Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1001 | 38.066 | pickstar-2002-redismcp · database | Integrates Redis database operations with key-value manipulation, data structure operations, and backup functionality for caching management, session… | 2 stars · 1 fork | No one-command install · Source | |
| 1001 | 38.066 | martinbowling-clipboard-to-supabasemcp · database | Monitors your clipboard for images, automatically uploads them to Supabase Storage, and writes the public URL back to the clipboard for seamless… | 2 stars · 1 fork | No one-command install · Source | |
| 1001 | 38.066 | thinking-bzf-mongomcp · database | Enables natural language interaction with MongoDB databases for collection management, document operations, and index manipulation without writing… | 2 stars · 1 fork | No one-command install · Source | |
| 1001 | 38.066 | liu-creators-postgresqlmcp · database | Enables natural language interactions with PostgreSQL databases for query execution, schema exploration, and data manipulation without requiring raw… | 2 stars · 1 fork | No one-command install · Source | |
| 1001 | 38.066 | shivay-couchbase-vector-search-star-wars-planetsmcp · database | Integrates Couchbase vector search for semantic similarity queries on Star Wars planet data. | 2 stars · 1 fork | No one-command install · Source | |
| 1001 | 38.066 | rebots-online-neo4jmcp · database | Integrates Neo4j graph databases, enabling natural language interactions for complex relationship modeling and graph-based analytics. | 2 stars · 1 fork | No one-command install · Source | |
| 1001 | 38.066 | matteturtle09-mongodbmcp · database | Bridges MongoDB databases with AI systems, enabling document retrieval and analysis through standardized queries and operations. | 2 stars · 1 fork | No one-command install · Source | |
| 1001 | 38.066 | thomaub-clickhousemcp · database | Integrates with ClickHouse databases to enable data analysis, querying, and exploration for large-scale analytical workloads. | 2 stars · 1 fork | No one-command install · Source | |
| 1009 | 37.006 | nordic-financial-mcpmcp · database | Semantic search across 1+ million vectors across Nordic financial data for AI agents. Covers company filings (annual and quarterly reports), exchange… | 2,164 installs | No commit datelisted | No one-command install · Source |
| 1010 | 36.462 | philidormcp · database | Search and analyze 700+ DeFi vaults across Morpho, Aave, Spark, Yearn, Beefy, Compound, Uniswap and others. Multi-vector risk scoring (Asset 40%… | 2,116 installs | No commit datelisted | No one-command install · Source |
| 1011 | 35.443 | partymola-withings-healthmcp · database | Integrates with Withings health devices for body metrics, sleep, activity, workouts, and ECG data with local SQLite caching. | 2 forks | No one-command install · Source | |
| 1011 | 35.443 | mcp-server-railway-startermcp · database | A starter template for deploying a remote MCP server with OAuth 2.1 authorization, dynamic client registration, and a PostgreSQL database. Includes… | 2 forks | No one-command install · Source | |
| 1011 | 35.443 | iceberg-mcp-server-hivemcp · database | Provides read-only SQL access to Apache Iceberg tables via HiveServer2, enabling querying, schema discovery, and database listing on Cloudera Data… | 2 forks | No one-command install · Source | |
| 1011 | 35.443 | mcp-database-bridgemcp · database | A secure, read-only MCP server that empowers Claude Desktop and AI agents to safely query and inspect local SQLite databases. | 2 forks | No one-command install · Source | |
| 1011 | 35.443 | postgresql-mcp-servermcp · database | Exposes PostgreSQL database operations as tools for AI assistants, allowing SQL queries and schema inspection. | 2 forks | No one-command install · Source | |
| 1011 | 35.443 | mcp-server-motherduckmcp · database | An MCP server that enables SQL analytics on DuckDB and MotherDuck databases, allowing AI assistants and IDEs to query and analyze data. | 2 forks | No one-command install · Source | |
| 1011 | 35.443 | myarxivdb-mcpmcp · database | Organizes personal research papers by crawling arXiv metadata, embedding abstracts, storing in a PostgreSQL database, and generating Related Work… | 2 forks | No one-command install · Source | |
| 1011 | 35.443 | nih-reportermcp · database | Provides a conversational interface to the NIH's research database, enabling users to search for funded projects and publications with detailed… | 2 forks | No one-command install · Source | |
| 1011 | 35.443 | adiletd-feature-suggestions-supabasemcp · database | Connects AI assistants to a Supabase database for querying feature suggestions, enabling direct access to feature request data within conversations… | 2 forks | No one-command install · Source | |
| 1011 | 35.443 | nando-postgresmcp · database | Integrates with PostgreSQL databases to enable schema exploration and SQL query execution for data analysis and reporting tasks. | 2 forks | No one-command install · Source | |
| 1011 | 35.443 | xianzong85-mysqlmcp · database | Connects AI systems to MySQL databases for executing SQL queries and performing complex data operations without direct database access. | 2 forks | No one-command install · Source | |
| 1011 | 35.443 | jimpick-fireproof-json-databasemcp · database | Integrates Fireproof JSON document databases with the Model Context Protocol, enabling CRUD operations and querying across multiple decentralized… | 2 forks | No one-command install · Source | |
