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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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2,789 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
2301Unrankedmcp-db-universalmcp · databaseA database-agnostic MCP server that enables natural language queries to your database through Claude or Copilot, automatically writing and executing…No signals yetNo one-command install · Source
2302Unrankedgh-dbsectrainer-data-pipeline-connectormcp · databaseUnified query interface across CSV files, PostgreSQL databases, and REST APIs with cross-source SQL joins powered by embedded DuckDB.No signals yetNo one-command install · Source
2303Unrankedvola-trebla-flakiness-knowledge-graphmcp · databaseBuilds a flakiness knowledge graph from test run history using a Playwright reporter and SQLite.No signals yetNo one-command install · Source
2304Unrankedoxplot-snowflakemcp · databaseIntegrates with Snowflake databases through external browser authentication, enabling secure schema exploration and SQL query execution without…No signals yetNo one-command install · Source
2305Unrankedgh-qso-graph-wsprmcp · databaseAnalyze WSPR beacon data for HF band openings, propagation paths, SNR trends, and solar correlation using wspr.live's public database.No signals yetNo one-command install · Source
2306Unrankeddirect-database-access-mcp-servermcp · databaseEnables chat-based interaction with PostgreSQL databases, supporting table listing, queries, write operations, and saved parameterized queries…No signals yetNo one-command install · Source
2307Unrankedsyntax-map-mcpmcp · databaseEnables code analysis of JavaScript, TypeScript, TSX, Python, and Rust files using Tree-sitter, providing symbol listing, definition/reference lookup…No signals yetNo one-command install · Source
2308Unrankedvitalinguistmcp · databaseUkrainian grammar, surzhyk detection, and English-to-Ukrainian authentic rendering from a curated 29,500-entry linguistic database.No signals yetNo one-command install · Source
2309Unrankedmcp-server-toolkitmcp · databaseProvides filesystem, web search, SQLite, and system tools for AI assistants like Claude, enabling secure access to local resources and the web.No signals yetNo one-command install · Source
2310Unrankedkinetica-mcp-servermcp · databaseExposes tools and resources for interacting with Kinetica's database, SQL-GPT contexts, and real-time monitoring.No signals yetNo one-command install · Source
2311Unrankedmybrainmcp · databaseA personal knowledge base MCP server with semantic search, storing thoughts in PostgreSQL with pgvector embeddings and providing 8 tools for capture…No signals yetNo one-command install · Source
2312Unrankedpersistent-kb-mcpmcp · databaseA local-first MCP server providing persistent, searchable knowledge base via SQLite, enabling AI agents to save and recall facts across sessions…No signals yetNo one-command install · Source
2313Unrankedai-agent-mcp-servermcp · databaseEnables ChatGPT agents to store and retrieve reports in MongoDB Atlas, acting as a bridge between ChatGPT scheduled agents and a persistent database.No signals yetNo one-command install · Source
2314Unrankedgh-roylans-remotolistmcp · databaseSearches the Remotolist candidate database using natural language queries to find tech talent.No signals yetNo one-command install · Source
2315Unrankedarm-code-mcpmcp · databaseHelps AI assistants optimize Linux workloads on Arm64 by parsing perf report output, recommending NEON SIMD intrinsics for hot loops, and auditing…No signals yetNo one-command install · Source
2316Unrankedduckdb-iceberg-mcpmcp · databaseEnables AI assistants to query Apache Iceberg tables on S3 via AWS Glue Data Catalog using DuckDB as the embedded query engine, supporting columnar…No signals yetNo one-command install · Source
2317Unrankedtsurugi-python-mcp-toolsmcp · databaseEnables to interact with Tsurugi RDBMS by executing SQL (DDL, DML, SELECT) and retrieving metadata through MCP.No signals yetNo one-command install · Source
2318Unrankedjpnqs-team-docsmcp · databaseMCP server for semantic search over team documentation using local embeddings and vector similarity search.No signals yetNo one-command install · Source
2319Unrankedsearch-apimcp · databaseSearch API for the vector-based search engine ecosystemNo signals yetNo one-command install · Source
