Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 701 | 51.401 | zanzythebar-memory-libsqlmcp · database | High-performance Go implementation of persistent memory storage using libSQL with vector search capabilities, managing knowledge graphs through… | 7 stars | No one-command install · Source | |
| 701 | 51.401 | javsanmar5-sqlitemcp · database | Provides a secure interface for executing validated SELECT queries on SQLite databases, enabling direct data analysis within conversation workflows. | 7 stars | No one-command install · Source | |
| 703 | 50.895 | neo4j-canarymcp · database | Experimental Neo4j graph database MCP integration with Cypher query support, providing early access to features ahead of the official release. | 2 stars · 3 forks | No one-command install · Source | |
| 703 | 50.895 | nmdc-mcpmcp · database | A fastmcp-based tool for writing prompts against data in the NMDC database. | 2 stars · 3 forks | No one-command install · Source | |
| 703 | 50.895 | sjsoumil-ipl-text2sqlmcp · database | Query 19 seasons of Indian Premier League cricket data (2008–2026) using natural language, with tools for schema inspection, query validation, and SQL… | 2 stars · 3 forks | No one-command install · Source | |
| 703 | 50.895 | endaoment-postgresmcp · database | Enables interaction with PostgreSQL databases for executing SQL queries, exploring table schemas, and performing data analysis with robust error… | 2 stars · 3 forks | No one-command install · Source | |
| 703 | 50.895 | burakdirin-clickhousemcp · database | Integrates with ClickHouse databases to execute SQL queries and retrieve results in JSON format, enabling data analysis and exploration directly… | 2 stars · 3 forks | No one-command install · Source | |
| 708 | 49.325 | sqlikemcp · database | Deterministic SQL static analysis and query-equivalence checking for Postgres, MySQL, SQLite, and SQL Server. Tokenizes locally before forwarding to… | 6 stars | No one-command install · Source | |
| 708 | 49.325 | code-context-storage-mcpmcp · database | Provides a local SQLite-backed code context knowledge base with MCP tools for storing and querying code facts, call graphs, semantic info, evidence… | 6 stars | No one-command install · Source | |
| 708 | 49.325 | best-cad-mcpmcp · database | Enables agent-driven CAD automation by inspecting, editing, and validating DWG drawings through a handle-first workflow, with support for visual… | 6 stars | No one-command install · Source | |
| 708 | 49.325 | softwaretree-ormcpmcp · database | Enables object-oriented data exchange with any JDBC-compliant database (e.g., PostgreSQL, MySQL, Oracle, SQL Server, DB2, SQLite) through… | 6 stars | No one-command install · Source | |
| 708 | 49.325 | cerebro-code-memorymcp · database | Persistent code-knowledge memory across AI chat sessions, caching code understanding in a SQLite brain and providing MCP tools for code analysis… | 6 stars | No one-command install · Source | |
| 708 | 49.325 | andywang1688-sql-query-mcpmcp · database | A general-purpose MCP server that lets AI work with multiple databases within clear boundaries. Supports PostgreSQL and MySQL today with schema… | 6 stars | No one-command install · Source | |
| 708 | 49.325 | kilhubprojects-memory-meshmcp · database | Local AI memory hub combining SQLite and ChromaDB hybrid search with 47 data connectors, real-time file monitoring, and 15 MCP tools for persistent… | 6 stars | No one-command install · Source | |
| 708 | 49.325 | timmx7-acheron-mcp-servermcp · database | Cross-surface persistent memory for Claude. Bridges context between Claude Chat, Code, and Cowork via local SQLite with full-text search. Save… | 6 stars | No one-command install · Source | |
| 708 | 49.325 | gorakudo-yomitan-dictionarymcp · database | Access Japanese dictionary databases from the Yomitan browser extension offline. | 6 stars | No one-command install · Source | |
| 708 | 49.325 | cwe-search-mcpmcp · database | Enables querying MITRE's Common Weakness Enumeration database for vulnerability information, supporting CWE lookup, search, taxonomy navigation, and… | 6 stars | No one-command install · Source | |
| 718 | 49.118 | okf-toolsmcp · database | Enables local semantic search and management of OKF knowledge bundles via MCP tools, with hybrid BM25 and vector search. | 4 stars · 1 fork | No one-command install · Source | |
| 718 | 49.118 | db-explorer-mcpmcp · database | A FastMCP server that enables safe, read-only exploration and querying of relational databases (SQLite, PostgreSQL, MySQL) through natural language… | 4 stars · 1 fork | No one-command install · Source | |
