseProvides database connectivity through SQLite integration with pre-seeded sample data, enabling query execution and structured data interaction for…1 starNo one-command install · Source
2822.557medical-mcp-servermcp · databaseA comprehensive Model Context Protocol (MCP) server for medical document processing with advanced AI capabilities, including OCR, medical NER, local…1 starNo one-command install · Source
2922.557niuzaishu-querynestmcp · databaseTransforms MongoDB databases into conversational interfaces by automatically discovering collection schemas and generating optimized queries from…1 starNo one-command install · Source
3022.557logesh-001-postgresmcp · databaseConnects to PostgreSQL databases with direct query execution for SELECT operations and write operations with automatic transaction management.1 starNo one-command install · Source
3122.557snowflake-cortexmcp · databaseIntegrates with Snowflake's Cortex AI services to convert natural language queries into SQL using semantic models, search PDF documents stored in…1 starNo one-command install · Source
3222.557tdprepview-mcpmcp · databaseEnables machine learning data preprocessing pipeline creation and model training, deployment, and prediction for Teradata databases.1 starNo one-command install · Source
3322.557pgmcpmcp · databaseEnables AI agents to perform PostgreSQL administration, web crawling, and knowledge base management through a unified FastMCP server.1 starNo one-command install · Source
3422.557liliang-cn-sqlitemcp · databaseProvides secure SQLite database operations with multi-database switching, complete CRUD operations, transaction management, and directory-restricted…1 starNo one-command install · Source
3522.557supabase-mcp-servermcp · databaseA production-ready MCP server providing AI assistants with intelligent Supabase database access, featuring dynamic schema discovery, complete user…1 starNo one-command install · Source
3622.557python51888-pysqlitmcp · databaseProvides complete SQLite database operations including table creation, data manipulation, querying, and schema management through the FastMCP…1 starNo one-command install · Source
3722.557lijin-durairaj-expense-trackermcp · databaseProvides expense tracking and categorization capabilities through an SQLite database with 19 predefined categories and subcategories for adding…1 starNo one-command install · Source
3822.557havfar-todomcp · databaseProvides complete todo list management with SQLite persistence, enabling task creation, completion tracking, deletion, and search functionality…1 starNo one-command install · Source
3922.557adamosk-mysqlmcp · databaseProvides secure MySQL database access with multi-database support, configurable security levels from read-only to full SQL access, and hot-reloadable…1 starNo one-command install · Source
4022.557cdata-jira-service-managementmcp · databaseProvides database connectivity through JDBC drivers, enabling query execution and schema exploration across various database systems including Jira…1 starNo one-command install · Source
4122.557cdata-sap-businessobjects-bimcp · databaseConnects to SAP BusinessObjects BI databases through JDBC drivers, enabling natural language queries of business intelligence data with table…1 starNo one-command install · Source
4222.557cdata-sap-hana-xs-advancedmcp · databaseConnects to SAP HANA databases through JDBC to enable querying tables, retrieving metadata, and executing SQL statements with CSV-formatted output for…1 starNo one-command install · Source
4322.557anatoliyaksenov-airflow-etl-pipeline-generatormcp · databaseIntegrates with Apache Airflow, GitLab, Kafka, PostgreSQL, S3, and SMB file systems to enable conversational ETL pipeline creation, data source…1 starNo one-command install · Source
4422.557tejascm007-local-expense-trackermcp · databaseProvides local SQLite-based expense tracking with predefined categorization across 19 expense categories, enabling expense recording with…1 starNo one-command install · Source
4522.557quanticsoul4772-bearmcp · databaseConnects to Bear's local SQLite database to provide read-only access for searching notes by text or tags, retrieving complete note content, browsing…1 starNo one-command install · Source
4622.557postgresql-github-oauthmcp · databaseProvides secure PostgreSQL database operations with GitHub OAuth authentication, role-based access control, and comprehensive security measures…1 starNo one-command install · Source
4722.557preetash88-ecommerce-product-inventorymcp · databaseCRUD operations for product inventory through MySQL with repository pattern and Zod validation1 starNo one-command install · Source
4822.557wtfregia-magic-the-gatheringmcp · databaseComprehensive Magic: The Gathering card database with rules, combos, and Commander deck generation1 starNo one-command install · Source
4922.557kalistudent-enterprise-printer-databasemcp · databaseProvides enterprise printer information and tools for sales teams conducting product research, service technicians performing diagnostics, and IT…1 starNo one-command install · Source
5022.557kalvisan-guardianmcp · databaseProactively scans project dependencies for security vulnerabilities using the OSV database with configurable severity filtering, automated detection…1 starNo one-command install · Source
