Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 99.9510 | duckdbcli · database | DuckDB is an analytical in-process SQL database management system | 40,916 stars · 3,695 forks · passed install test | No one-command install · Source | |
| 2 | 99.9290 | graphify-labs-graphifycli · databaseContributed by Sentinel | Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex… | 121,614 stars · 11,711 forks · 4 mentions | No one-command install · Source | |
| 3 | 99.8974 | genai-toolboxmcp · database | Provides a secure, configurable interface for executing pre-defined queries against multiple database systems including PostgreSQL, MySQL, SQL Server… | 16,293 stars · 1,706 forks · passed install test | No one-command install · Source | |
| 4 | 99.7324 | mindsdbmcp · database | MindsDB allows applications to answer questions over large-scale federated data—spanning databases, data warehouses, and SaaS applications. | 39,680 stars · 6,240 forks | No one-command install · Source | |
| 5 | 99.4832 | neondatabase-mcp-server-neonmcp · database | Manage Neon's serverless Postgres databases. | 626 stars · 119 forks · passed install test | No one-command install · Source | |
| 6 | 99.4560 | mksglu-context-modemcp · database | Reduces context consumption by 98% through sandboxed code execution and SQLite-based session continuity with FTS5 search. | 20,309 stars · 1,475 forks | No one-command install · Source | |
| 7 | 99.3975 | skill-seekers-skill-seekersmcp · database | Transform 17 source types (docs, GitHub repos, PDFs, videos, Jupyter, Confluence, Notion, Slack/Discord) into AI-ready skills and RAG knowledge. 35… | 14,879 stars · 1,516 forks | No one-command install · Source | |
| 8 | 99.2773 | zilliz-claude-contextmcp · database | Provides semantic code search and indexing using vector embeddings and AST-based code splitting, enabling natural language queries across codebases… | 12,463 stars · 917 forks | No one-command install · Source | |
| 9 | 99.0708 | bram2w-baserowmcp · database | Baserow database integration with table search, list, and row create, read, update, and delete capabilities. | 5,764 stars · 707 forks | No one-command install · Source | |
| 10 | 98.9699 | byterover-ciphermcp · database | Memory-powered agent framework that provides persistent memory capabilities across conversations and sessions using vector databases and embeddings… | 4,966 stars · 454 forks | No one-command install · Source | |
| 11 | 98.9639 | codegraphcontextmcp · database | Indexes codebases into a Neo4j graph database to enable sophisticated code analysis including function call relationships, class hierarchies, dead… | 4,148 stars · 826 forks | No one-command install · Source | |
| 12 | 98.7658 | crystaldba-postgresmcp · database | Helps you and your AI agents throughout the entire development process—from writing SQL to tuning performance safely. | 3,342 stars · 382 forks | No one-command install · Source | |
| 13 | 98.7327 | bytebase-dbhubmcp · database | Provides a universal database gateway for connecting to PostgreSQL, MySQL, SQLite, and DuckDB, enabling table browsing, schema inspection, and… | 3,442 stars · 294 forks | No one-command install · Source | |
| 14 | 98.6999 | supabase-community-supabase-mcpmcp · database | Official Supabase MCP server to connect AI assistants directly with your Supabase project and allows them to perform tasks like managing tables… | 2,886 stars · 402 forks | No one-command install · Source | |
| 15 | 98.5719 | graphjinmcp · database | Enables AI assistants to query databases using natural language, with automatic schema discovery and SQL compilation. | 3,157 stars · 193 forks | No one-command install · Source | |
| 16 | 98.4490 | benborla-mysqlmcp · database | Secure read-only MySQL database access to execute queries and analyze data patterns. | 2,098 stars · 248 forks | No one-command install · Source | |
| 17 | 98.1935 | designcomputer-mysql-mcp-servermcp · database | Explore schemas and execute read-only SQL queries on MySQL databases. | 1,378 stars · 257 forks | No one-command install · Source | |
| 18 | 98.1617 | blitzmcp · database | Gives AI agents full control over the iOS development lifecycle through a native macOS app providing simulator management, device control, database… | 1,742 stars · 139 forks | No one-command install · Source | |