| 718 | 49.118 | adomcpmcp · databasealso listed as john0king-adomcp | AdoMcp is a Model Context Protocol (MCP) server that helps large language models (LLMs) understand database structure, read table comments, and… | 4 stars · 1 fork | No one-command install · Source | |
| 718 | 49.118 | sin5ddd-sqlewmcp · databasealso listed as sqlew | Optimizes multi-agent coordination through intelligent SQLite database design with normalized tables, integer enums, and pre-aggregated views to… | 4 stars · 1 fork | No one-command install · Source | |
| 718 | 49.118 | pipetablemcp · database | Query local CSV, Parquet, JSON and TSV files with real SQL via DuckDB. Gives your AI coding tool ground-truth data access instead of hallucinated… | 4 stars · 1 fork | No one-command install · Source | |
| 718 | 49.118 | gh-asterixix-polish-academicmcp · database | Provides access to Polish academic databases, research repositories, government data, and weather services. | 4 stars · 1 fork | No one-command install · Source | |
| 718 | 49.118 | vibetools-dokploymcp · database | Integrates with Dokploy's self-hosted PaaS platform for application deployment, database management, domain configuration, and DevOps automation… | 4 stars · 1 fork | No one-command install · Source | |
| 718 | 49.118 | exasol-mcp-server-with-governed-sql-optionmcp · database | Provides LLM access to Exasol database via MCP tools, including metadata reading and data queries, with an optional on-premise text-to-SQL (Governed… | 4 stars · 1 fork | No one-command install · Source | |
| 718 | 49.118 | codeembedmcp · database | Embeds your codebase into a local vector and graph database and exposes it as an MCP tool, enabling AI assistants to perform fast semantic search over… | 4 stars · 1 fork | No one-command install · Source | |
| 718 | 49.118 | mssql-mcp-servermcp · database | Enables AI assistants to interact with Microsoft SQL Server databases via introspection and query tools. Supports single or multiple databases with… | 4 stars · 1 fork | No one-command install · Source | |
| 718 | 49.118 | grafeo-mcpmcp · database | Enables AI agents to interact with an embedded graph database (GrafeoDB) via the Model Context Protocol, providing tools for graph CRUD, GQL queries… | 4 stars · 1 fork | No one-command install · Source | |
| 718 | 49.118 | veridyia-autoeqmcp · database | Searches, compares, and retrieves parametric EQ settings for headphones and IEMs from the AutoEQ database. | 4 stars · 1 fork | No one-command install · Source | |
| 718 | 49.118 | dreamc0der-ai-proton-mail-bridgemcp · database | Provides email access through Proton Mail Bridge with local SQLite caching, FTS5 full-text search, and comprehensive IMAP/SMTP operations. | 4 stars · 1 fork | No one-command install · Source | |
| 718 | 49.118 | io-github-oxgeneral-agentmemmcp · database | Lightweight persistent memory for AI agents using a single SQLite file with hybrid search (keywords + semantics). Zero to 12MB install, no cloud or… | 4 stars · 1 fork | No one-command install · Source | |
| 718 | 49.118 | tranchihuu-postgres-mysqlmcp · database | Unified database connectivity for PostgreSQL and MySQL with connection pooling, parameterized queries, and schema introspection. | 4 stars · 1 fork | No one-command install · Source | |
| 718 | 49.118 | postgis-yukon-mcpmcp · databasealso listed as zmgiser-postgis-yukon | Enables natural language and geospatial queries on PostGIS databases, with 32 tools for spatial analysis, geometry operations, and database… | 4 stars · 1 fork | No one-command install · Source | |
| 718 | 49.118 | vedantparmar12-mysql-cloudflaremcp · database | Provides secure MySQL database access through role-based permissions tied to GitHub usernames, enabling standard database operations with SQL… | 4 stars · 1 fork | No one-command install · Source | |
| 718 | 49.118 | characat0-databricksmcp · database | Provides a bridge between AI and Databricks workspaces, enabling interaction with data catalogs, schemas, tables, and SQL warehouses for direct… | 4 stars · 1 fork | No one-command install · Source | |
| 718 | 49.118 | personal-finance-trackermcp · database | A lightweight MCP server for tracking personal expenses, income, and budget summaries using SQLite. | 4 stars · 1 fork | No one-command install · Source | |