5122.557witwicki-miniragmcp · databaseProvides efficient retrieval-augmented generation through naive vector database querying and smart graph-based retrieval using entity relationships…1 starNo one-command install · Source
5222.557calvin-francis-memorymcp · databasePersistent conversational memory with semantic search using PostgreSQL and pgvector, combining traditional memory storage with confidence scoring and…1 starNo one-command install · Source
5322.557yeongbin-hwang-imply-druidmcp · databaseRead-only interface for Imply Cloud and Apache Druid databases1 starNo one-command install · Source
5422.557imply-druid-mcpmcp · databaseA read-only MCP server for Imply Cloud/Druid databases, enabling AI assistants to execute SQL queries, list tables, and explore dashboards and data…1 starNo one-command install · Source
5522.557cursor-ide-development-toolsmcp · databaseProvides Cursor IDE with domain-specific tools for accessing Jira, GitHub, and PostgreSQL databases through standalone TypeScript servers that enable…1 starNo one-command install · Source
5622.557mcp-databasemcp · databaseMCP server for connecting to databases (PostgreSQL, MySQL, SQL Server, Redis) enabling SQL queries, table exploration, and Redis key-value operations.1 starNo one-command install · Source
5722.557shaharwiener-sql-servermcp · databaseProvides secure read-only access to SQL Server databases with tools for query execution, schema inspection, performance analysis, and database…1 starNo one-command install · Source
5822.557eplusout-mcpmcp · databaseProvides comprehensive access to EnergyPlus building energy simulation results, enabling discovery, analysis, and extraction of data from epJSON, SQL…1 starNo one-command install · Source
5922.557sql-server-mcpmcp · databaseA read-only MCP server for SQL Server database introspection that enables Claude to explore and query databases via tools like listing objects and…1 starNo one-command install · Source
6022.557fastmcp-sqltoolsmcp · databaseProvides SQL database access via MCP, supporting PostgreSQL, MySQL, and SQLite with tools for listing tables, getting schemas, and executing queries.1 starNo one-command install · Source
6122.557atarkowska-sqltoolsmcp · databaseSQL database access with support for PostgreSQL, MySQL, and SQLite1 starNo one-command install · Source
6222.557kavi-research-assistant-mcpmcp · databaseEnables AI to save, organize, search, and synthesize research materials using a local vector database with support for both OpenAI and Ollama…1 starNo one-command install · Source
6322.557mongodb-mcp-server-for-vercelmcp · databaseA read-only MongoDB MCP server designed for serverless deployment on Vercel, providing secure, limited access to MongoDB databases for AI assistants.1 starNo one-command install · Source
6422.557mnehmos-open5e-mcpmcp · databaseQuery D&D 5e game data from 22+ source books and contribute to the open-source database with validation, diffing, and PR generation tools.1 starNo one-command install · Source
6522.557db-talkmcp · databaseEnables natural language interaction with SQLite databases using LangChain and FastMCP, allowing users to query, insert, update, and delete data via…1 starNo one-command install · Source
6622.557abhinab-handique-sqlite-dbmcp · databaseProvides secure SQLite database interaction with schema inspection and query execution capabilities for data analysis, content management, and…1 starNo one-command install · Source
6722.557mcp-ltmmcp · databaseProvides persistent long-term memory for AI assistants with tag-based retrieval, wiki-style linking, and source references, storing memories as…1 starNo one-command install · Source
6822.557morii0603-pubmedmcp · databaseProvides direct access to PubMed's medical literature database for searching articles, fetching detailed abstracts with metadata, and generating…1 starNo one-command install · Source
6922.557recife-open-data-mcpmcp · databaseMCP server to query public open data from Recife, Brazil using natural language. It exposes tools for schema exploration and SQL query generation via…1 starNo one-command install · Source
7022.557cowork-historymcp · databaseHybrid search for Claude conversation history using full-text search, Spotlight, and semantic vector embeddings.1 starNo one-command install · Source
7122.557code-searchmcp · databaseEnables semantic code search across indexed code folders using vector embeddings, with support for multiple embedding providers and automatic file…1 starNo one-command install · Source
7222.557mcp-data-analystmcp · databaseEnables natural language querying of SQL databases using AI, supporting multiple database types and automatic schema discovery.1 starNo one-command install · Source
7322.557avinashsingh-sdlc-trackermcp · databaseProvides complete Software Development Lifecycle management with SQLite-based tracking for epics, user stories, tasks, bugs, and test cases with…1 starNo one-command install · Source
7422.557databricks-sql-mcpmcp · databaseEnables AI assistants to execute SQL queries and explore databases, tables, and catalogs on Databricks using Unity Catalog.1 starNo one-command install · Source
7522.557benguy1000-databricks-sqlmcp · databaseDatabricks Unity Catalog SQL query execution and schema exploration.1 starNo one-command install · Source