| 1023 | 32.223 | mcp-tools-sqlmcp · database | Provides safe, configurable SQL database access via MCP tools, enabling schema introspection, predefined queries, and structured updates with… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | leteomcp · database | Persistent memory for AI coding agents, storing decisions, bug fixes, conventions, and discoveries in a local SQLite database and automatically… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | copper-mountain-vna-mcpmcp · database | Enables AI agents to control Copper Mountain Vector Network Analyzers over TCP/IP SCPI, offering 45 tools for sweep configuration, calibration… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | glama-status-mcpmcp · database | Daily-refreshed Glama TDQS score tracker for any MCP fleet. Scrapes per-tool grades from glama.ai, stores in SQLite with snapshot history and delta… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | cairntirmcp · database | A local-first, open-source memory system for Claude Code that eliminates cross-chat AI amnesia by storing decisions and facts verbatim in a SQLite… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | synapsor-runnermcp · database | Reviewed Postgres and MySQL business actions for MCP agents, without exposing raw execute_sql. | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | pgsandbox-mcpmcp · database | PGSandbox MCP is a local Rust MCP server for disposable Postgres databases. It creates tracked database/role pairs, returns scoped sandbox… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | spendglassmcp · database | Read-only MCP server that lets local AI agents query bank transactions stored in a local SQLite database, with tools for accounts, transaction search… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | nsphung-snowflakemcp · database | Connects AI assistants to Snowflake with SQL execution, schema exploration, and TOML multi-connection configuration. | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | agent-handoff-mcpmcp · database | Enables AI agents to exchange structured work items with an auditable lifecycle, supporting send, acknowledge, block, complete, and cancel operations… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | mailbunker-mcpmcp · database | Zero-trust encrypted email archiving and search MCP server with real-time IMAP IDLE ingestion, AES-256-GCM encryption, SQLite FTS5 full-text search… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | cocaxcode-database-mcpmcp · database | A database MCP server providing 33 tools across PostgreSQL, MySQL, and SQLite, with connection groups, rollback, dump/restore, and schema… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | memkeepermcp · database | Local-first memory for AI agents. On-device hybrid retrieval over a single SQLite file. | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | liuhemcp · database | LLM-native code tools: 44 MCP tools for AI agents to read, understand and modify code. Rust tree-sitter parse daemon (crash-isolated), SQLite symbol… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | cinii-mcpmcp · database | Enables querying Japan's national academic database, CiNii Research, for articles, books, dissertations, KAKEN projects, and researcher profiles via… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | cyanheads-socratamcp · database | Searches and queries government open-data portals powered by Socrata using SoQL, with DuckDB integration for large dataset analysis. | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | marcelo-ochoa-postgresmcp · database | PostgreSQL database integration with query execution and schema inspection | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | txn2-trinomcp · database | Connects to Trino data warehouses for executing SQL queries, analyzing execution plans, and exploring database schemas with built-in security features… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | memory-fabricmcp · database | Enables AI coding assistants to store and retrieve project-aware context as plain Markdown files locally, with no cloud or vector database required. | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | egovframe-scaffold-mcpmcp · database | Enables AI tools to instantly scaffold eGovFrame projects using official templates, with configurable project name, groupId, database type, and… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | nuzo-memorymcp · database | Local-first, auditable memory for AI agents. Provides durable context for MCP hosts with SQLite storage, CLI, and MCP tools for memory management. | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | amneshiamcp · database | Unified, zero-external-database multi-agent long-term memory hub with SQLite FTS5 BM25 search, knowledge graph, sleep cycle consolidation, and a web… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | scythe-context-mcpmcp · database | Local code context engine for Codex App/CLI that indexes code with SQLite/sqlite-vec for hybrid search and context packing to provide relevant files… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | maha-mcp-bridgemcp · database | Zero-trust local MCP bridge that exposes read-only database tools and structured book navigation to AI agents, with two-tier PII redaction and MPS… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | garlmcp · database | Cryptographic verification for AI agent actions — ECDSA-secp256k1 signed Action Receipts anchored on Base, multi-dimensional trust vectors, capability… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | northwind-postgresql-mcp-servermcp · database | A read-only MCP server that connects Claude to the Northwind sample PostgreSQL database, allowing natural language queries to generate SQL and charts. | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | takeokunn-metabasemcp · database | Integrates with Metabase business intelligence platform