2320Unrankedgh-sashok74-mcphubmcp · databaseWindows desktop application hosting multiple protocol servers for database introspection, project memory, and SQL query management within a single…No signals yetNo one-command install · Source
2321Unrankedrcs-kz-1cmcp · databaseConnects AI agents to 1C:Enterprise databases for reading and creating business documents.No signals yetNo one-command install · Source
2322Unrankedmicroquerymcp · databaseSQL access to public datasets including FDA, SEC, blockchain, genomics, and CVE data without configuration.No signals yetNo one-command install · Source
2323Unrankedodoo-model-mcpmcp · databaseEnables querying Odoo's model registry (fields, inheritance, methods) without a database connection by loading the registry in-memory.No signals yetNo one-command install · Source
2324Unrankedantigravity-mcp-bridgemcp · databaseA TypeScript-based MCP server template for the Antigravity agentic environment, providing system status and SQLite database tools via stdio transport.No signals yetNo one-command install · Source
2325Unrankeddaedalus-mssqlmcp · databaseQuery and manage Microsoft SQL Server databases using mssql-python.No signals yetNo one-command install · Source
2326Unrankeddaedalus-redismcp · databaseExpose Redis database operations to AI models via MCP.No signals yetNo one-command install · Source
2327Unrankeddaedalus-psycopg2mcp · databaseExposes psycopg2 PostgreSQL database adapter functionality as callable tools.No signals yetNo one-command install · Source
2328Unrankedmcp-psycopg2mcp · databaseMCP server that exposes PostgreSQL database operations via psycopg2, including connection management, query execution, and transaction control.No signals yetNo one-command install · Source
2329Unrankeddaedalus-mysql-connectormcp · databaseExposes MySQL database functionality as callable tools via the mysql-connector-python library.No signals yetNo one-command install · Source
2330Unrankedmcp-mysql-connectormcp · databaseEnables LLM agents to interact with MySQL databases through tools for querying, schema management, user administration, and transaction control.No signals yetNo one-command install · Source
2331Unrankedrichardlemmon-agent-teammcp · database13 specialized AI agents collaborating via SQLite with 44 MCP tools for project management.No signals yetNo one-command install · Source
2332Unrankedlucyomgggg-telosmcp · databaseTelos Core vector database integration for shared AI agent memory.No signals yetNo one-command install · Source
2333Unrankedrokipark-uofastmcpmcp · databaseIntegrates U2 UniData/UniVerse databases with AI systems through secure role-based access and an admin control panel.No signals yetNo one-command install · Source
2334Unrankedgodavaii-healthmcp · databaseIndian medicine database for checking drug interactions, pregnancy safety, and dosage information.No signals yetNo one-command install · Source
2335Unrankedio-github-optisol-business-db-metadata-extractor-mcpmcp · databaseEnables extraction and querying of database schema metadata from PostgreSQL, Snowflake, SQL Server, BigQuery, and Oracle databases, saving results…No signals yetNo one-command install · Source
2336Unrankedoptisol-business-db-metadata-extractormcp · databaseExtract database schema metadata from PostgreSQL, Snowflake, SQL Server, BigQuery, and Oracle.No signals yetNo one-command install · Source
2337Unrankeddirect-web-drop-beaconmcp · databaseProvides access to 100,000+ EDC products and 1,000+ brands from the Drop Beacon database.No signals yetNo one-command install · Source
2338Unrankedlake-of-vectorsmcp · databaseEnables semantic search over local knowledge bases like Obsidian notes, SQLite, and plaintext files, exposing results to Claude via MCP server.No signals yetNo one-command install · Source
2339Unrankedngmcpmcp · databaseEnables AI agents to query and browse Norton Guide database files, providing tools for reading entries, searching, and navigating menus.No signals yetNo one-command install · Source
2340Unrankedmcp-server-databasemcp · databaseProvides tools for interacting with relational databases (PostgreSQL, MySQL, SQLite), enabling SQL queries, schema inspection, and migration…No signals yetNo one-command install · Source