7622.557agent-lilith-gmailmcp · databasePrivacy-aware Gmail integration that syncs to PostgreSQL with PII sanitization, semantic search, and configurable redaction levels.1 starNo one-command install · Source
7722.557personal-memory-gatewaymcp · databaseA privacy-first memory layer for AI that securely bridges local knowledge with AI assistants through MCP tools, with intelligent redaction and local…1 starNo one-command install · Source
7822.557bharathjinka09-sqlite-memorymcp · databaseProvides persistent key-value memory storage using SQLite with CRUD operations for storing structured data, conversation history, and user preferences…1 starNo one-command install · Source
7922.557sky2608-case-managementmcp · databaseConverts natural language questions about legal case management into safe SQL queries with validation, business glossary mapping, and security…1 starNo one-command install · Source
8022.557mcp-spring-db-toolsmcp · databaseEnables database schema querying and execution plan analysis for Spring Boot projects. Supports multiple databases including MySQL, PostgreSQL, MSSQL…1 starNo one-command install · Source
8122.557mssql-agent-mcpmcp · databaseProvides tools for querying and managing Microsoft SQL Server databases, including stored procedures and SQL Server Agent jobs as code with version…1 starNo one-command install · Source
8222.557udaykumar-dhokia-postgresqlmcp · databaseProvides direct PostgreSQL database interaction with table creation, schema inspection, and SQL query execution through API key authentication.1 starNo one-command install · Source
8322.557lib4u-open-notebookmcp · databaseConnects to an Open Notebook instance for managing notebooks, sources, notes, and chat sessions with vector and text search capabilities.1 starNo one-command install · Source
8422.557hansdoebel-lancedbmcp · databaseZed editor extension integrating LanceDB vector database for document ingestion with auto-embeddings, vector search, full-text search, and hybrid…1 starNo one-command install · Source
8522.557edutechenterprises2023-ops-kali-toolsmcp · databaseProvides containerized access to Kali Linux penetration testing tools including nmap, sqlmap, metasploit-framework, gobuster, nikto, and hydra for…1 starNo one-command install · Source
8622.557mjiga-notion-financemcp · databaseBridges natural language commands with Notion databases for personal finance management, enabling expense tracking, income recording, credit card…1 starNo one-command install · Source
8722.557finnng-rethinkdbmcp · databaseRead-only access to RethinkDB databases.1 starNo one-command install · Source
8822.557pgx-mcpmcp · databaseEnables real-time pharmacogenomics analysis, including variant clinical significance, drug-gene interactions, and dosing guidelines, by connecting to…1 starNo one-command install · Source
8922.557maroofgadiwale-expense-trackermcp · databasePersonal expense tracking with SQLite storage for adding categorized expenses, retrieving filtered records, and generating summaries by category or…1 starNo one-command install · Source
9022.557mcp-postgres-querymcp · databaseConnects Claude to any PostgreSQL database, enabling schema exploration, query execution, and performance analysis through natural conversation.1 starNo one-command install · Source
9122.557jsondb-cloudmcp · databaseManages documents, collections, schemas, and webhooks on the jsondb.cloud database platform.1 starNo one-command install · Source
9222.557budgiedownunder-zsvmcp · databaseExposes the zsv command-line CSV toolkit for data analysis and SQL-style querying of tabular data.1 starNo one-command install · Source
9322.557luigisaetta-oracle-vector-storemcp · databaseIntegrates with Oracle Vector Store databases to enable semantic search over document collections using vector embeddings, with enterprise-grade JWT…1 starNo one-command install · Source
9422.557msfixer101-idea-basinmcp · databaseConnects to an Idea Basin knowledge graph for semantic search, node browsing, and resource saving with vector embeddings.1 starNo one-command install · Source
9522.557idea-basin-mcpmcp · databaseEnables AI assistants to search, browse, and save to a semantic knowledge graph with vector search and hierarchical organization.1 starNo one-command install · Source
9622.557arpe-io-fasttransfermcp · databaseHigh-performance parallel data transfer between heterogeneous database systems with safety-first command preview.1 starNo one-command install · Source
9722.557arpe-io-lakexpressmcp · databaseAutomated database-to-cloud data pipeline exporting to Parquet with sync management and data lake publishing.1 starNo one-command install · Source
9822.557swiss-law-local-searchmcp · databaseProvides offline full-text search across 35,000+ Swiss laws from all cantons and federal level using SQLite FTS5 indexing. Enables querying laws…1 starNo one-command install · Source
9922.557chrstnwhlrt-mongodb-readonlymcp · databaseProvides secure read-only access to MongoDB databases with support for Kubernetes deployments and direct connections.1 starNo one-command install · Source
10022.557codetex-mcpmcp · databaseA commit-aware code context manager for LLMs that indexes Git repositories into a multi-tier knowledge hierarchy (repo overviews, file summaries…1 starNo 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.

Leaderboard · Armory