| 19 | 98.1542 | julien040-anyquerymcp · database | Query more than 40 apps with one binary using SQL. It can also connect to your PostgreSQL, MySQL, or SQLite compatible database. Local-first and… | 1,772 stars · 134 forks | No one-command install · Source | |
| 20 | 98.0855 | pg-aiguidemcp · database | Enables semantic search across PostgreSQL, TimescaleDB, and PostGIS documentation to help AI coding assistants write better PostgreSQL code. | 1,848 stars · 110 forks | No one-command install · Source | |
| 21 | 98.0450 | mongodb-js-mongodbmcp · database | Provides a bridge between MongoDB databases and conversational interfaces, enabling comprehensive database operations, collection management, schema… | 1,116 stars · 283 forks | No one-command install · Source | |
| 22 | 97.9373 | neo4j-contrib-mcp-neo4jmcp · database | Interact with Neo4j graph databases to query, analyze, and manipulate data. | 981 stars · 256 forks | No one-command install · Source | |
| 23 | 97.8334 | arcadedbmcp · database | Multi-model database with built-in MCP support for SQL, Cypher, Gremlin, and GraphQL queries. | 1,118 stars · 137 forks | No one-command install · Source | |
| 24 | 97.8050 | iwemcp · database | iwec gives AI agents structured access to your Markdown notes as a knowledge graph instead of a pile of files. Agents search, retrieve, traverse, and… | 1,609 stars · 74 forks | No one-command install · Source | |
| 25 | 97.7905 | queryweavermcp · database | MCP server for natural language to SQL conversion, enabling listing databases, connecting, inspecting schemas, and querying databases using plain… | 1,072 stars · 134 forks | No one-command install · Source | |
| 26 | 97.7205 | claude-codex-settingsskill · database | A set of plugins for core developer tasks, covering GitHub, Azure, MongoDB, Tavily, Playwright and more. Also works with a few other providers. | 1,117 stars · 107 forks | No one-command install · Source | |
| 27 | 97.7170 | betterdb-monitormcp · database | Real-time monitoring, slowlog analysis, and audit trails for Valkey and Redis databases. | 1,299 stars · 83 forks | No one-command install · Source | |
| 28 | 97.5152 | shaneholloman-knowledge-graphmcp · database | Enables persistent memory and structured knowledge management for enhanced personalization and context retention in natural language interactions… | 888 stars · 101 forks | No one-command install · Source | |
| 29 | 97.5062 | canner-wren-enginemcp · database | The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents | 663 stars · 199 forks | No one-command install · Source | |
| 30 | 97.4976 | anarkh-lee-universal-databasemcp · database | Provides unified database connectivity across PostgreSQL, MySQL, Oracle, Redis, and 13 additional databases with standardized operations for… | 925 stars · 91 forks | No one-command install · Source | |
| 31 | 97.4655 | alexander-zuev-supabasemcp · database | Integrates with Supabase to enable natural language-driven database schema exploration, management, and read-only SQL query execution. | 830 stars · 104 forks | No one-command install · Source | |
| 32 | 97.4247 | stackqlmcp · database | Open source SQL-native query and provisioning engine for cloud and SaaS infrastructure. Ships as a single signed binary with MCP tools for provider… | 894 stars · 83 forks | No one-command install · Source | |
| 33 | 97.3144 | rahilp-second-brainmcp · database | Self-hosted semantic memory MCP server on Cloudflare Workers with vector embeddings for intelligent recall and 4 tools for personal knowledge… | 737 stars · 102 forks | No one-command install · Source | |
| 34 | 97.2745 | kruskal-labs-toolfrontmcp · database | Provides unified access to multiple database types including PostgreSQL, MySQL, SQLite, DuckDB, BigQuery, and Snowflake with tools for schema… | 871 stars · 67 forks | No one-command install · Source | |
| 35 | 97.2188 | context-portalmcp · database | Database-backed project memory management system that stores decisions, progress tracking, and system patterns in a queryable knowledge graph with… | 765 stars · 78 forks | No one-command install · Source | |
| 36 | 97.2014 | genomoncology-biomcpmcp · database | Integrates with biomedical databases including ClinicalTrials.gov, PubMed, and MyVariant.info to provide structured access to clinical trials… | 622 stars · 113 forks | No one-command install · Source | |
| 37 | 97.1622 | redismcp · database | Provides a natural language interface to Redis databases, enabling operations on various data structures with tools for vector similarity search… | 613 stars · 110 forks | No one-command install · Source | |