2341Unrankedvending-machine-mcpmcp · databaseA marketplace of 13 specialist AI agents for coding assistants, offering tools to hire agents, run scripts, audit code, and manage vector stores with…No signals yetNo one-command install · Source
2342Unrankedmcp-page-monitormcp · databaseEnables monitoring web pages for changes using Playwright, storing snapshots in SQLite, and optionally analyzing changes with an LLM for business…No signals yetNo one-command install · Source
2343Unrankedpg-python-mcpmcp · databaseA PostgreSQL MCP server with AST-based security for safe database operations. Enables AI assistants to query and manage PostgreSQL databases securely.No signals yetNo one-command install · Source
2344Unrankedcontexta-mcpmcp · databasePersistent memory and knowledge graph for AI assistants with keyword, vector, and graph search.No signals yetNo one-command install · Source
2345Unrankedneri-castro-mcp-serversmcp · databaseCollection of TypeScript MCP servers for Bruno, Gitea, Keycloak, Laravel Scramble, PostgreSQL, and Taiga.No signals yetNo one-command install · Source
2346Unrankedperson-crud-mcp-servermcp · databaseEnables managing person records in a PostgreSQL database (Neon) via Claude Desktop, supporting create, read, update, delete, and search operations…No signals yetNo one-command install · Source
2347Unrankedgetdot-database-skillsmcp · databaseMCP server providing a single query tool to execute SQL against GetDot Database, enabling schema discovery, data loading, and querying via natural…No signals yetNo one-command install · Source
2348Unrankedtimesheet-datamcp · databaseMCP server for querying work checkpoints and storing finalized timesheet reports in SQLite.No signals yetNo one-command install · Source
2349Unrankedgrigorm-debug-todoappmcp · databaseManages todo tasks stored in PostgreSQL via a .NET 9 MCP server with Clean Architecture and soft-delete support.No signals yetNo one-command install · Source
2350Unrankedgh-0xomara-sqlite-access-controlmcp · databaseQuery SQLite databases with fine-grained column-level access control in Rust.No signals yetNo one-command install · Source
2351Unrankedamansingh63-dbhub-analyticsmcp · databaseMulti-database MCP server supporting PostgreSQL, MySQL, SQL Server, SQLite, Databricks, and BigQuery for AI-powered database exploration and querying.No signals yetNo one-command install · Source
2352Unrankeddbhub-analyticsmcp · databaseUniversal Database MCP Server enabling AI assistants to connect and query multiple databases including Databricks, BigQuery, PostgreSQL, MySQL, SQL…No signals yetNo one-command install · Source
2353Unrankedclydewatts1-bacon-makermcp · databaseMetadata-first MCP orchestration layer for database systems.No signals yetNo one-command install · Source
2354Unrankedmongodb-mcp-server-3mcp · databaseEnables AI assistants to interact natively with MongoDB databases, including schema discovery, CRUD operations, aggregation pipelines, and index…No signals yetNo one-command install · Source
2355Unrankedmba-m4-database-crudmcp · databasePermission-based CRUD MCP server for SQLite and PostgreSQL with YAML allowlist, audit logging, and soft deletes.No signals yetNo one-command install · Source
2356Unrankedbulentkeskin-tk-sql-servermcp · databaseEnables AI assistants to search tables, execute read-only queries, and retrieve metadata from SQL Server databases.No signals yetNo one-command install · Source
2357Unrankedfilipescordeiro2-mongodbmcp · databaseQueries and manages MongoDB databases including collections, documents, and indexes.No signals yetNo one-command install · Source
2358Unrankedfilipescordeiro2-postgresmcp · databaseRead/write PostgreSQL MCP server using asyncpg and FastMCP with schema inspection, audit logging, and multiple transport modes.No signals yetNo one-command install · Source
2359Unrankedgranola-local-archivemcp · databaseMCP server that exposes local Granola meeting notes, summaries, and transcripts to AI assistants via SQLite-backed search and retrieval.No signals yetNo one-command install · Source
2360Unrankedsynaptikal-chronosmcp · databaseProvides persistent local memory and project tracking with SQLite storage, TF-IDF search, and a hyperbolic-space knowledge graph for mapping complex…No signals yetNo one-command install · Source