| 718 | 49.118 | semantic-search-mcp-servermcp · database | Enables semantic search over documentation stored in a Vectorize database using the Cloudflare Agents SDK, allowing users to query indexed content via… | 4 stars · 1 fork | No one-command install · Source | |
| 718 | 49.118 | waitfish-sqlitemcp · database | Provides a SQLite-based database backend for efficient data storage and retrieval, leveraging Rust and integrating with mcp-core and mcp-server… | 4 stars · 1 fork | No one-command install · Source | |
| 742 | 48.479 | sql-mcp-servermcp · database | MCP server for SQL Server database interactions, providing tools to list databases, get schema, and execute parameterized SELECT queries. | 1 star · 3 forks | No one-command install · Source | |
| 743 | 48.150 | logic-mcpmcp · database | Executes advanced logic primitives and cognitive operations via MCP tools, with dynamic LLM configuration and database tracing for reasoning tasks. | 4 forks | No one-command install · Source | |
| 744 | 47.273 | co-messi-agent-peersmcp · database | Enables multiple AI agent sessions on the same machine to discover each other and exchange messages via a local SQLite broker. | 3 stars · 2 forks | No one-command install · Source | |
| 744 | 47.273 | aman-cerp-amanmcpmcp · database | Provides local-first semantic code search with hybrid BM25 and vector embeddings, featuring automatic project indexing and zero-config setup. | 3 stars · 2 forks | No one-command install · Source | |
| 744 | 47.273 | mcp-sqlservermcp · database | A powerful MCP server for Microsoft SQL Server that connects AI assistants directly to your SQL Server databases with enterprise-grade security… | 3 stars · 2 forks | No one-command install · Source | |
| 744 | 47.273 | gogogadgetbytes-smart-connectionsmcp · database | Semantic search using your Obsidian vault's embeddings. | 3 stars · 2 forks | No one-command install · Source | |
| 744 | 47.273 | mysqlmcpmcp · database | A high-performance MySQL database MCP server providing 29 professional tools for data operations, schema management, bulk operations, backup… | 3 stars · 2 forks | No one-command install · Source | |
| 744 | 47.273 | bmpixel-thingsmcp · database | Integrates with Things.app task management for macOS, enabling task and project creation with full metadata support, update operations including… | 3 stars · 2 forks | No one-command install · Source | |
| 744 | 47.273 | quintonwall-fast-pyairbytemcp · database | Generates complete Python data pipeline scripts by automatically retrieving Airbyte connector specifications from a vector store and producing… | 3 stars · 2 forks | No one-command install · Source | |
| 744 | 47.273 | ranjeet-floyd-informix-dbmcp · database | Provides secure database operations for IBM Informix databases with configurable read-only and full SQL access modes, connection pooling, and built-in… | 3 stars · 2 forks | No one-command install · Source | |
| 744 | 47.273 | yuanooo-oceanbasemcp · database | Provides a secure bridge to OceanBase databases for listing tables, reading data, and executing SQL queries with configurable permission levels for… | 3 stars · 2 forks | No one-command install · Source | |
| 744 | 47.273 | harjjotsinghh-postgres-multi-schemamcp · database | Provides read-only access to PostgreSQL databases with enhanced multi-schema support, enabling schema inspection, query execution, and isolation… | 3 stars · 2 forks | No one-command install · Source | |
| 744 | 47.273 | iskakaushik-clickhousemcp · database | Integrates with ClickHouse databases to execute read-only SQL queries, list databases, and enumerate tables for fast analytical processing of large… | 3 stars · 2 forks | No one-command install · Source | |
| 755 | 46.654 | guardvibemcp · database | Security scanner for AI-generated code with 330+ rules covering Next.js, Supabase, Stripe, Prisma, and the full vibe-coding stack. | 5 stars | No one-command install · Source | |
| 755 | 46.654 | valvmcp · database | An MCP server that gives agents safe, policy-scoped access to your database via structured queries (never raw SQL), with read and opt-in write… | 5 stars | No one-command install · Source | |
| 755 | 46.654 | apple-health-ai-bridge-mcp-servermcp · database | Read-only MCP server that exposes Apple Health data (steps, workouts, sleep, etc.) from a local SQLite store, allowing AI agents to query health… | 5 stars | No one-command install · Source | |
| 755 | 46.654 | charan-place-astramcp · database | MCP server that builds persistent code knowledge graphs using tree-sitter, vector embeddings, and PageRank for semantic code search. | 5 stars | No one-command install · Source | |