| 38 | 97.1595 | cyproxio-security-toolsmcp · database | Bridges popular security tools (Nmap, Masscan, SQLMap, FFUF) with external systems for network scanning, port discovery, SQL injection testing, and… | 633 stars · 100 forks | No one-command install · Source | |
| 39 | 97.1580 | chromamcp · database | Integrates with Chroma vector database to enable collection management, document operations, and vector search capabilities for knowledge bases and… | 588 stars · 118 forks | No one-command install · Source | |
| 40 | 96.8639 | motherduck-duckdbmcp · database | Integrates MotherDuck and local DuckDB databases for flexible querying and analysis of structured data in MCP-compatible environments. | 516 stars · 84 forks | No one-command install · Source | |
| 41 | 96.8045 | alash3al-stashmcp · database | Persistent agent memory with 8-stage knowledge consolidation using PostgreSQL and pgvector. | 767 stars · 46 forks | No one-command install · Source | |
| 42 | 96.7446 | centralmind-gatewaymcp · database | MCP and MCP SSE Server that automatically generate API based on database schema and data. Supports PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery… | 547 stars · 64 forks | No one-command install · Source | |
| 43 | 96.7360 | coleam00-postgresql-github-oauthmcp · database | Provides secure PostgreSQL database access with GitHub OAuth authentication, enabling read-only operations for all authenticated users while… | 299 stars · 142 forks | No one-command install · Source | |
| 44 | 96.7083 | mhaggis-security-detectionsmcp · database | Aggregates security detection rules from Sigma, Splunk ESCU, Elastic, and KQL into a unified searchable SQLite database with MITRE ATT&CK mappings and… | 478 stars · 75 forks | No one-command install · Source | |
| 45 | 96.6854 | subnetmarco-pgmcpmcp · database | Natural language PostgreSQL queries with automatic streaming, read-only safety, and universal database compatibility. | 540 stars · 62 forks | No one-command install · Source | |
| 46 | 96.6747 | mx-iris-ida-promcp · database | Enables programmatic reading and searching of IDA Pro databases via large language models, providing tools for reverse engineering and binary analysis… | 547 stars · 59 forks | No one-command install · Source | |
| 47 | 96.6388 | dana-k-williams-mssqlmcp · database | Securely integrates with Microsoft SQL Server databases for data analysis, reporting, and management. | 386 stars · 121 forks | No one-command install · Source | |
| 48 | 96.4886 | executeautomation-database-servermcp · database | Enables direct interaction with SQLite and SQL Server databases through a modular adapter architecture for data analysis, database management, and… | 380 stars · 97 forks | No one-command install · Source | |
| 49 | 96.4026 | freepeak-db-connectormcp · database | Enables direct interaction with MySQL and PostgreSQL databases through a Go-based connectivity layer that supports both local stdio and production SSE… | 417 stars · 65 forks | No one-command install · Source | |
| 50 | 96.3672 | pg-mcp-servermcp · database | A Model Context Protocol server for PostgreSQL databases that enables AI agents to connect, query, and explore multiple databases with schema… | 540 stars · 43 forks | No one-command install · Source | |
| 51 | 96.3652 | runekaagaard-alchemymcp · database | Integrates Claude Desktop with SQL databases using SQLAlchemy to enable direct querying, analysis, and exploration of data across many database… | 419 stars · 62 forks | No one-command install · Source | |
| 52 | 96.3363 | apache-dorismcp · database | Enables direct SQL query execution and metadata retrieval from Apache Doris databases without switching contexts. | 344 stars · 97 forks | No one-command install · Source | |
| 53 | 96.2216 | rails-explorermcp · database | Enables AI models to explore and understand Rails projects by providing tools for file browsing, route inspection, model analysis, and database schema… | 571 stars · 36 forks | No one-command install · Source | |
| 54 | 96.2192 | snowflakemcp · database | Bridges AI applications with Snowflake's data platform for database interaction | 296 stars · 107 forks | No one-command install · Source | |
| 55 | 96.1037 | memstack-skillsmcp · database | Enables Claude Code with 127 professional skills for deployment, security, databases, content, marketing, and more, activating automatically when… | 423 stars · 45 forks | No one-command install · Source | |