2361Unrankedsamt439-expense-trackermcp · databaseTracks personal expenses with SQLite storage for adding, listing, and summarizing transactions.No signals yetNo one-command install · Source
2362Unrankeddataclawemcp · databaseAI-native database utility that translates natural language into SQL for MySQL and PostgreSQL.No signals yetNo one-command install · Source
2363Unrankedcamda-mcpmcp · databaseExposes a Turso (libSQL) database to Claude via HTTP/SSE, enabling table listing, schema inspection, and read/write SQL queries.No signals yetNo one-command install · Source
2364Unrankeddatabase-explorer-mcpmcp · databaseEnables AI assistants to connect to and interact with PostgreSQL, MySQL, SQLite, and MongoDB databases through natural language, supporting schema…No signals yetNo one-command install · Source
2365Unrankedmcp-sqlitemcp · databaseMCP tool server providing SQLite database access for AI agents.No signals yetNo one-command install · Source
2366Unrankedarkty-redash-mcpmcp · databaseEnables executing SQL queries, exploring database schemas, and exporting results from Redash via MCP, with ad-hoc queries and write protection.No signals yetNo one-command install · Source
2367Unrankedmcp-server-for-databasemcp · databaseA read-only MCP server that enables AI agents to explore database schemas and execute safe queries on PostgreSQL and MySQL.No signals yetNo one-command install · Source
2368Unrankedknowledge-base-mcp-servermcp · databaseManages projects, requirements, and knowledge entries with full-text search via SQLite FTS5. Provides 19 MCP tools for AI assistants to create…No signals yetNo one-command install · Source
2369Unrankedunifiles-mcpmcp · databaseProvides AI assistants with unified file operations via MCP, supporting Excel, PDF, Word, and SQLite file reading, writing, and querying.No signals yetNo one-command install · Source
2370Unrankeddatabricks-mcp-geniemcp · databaseEnables AI assistants to interact with Databricks workspaces through natural language, supporting SQL queries, cluster management, jobs, Genie AI…No signals yetNo one-command install · Source
2371Unrankedlobsterdbmcp · databaseEnables provisioning and managing PostgreSQL databases, running SQL queries, and evolving schemas with tracked migrations, with automatic account…No signals yetNo one-command install · Source
2372Unrankedopen-brain-knowledge-mcp-servermcp · databaseA persistent, cross-session knowledge base for AI agents that indexes session history into a searchable SQLite database with full-text search…No signals yetNo one-command install · Source
2373Unrankedmetabase-mcp-plusmcp · databaseAn MCP server that enables AI assistants to query databases, execute SQL, and manage Metabase resources like dashboards, cards, and collections…No signals yetNo one-command install · Source
2374Unrankedarpe-io-migratorxpressmcp · databaseCross-platform database migration between heterogeneous systems with DDL translation and data transfer.No signals yetNo one-command install · Source
2375Unrankedmigratorxpress-mcp-servermcp · databaseThis MCP server enables database migration between heterogeneous systems (Oracle, PostgreSQL, SQL Server, Netezza to PostgreSQL or SQL Server) through…No signals yetNo one-command install · Source
2376Unrankedegon89-finance-controlmcp · databasePersonal finance management with SQLite-backed data storage and SSE transport for tracking financial records.No signals yetNo one-command install · Source
2377Unrankeditaly-legacy-db-ai-bridgemcp · databaseEnables AI assistants to securely query Italian legacy ERP databases (AS/400, SQL Server, etc.) with GDPR-compliant PII masking and semantic table…No signals yetNo one-command install · Source
2378Unrankedexpertvagabond-volcenginemcp · databaseText generation, chat, and embeddings via ByteDance Volcano Engine Doubao models.No signals yetNo one-command install · Source
2379Unrankedexpense-tracker-mcp-servermcp · databaseTracks expenses and income with budgeting rules and financial summaries via SQLite persistence.No signals yetNo one-command install · Source
2380Unrankedhorizon-mcpmcp · databaseEnables natural language querying of Snowflake-managed Iceberg tables via Horizon IRC and DuckDB, without using a Snowflake warehouse.No signals yetNo one-command install · Source
2381Unrankedgeneric-database-mcp-servermcp · databaseEnables read-only SQL querying and schema inspection across MSSQL, PostgreSQL, and MySQL databases via MCP tools.No signals yetNo one-command install · Source