| 755 | 46.654 | panghy-whatsappmcp · database | Connects AI assistants to WhatsApp via a local Electron app with multi-account support and SQLite message storage. | 5 stars | No one-command install · Source | |
| 755 | 46.654 | three-ws-ibm-x402-mcpmcp · database | Pay-per-use IBM Granite AI over MCP — chat, code, embeddings, analysis, and forecasting, billed in USDC on Solana. No IBM account required. | 5 stars | No one-command install · Source | |
| 755 | 46.654 | ariful-islammcp · database | MCP servers for SQL databases. One package per engine (SQLite, libSQL, MySQL, MariaDB, Postgres), two tools, read-only by default, secrets never in… | 5 stars | No one-command install · Source | |
| 755 | 46.654 | fledglingmcp · database | Provides MCP tools that help AI agents get their bearings in a codebase with unified SQL views over code, git, docs, and conversations, powered by… | 5 stars | No one-command install · Source | |
| 755 | 46.654 | study-mcpmcp · database | Converts study materials like PDFs, slides, and DOCX into a searchable vector database with semantic search, summarization, and flashcard generation… | 5 stars | No one-command install · Source | |
| 755 | 46.654 | dbechomcp · database | An MCP server that gives AI agents direct read-only access to PostgreSQL databases, enabling natural language analytics through tools for schema… | 5 stars | No one-command install · Source | |
| 755 | 46.654 | alibaba-cloud-yaochi-db-mcp-servermcp · database | Enables AI coding assistants to manage Alibaba Cloud databases by creating instances, executing SQL, and more directly from the IDE. | 5 stars | No one-command install · Source | |
| 755 | 46.654 | nfemmanuel-irantimcp · database | Persistent, shared memory for AI coding tools using entity-key-value triples stored in PostgreSQL. | 5 stars | No one-command install · Source | |
| 755 | 46.654 | context-bookmcp · database | Persistent knowledge library for AI agents using vector embeddings to provide relevant context on demand. | 5 stars | No one-command install · Source | |
| 755 | 46.654 | upnote-lens-mcpmcp · database | A hybrid MCP server that reads UpNote notes from the local SQLite database (returns actual text) and writes/opens notes via the upnote:// URL scheme… | 5 stars | No one-command install · Source | |
| 755 | 46.654 | bettyguo-postgresmcp · database | Security-hardened read-only PostgreSQL MCP server with AST-based SQL guard using pglast, per-transaction safety envelope, and JSON-Lines audit… | 5 stars | No one-command install · Source | |
| 755 | 46.654 | luskb-geoschlormcp · database | Search geoscience literature across CNKI, SPE, EAGE, AAPG, SPWLA, and other academic databases with unified metadata enrichment. | 5 stars | No one-command install · Source | |
| 755 | 46.654 | nraintd-kali-linuxmcp · database | Access to Kali Linux penetration testing tools including nmap, nikto, sqlmap, and hydra. | 5 stars | No one-command install · Source | |
| 755 | 46.654 | clipmcpmcp · database | A standalone clipboard history MCP server for macOS that monitors clipboard in real-time, stores history locally in SQLite, and exposes it to any… | 5 stars | No one-command install · Source | |
| 755 | 46.654 | gh-nanmesh-nan-forgetmcp · database | Long-term memory for AI coding tools using Qdrant vector search with automatic consolidation. | 5 stars | No one-command install · Source | |
| 755 | 46.654 | manticoresoftware-manticore-searchmcp · database | Query and manage Manticore Search databases with SQL execution, schema inspection, and built-in documentation access. | 5 stars | No one-command install · Source | |
| 755 | 46.654 | mysql-mcp-server-4mcp · database | A MySQL MCP server for secure database interaction, enabling schema inspection, query execution, and RBAC via AI coding assistants. | 5 stars | No one-command install · Source | |
| 755 | 46.654 | mcp-server-postgresmcp · database | Provides a secure, schema-aware PostgreSQL database agent for LLMs, enabling natural language queries and validated SQL execution with strong security… | 5 stars | No one-command install · Source | |
| 755 | 46.654 | io-github-tkmawarire-sql-sentinelmcp · databasealso listed as tkmawarire-sql-sentinel | A production-ready MCP server for SQL Server monitoring, diagnostics, and database operations, with native connectivity, session management, deadlock… | 5 stars | No one-command install · Source | |