| 56 | 95.8532 | h1-brainmcp · database | Connects AI assistants to HackerOne to pull bug bounty history, program scopes, and report details into a local SQLite database, exposing tools for… | 351 stars · 46 forks | No one-command install · Source | |
| 57 | 95.7763 | carterlasalle-mac-messagesmcp · database | Bridges Claude Desktop with macOS Messages app, enabling reading and sending iMessages through direct database access with contact lookup and group… | 322 stars · 49 forks | No one-command install · Source | |
| 58 | 95.7115 | supabase-mcpmcp · database | An MCP server enabling AI assistants to perform CRUD operations on a Supabase database via a standardized interface. | 194 stars · 95 forks · 1 mention | No one-command install · Source | |
| 59 | 95.5938 | kiliczsh-mcp-mongo-servermcp · database | Query and analyze MongoDB databases. | 284 stars · 55 forks | No one-command install · Source | |
| 60 | 95.5459 | neiltron-apple-healthmcp · database | Reads directly from Apple Health's SQLite database to provide access to personal health metrics including steps, heart rate, sleep patterns, and… | 568 stars · 23 forks | No one-command install · Source | |
| 61 | 95.5456 | bagelmcp · database | MCP server for chatting with physical-world data from robotics, drones, automotive, and IoT sources using natural language. It generates auditable SQL… | 396 stars · 30 forks | No one-command install · Source | |
| 62 | 95.5268 | zilliz-milvusmcp · database | Integrates with Milvus vector database to enable vector search, full-text search, and hybrid queries for semantic search and knowledge retrieval… | 243 stars · 70 forks | No one-command install · Source | |
| 63 | 95.4781 | isaacwasserman-snowflakemcp · database | Run SQL queries and other interactions against Snowflake databases | 186 stars · 84 forks | No one-command install · Source | |
| 64 | 95.1899 | xgenerationlab-xiyan-mysqlmcp · database | Enables natural language interaction with MySQL databases through XiYanSQL, providing secure table listing, data reading, and query execution… | 242 stars · 48 forks | No one-command install · Source | |
| 65 | 95.1703 | wenb1n-mysql-database-managermcp · database | Provides direct access to MySQL databases with advanced features like multiple SQL execution, table metadata querying, execution plan analysis, and… | 248 stars · 44 forks | No one-command install · Source | |
| 66 | 94.8985 | mcp-server-dbmcp · database | A universal MCP server enabling AI assistants to query and manage six database engines (Postgres, Redis, Elasticsearch, MySQL, MongoDB, LDAP) through… | 82 stars · 91 forks | No one-command install · Source | |
| 67 | 94.7798 | starrocksmcp · database | Integrates with StarRocks databases to enable efficient data querying and manipulation through customizable connection settings and support for both… | 186 stars · 64 forks | No one-command install · Source | |
| 68 | 94.6301 | abhigyan-shekhar-waggle-mcpmcp · database | Persistent graph memory for AI agents. Drop a conversation turn in via `observe_conversation()` and facts are auto-extracted, stored as typed graph… | 39 stars · 138 forks | No one-command install · Source | |
| 69 | 94.5694 | claude-context-localmcp · database | Provides local semantic code search using EmbeddingGemma embeddings and FAISS vector indexing with intelligent AST chunking for Python, JavaScript… | 236 stars · 30 forks | No one-command install · Source | |
| 70 | 94.5114 | nhevers-claude-recallmcp · database | Persistent memory system for Claude Code that automatically captures session context, stores observations in SQLite with vector search, and injects… | 253 stars · 26 forks | No one-command install · Source | |
| 71 | 94.4578 | io-github-oleksiijko-pmb-aimcp · database | Local-first memory for AI coding agents using SQLite, enabling persistent recall of decisions, lessons, and project context without cloud or API keys. | 278 stars · 23 forks | No one-command install · Source | |
| 72 | 94.3718 | henkdz-postgresqlmcp · database | Integrates with PostgreSQL databases to enable schema management, data migration, performance monitoring, and security configuration through direct… | 198 stars · 36 forks | No one-command install · Source | |
| 73 | 94.3323 | geolens-mcpmcp · database | Read-only access to a self-hosted GeoLens geospatial catalog: dataset search, schemas, GeoJSON features, saved maps, and sandboxed read-only SQL over… | 216 stars · 29 forks | No one-command install · Source | |