to enable database querying, dashboard management, report generation, and administrative tasks… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | wsobo-genesis-biomcp · database | Structured access to 23 biomedical databases for drug discovery and protein research. | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | membankmcp · database | LLM memory management system that stores corrections, preferences, decisions, and learnings in a local SQLite database with semantic search, exposed… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | mcp-memory-rsmcp · database | Local-first MCP memory server providing persistent, versioned, queryable memory for AI agents using JSON categories and SQLite FTS5, with optional… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | disco-enginemcp · database | Enables AI agents to play Disco Elysium through MCP protocol, with a SQLite ROM containing the game's script and rules, plus a real-time browser… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | dj-pearson-supabase-coolifymcp · database | Manages self-hosted Supabase instances running on Coolify infrastructure | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | audit-event-mcpmcp · database | Hash-chained audit log for AI agents — MCP-native, Cloudflare Durable Objects + SQLite | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | sfaustodev-mycorrhizamcp · database | Persistent memory server using a SQLite hash chain where each memory is cryptographically linked to the previous one, enabling tamper-evident recall… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | dbridge-mcpmcp · database | Read-only MCP server that lets AI agents safely query SQLite, PostgreSQL, and MySQL/MariaDB. Enforces read-only transactions with column masking, row… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | memory-db-mcp-servermcp · database | A lightweight vector-based memory system for AI agents with tools to store, semantically search, and delete memories, using your own embedding model. | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | mcp-mysql-explorermcp · database | MCP server that connects AI agents to MySQL databases for schema exploration, data querying, and SQL execution via natural language. | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | tablebridgemcp · database | Turns a folder of CSV, Parquet, and JSON files into a single SQL-queryable source for AI agents, supporting JOINs across files with read-only… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | fusionmcp · database | Enables LLMs to perform analytical SQL queries on PostgreSQL/MySQL databases via DuckDB, with tools for querying, aggregation, and materialized views. | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | airlock-mcp-servermcp · database | Airlock provides named resource locks, atomic shared state, presence, events, and a task queue for AI agents to coordinate on a shared filesystem… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | the-rag-mcpmcp · database | An enterprise-ready MCP server that exposes a RAG tool for retrieving relevant context and metadata from a Qdrant vector database using natural… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | vault-recommendermcp · database | Enables semantic recommendation for Obsidian vaults, allowing users to find related notes, forgotten knowledge, and missing connections through… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | mcp-toolkit-2mcp · database | A collection of production-ready MCP servers for PostgreSQL, SQLite, Redis, File System, and GitHub API, enabling database operations, file… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | vibecheckmcp · database | Agent-native "safe to ship?" security gate for AI-generated code. Uses real parsers and inter-rocedural taint analysis (JS/TS, Python, Go) to flag the… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | runcontextmcp · database | Enables AI agents to understand and query your database safely by providing a semantic layer of metadata, with tools to search, explain, validate, and… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | kosminus-querywise-mcpmcp · database | Query SQL databases (SQLite, PostgreSQL, BigQuery, Databricks) in natural language through a business semantic layer — glossary, metrics, and a data… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | longgoll-oracle-databasemcp · database | Connects to Oracle databases with support for schema exploration, query execution, DDL generation, and PL/SQL execution. | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | venkateshamatam-recallmcp · database | Local SQLite MCP server enabling multiple AI agents to share persistent memory with on-device vector embeddings across Claude, Cursor, and other… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | ffoeta-code-indexermcp · database | Local source code indexer for Python and Java with embedded SQLite storage. | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | kirill-scherba-db-toolmcp · database | Executes SQL queries against SQLite, MySQL, and PostgreSQL databases with sandboxed Perl code filtering for server-side row transformations. | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | davisong-cup-redshift-querymcp · database | Enables AI assistants to run read-only SQL queries against Amazon Redshift with tools for table listing, schema inspection, and query execution. | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | doobidoo-memory-service-rsmcp · database | High-performance Rust drop-in replacement for mcp-memory-service with SQLite storage and ONNX embeddings. | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | kuldeepjeengar-sqlite-databasemcp · database | FastMCP server providing 9 tools for SQLite database operations including queries, CRUD, and schema inspection. | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | mir1198yusuf-pgmcp · database | Minimal local MCP server providing Claude Code with read-only PostgreSQL database access over HTTP transport. | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | icerhymers-unity-catalogmcp · database | Semantic search over Databricks Unity Catalog metadata using BGE-large embeddings and pgvector. | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | agentic-eng-a2dbmcp · database | Safe, read-only database access for AI agents across PostgreSQL, SQLite, MySQL, Oracle, and SQL Server. | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | mcp-memory-sqlitemcp · database | A personal knowledge graph and memory system for AI assistants using SQLite with FTS5 full-text search, enabling persistent memory across… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | neo4j-prefiltering-mcpmcp · database | Automatically discovers vector indexes in a Neo4j database and exposes each as a semantic search tool with metadata pre-filtering, enabling natural… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | w3-mcp-server-qdrantmcp · database | Python MCP server for vector search using Qdrant vector database and Ollama embeddings, with advanced query techniques like query expansion, HyDE, and… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | shipitandpray-mcp-memorymcp · database | Smart memory with exponential decay. Memories strengthen on access and fade when unused — solving the Karpathy problem of unbounded context growth. 7… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | fuga-memorymcp · database | An MCP server providing long-term memory for LLMs via hybrid search (FTS5 + vector) stored in SQLite, with time-decay scoring and support for multiple… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | arpe-io-fastbcpmcp · databasealso listed as io-github-arpe-io-fastbcp-mcp | High-performance parallel database export to files and cloud storage with safety-first command preview. | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | foundry-agents-mcp-servermcp · database | Exposes Azure AI Foundry agents, workflows, and AI Search vector-database capabilities as MCP tools, enabling natural language interaction with… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | heidiec-context-podmcp · database | Persistent context storage for AI agents using learned vectors with certainty scores. | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | gh-rsafaya-streammcp · database | Connects streaming data from MQTT, Kafka, and Webhook sources with buffered Redis pipelines and real-time WebSocket relay. | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | metabase-lite-mcpmcp · database | Enables AI agents to search and read Metabase dashboards and cards, explore database schema, and run read-only query previews through the Model… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | benthecarman-bitcoin-op-returnmcp · database | Integrates with Bitcoin's blockchain through Lightning Network payments, enabling permanent embedding of custom messages in OP_RETURN outputs and… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | bhmortim-hazelcastmcp · database | Provides full access to Hazelcast distributed data structures including maps, queues, lists, sets, topics, atomic counters, ringbuffers, vector… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | mistermur-react-native-sqlitemcp · database | SQLite bridge for React Native mobile emulators that auto-discovers and queries databases inside iOS Simulator and Android Emulator sandboxes. | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | cdtgr-mongodbmcp · database | Provides MongoDB database operations including CRUD, aggregation, and collection management with configurable read-only mode and per-query database… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | securechaindev-secure-chainmcp · database | Integrates with vulnerability databases and dependency graphs to provide software supply chain security assessment through package status checking… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | dynamic-mysql-mcpmcp · database | Enables secure, runtime-authenticated MySQL database querying and mutation through dynamic tools, allowing AI assistants to list databases/tables… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | legacy-mongodb-mcpmcp · database | Provides read-only access to legacy MongoDB instances (<4.0) via the Model Context Protocol, enabling AI models to query databases, collections, and… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | yawlhead91-mariadbmcp · database | Provides secure read-only access to MariaDB databases with SQL query execution, schema inspection, and connection pooling while blocking all data… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | sarfraznawaz2005-windows-screenshotmcp · database | Captures Windows desktop screenshots through full-screen and interactive region selection modes, automatically saving timestamped images and… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | jkelleman-ai-insights-agentmcp · database | Translates natural language questions into SQL queries across multiple databases with configurable metrics, business glossary mappings, and data… | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | houmingya-knowledge-graph-toolkitmcp · database | Intelligent tool scheduling system with knowledge graph construction, database operations, and document processing through ChromaDB integration. | 2 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.