| 755 | 46.654 | cdata-acumaticamcp · database | Connects to enterprise databases through JDBC drivers, enabling SQL query execution and metadata exploration across various data sources including… | 5 stars | No one-command install · Source | |
| 755 | 46.654 | mysql-mcp-server-3mcp · database | Enables MySQL database operations through MCP, including executing SQL queries, listing databases and tables, and describing table structures. | 5 stars | No one-command install · Source | |
| 781 | 44.256 | quarrymcp · database | Enables local semantic search over documents and code for Claude Code and Claude Desktop, running entirely offline with local embeddings and vector… | 3 stars · 1 fork | No one-command install · Source | |
| 781 | 44.256 | amnesicmcp · database | Persistent semantic memory for your SQL databases. The name is ironic — it remembers everything. | 3 stars · 1 fork | No one-command install · Source | |
| 781 | 44.256 | orionbelt-semantic-layer-mcpmcp · database | MCP server for the OrionBelt Semantic Layer. Enables LLMs to explore governed semantic models, compile YAML metric definitions into optimized SQL… | 3 stars · 1 fork | No one-command install · Source | |
| 781 | 44.256 | totonga-odsbox-jaquelmcp · database | Query and manage ASAM ODS automotive testing measurement databases | 3 stars · 1 fork | No one-command install · Source | |
| 781 | 44.256 | yawlabs-postgresmcp · databasealso listed as yawlabs-postgres-mcp | Read-only-by-default PostgreSQL MCP server with query execution, schema introspection, execution plan analysis, and health checks. | 3 stars · 1 fork | No one-command install · Source | |
| 781 | 44.256 | iamvirul-wso2-docsmcp · database | Provides RAG-based semantic search over WSO2 product documentation including API Manager, Choreo, Ballerina, and Micro Integrator using pgvector… | 3 stars · 1 fork | No one-command install · Source | |
| 781 | 44.256 | dataraummcp · database | Rich metadata context engine for AI-driven data analytics with semantic profiling and SQL execution. | 3 stars · 1 fork | No one-command install · Source | |
| 781 | 44.256 | gh-nikitacometa-mnemonmcp · database | Persistent layered memory for AI agents with local-first SQLite storage. | 3 stars · 1 fork | No one-command install · Source | |
| 781 | 44.256 | consiliencemcp · database | Finds missing links between notes in an Obsidian vault by analyzing embeddings locally. Exposes tools to suggest missing links across the vault or for… | 3 stars · 1 fork | No one-command install · Source | |
| 781 | 44.256 | mcp-ai-brainmcp · database | Persistent memory for AI coding agents with local-first, zero-cost, privacy-first SQLite/FTS5 storage and biological-inspired decay. | 3 stars · 1 fork | No one-command install · Source | |
| 781 | 44.256 | kiss-gg-database-operationsmcp · database | Provides secure SQL execution capabilities across multiple database types with connection pooling, safety checking, audit logging, and write… | 3 stars · 1 fork | No one-command install · Source | |
| 781 | 44.256 | baidu-mochow-vector-databasemcp · database | Provides direct access to Mochow vector database capabilities for managing databases, tables, and performing vector similarity and full-text searches… | 3 stars · 1 fork | No one-command install · Source | |
| 781 | 44.256 | gh-andri-setiawan-scopusmcp · database | Search academic papers from Scopus database with citation analysis and author profiles. | 3 stars · 1 fork | No one-command install · Source | |
| 781 | 44.256 | blockbenny-tubemcpmcp · database | Searches YouTube videos and fetches transcripts with local SQLite caching. | 3 stars · 1 fork | No one-command install · Source | |
| 781 | 44.256 | underratedf00l-locimcp · database | Persistent cross-session memory with hybrid keyword and semantic search using local embeddings and SQLite. | 3 stars · 1 fork | No one-command install · Source | |
| 781 | 44.256 | zyleree-pinemcp-multi-databasemcp · database | Provides unified database access across PostgreSQL, MySQL, SQLite, Redis, MongoDB, Cassandra, Microsoft SQL Server, and Amazon DynamoDB with 25+ tools… | 3 stars · 1 fork | No one-command install · Source | |
| 781 | 44.256 | gh-ofershap-sqlitemcp · database | Query SQLite databases, inspect schemas, and explain queries. | 3 stars · 1 fork | No one-command install · Source | |
| 781 | 44.256 | mcap-mcp-servermcp · databasealso listed as turkenberg-mcap-query | Enables querying robot MCAP recordings with SQL via natural language, allowing topic listing, schema inspection, and cross-sensor correlation without… | 3 stars · 1 fork | 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.