2382Unrankedcode-vector-syncmcp · databaseEnables semantic code search over a local codebase using Qdrant vector embeddings and OpenAI embeddings, allowing natural language queries from…No signals yetNo one-command install · Source
2383Unrankedpavelguzenfeld-media-forgemcp · databaseGenerates diagrams, charts, HTML pages, and slide decks from text DSLs for embedding in Markdown documentation.No signals yetNo one-command install · Source
2384Unrankedmanasdb-mcp-servermcp · databaseProvides a plug-and-play persistent memory layer for MCP-compatible AI assistants, enabling them to store, retrieve, and delete memories across…No signals yetNo one-command install · Source
2385Unrankedsensactmcp · databaseSensact is a Supabase-hosted remote MCP server that lets LLM clients discover and invoke device capabilities on user-owned devices, using OAuth 2.1…No signals yetNo one-command install · Source
2386Unrankedcosmosdb-mcpmcp · databaseMCP server for Azure Cosmos DB enabling listing accounts, databases, containers, running SQL queries, and reading/writing/deleting documents.No signals yetNo one-command install · Source
2387Unrankedbluwork-postgres-scoutmcp · databaseProduction-ready PostgreSQL database exploration with safety features, monitoring, and data quality tools.No signals yetNo one-command install · Source
2388Unrankedunreal-project-mcpmcp · databaseIndexes Unreal Engine project C++ source, config files, dependencies, gameplay tags, replication, asset references, and log categories into a SQLite…No signals yetNo one-command install · Source
2389Unrankedmysql-explorermcp · databaseEnables Claude to interact with a MySQL database by automatically discovering its schema and retrieving full table data for analysis.No signals yetNo one-command install · Source
2390Unrankedbluwork-mongo-scoutmcp · databaseProduction-ready MongoDB database exploration with safety features, live monitoring, and data quality tools.No signals yetNo one-command install · Source
2391Unrankedteradata-mcp-pocmcp · databaseEnables natural language interaction with Teradata databases through Claude, allowing data exploration, profiling, and in-database KMeans clustering…No signals yetNo one-command install · Source
2392Unrankedmcp-excel-postgresqlmcp · databaseEnables AI assistants to read and edit Excel files and perform PostgreSQL queries, streamlining data analysis workflows.No signals yetNo one-command install · Source
2393Unrankedcontext-bunker-mcpmcp · databaseAn MCP server that indexes your codebase using tree-sitter AST parsing and gives AI tools instant access to structural intelligence like dependency…No signals yetNo one-command install · Source
2394Unrankedduckdb-mcp-servermcp · databaseA local MCP server enabling AI assistants to query and analyze data via DuckDB SQL engine, supporting local files, memory, S3, and MotherDuck.No signals yetNo one-command install · Source
2395Unrankedreminder-mcp-servermcp · databaseProvides AI assistants with reliable reminders, persistent memory, task tracking, and activity history through 20 MCP tools, with a multi-user web…No signals yetNo one-command install · Source
2396Unrankedtodosqlite-mcp-servermcp · databaseEnables users to manage a personal todo list with CRUD operations, keyword search, and local SQLite storage. Designed for AI agent productivity tools.No signals yetNo one-command install · Source
2397Unrankedfreminder-esg-datamcp · databaseExtracts and analyzes ESG data with tools for ESRS-aligned metrics, PDF processing, vector search, and EU regulation analysis.No signals yetNo one-command install · Source
2398Unrankedmemory-mcp-cemcp · databasePersistent semantic memory for AI agents using PostgreSQL and vector embeddings, enabling cross-session continuity and semantic search.No signals yetNo one-command install · Source
2399Unrankedagenticmcpmcp · databaseA Model Context Protocol (MCP) server that provides secure, role-based access to PostgreSQL databases for AI agents.No signals yetNo one-command install · Source
2400Unrankedmcp-supabasemcp · databaseEnables interaction with Supabase databases, including listing tables, querying, inserting, updating, deleting records, and executing RPC functions.No signals yetNo 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