| 74 | 94.3177 | furey-mongodb-lensmcp · database | Integrates with MongoDB databases to enable browsing collections, executing queries, running aggregation pipelines, analyzing schemas, and optimizing… | 208 stars · 31 forks | No one-command install · Source | |
| 75 | 94.2551 | omar-haris-smart-codingmcp · database | Semantic code search using local AI embeddings for intelligent code discovery. | 200 stars · 32 forks | No one-command install · Source | |
| 76 | 94.2472 | sachitrafa-yourmemorymcp · database | Ebbinghaus-based persistent memory with decay and recall strengthening, backed by PostgreSQL and pgvector. | 265 stars · 21 forks | No one-command install · Source | |
| 77 | 94.1769 | deadletterq-opennutritionmcp · database | Provides access to OpenNutrition's 300,000+ food database with tools for searching foods by name, browsing paginated lists, retrieving detailed… | 204 stars · 29 forks | No one-command install · Source | |
| 78 | 94.1498 | petabridge-memorizermcp · database | Provides persistent memory storage with semantic search capabilities through PostgreSQL and pgvector, enabling long-term context retention across… | 195 stars · 31 forks | No one-command install · Source | |
| 79 | 94.0878 | quantgeekdev-mongodbmcp · database | Query and analyze MongoDB databases via natural language. | 175 stars · 37 forks | No one-command install · Source | |
| 80 | 94.0200 | weaviatemcp · database | Integrate with Weaviate, the AI-native database. | 162 stars · 43 forks | No one-command install · Source | |
| 81 | 93.9852 | f4ww4z-mcp-mysql-servermcp · database | Interact with MySQL databases to execute queries and manage connections. | 168 stars · 37 forks | No one-command install · Source | |
| 82 | 93.9073 | pgedge-postgres-mcp-servermcp · database | Enables SQL queries against PostgreSQL databases through MCP-compatible clients and includes a natural language agent for forming SQL queries from… | 221 stars · 22 forks | No one-command install · Source | |
| 83 | 93.9018 | aliyun-alibabacloud-tablestore-mcp-servermcp · database | MCP service for Tablestore, features include adding documents, semantic search for documents based on vectors and scalars, RAG-friendly, and… | 157 stars · 42 forks | No one-command install · Source | |
| 84 | 93.7797 | pi22by7-in-memoriamcp · database | Provides persistent intelligence infrastructure for codebase analysis through hybrid Rust-TypeScript architecture that combines Tree-sitter AST… | 172 stars · 30 forks | No one-command install · Source | |
| 85 | 93.7302 | tuannvm-trinomcp · database | Enables SQL query execution against Trino databases with tools for data exploration, schema retrieval, and analysis without writing complex queries… | 119 stars · 52 forks | No one-command install · Source | |
| 86 | 93.7233 | imlewc-metabasemcp · database | Integrates with Metabase to enable querying dashboards, executing SQL, and retrieving structured data for data analysis and insights generation. | 150 stars · 41 forks | No one-command install · Source | |
| 87 | 93.6872 | henkdz-selfhosted-supabasemcp · database | Provides a bridge between development environments and self-hosted Supabase instances for database introspection, migration management, and storage… | 139 stars · 49 forks | No one-command install · Source | |
| 88 | 93.5717 | elonjask-reqablemcp · database | Captures and analyzes HTTP and WebSocket traffic from Reqable proxy with local SQLite storage, domain statistics, API shape inference, and code… | 238 stars · 17 forks | No one-command install · Source | |
| 89 | 93.5092 | mrwyndham-pocketbasemcp · database | Provides a bridge between AI systems and PocketBase databases, enabling direct interaction with collections, records, and user authentication for… | 151 stars · 34 forks | No one-command install · Source | |
| 90 | 93.4600 | sirmews-pineconemcp · database | Leverage Pinecone vector databases for semantic search and RAG. | 150 stars · 33 forks | No one-command install · Source | |
| 91 | 93.2595 | call518-postgresql-opsmcp · database | Provides direct PostgreSQL database access with query execution, schema introspection, and performance monitoring through specialized extensions like… | 161 stars · 25 forks | No one-command install · Source | |
| 92 | 93.2430 | lucashild-bigquerymcp · database | Inspect schemas and execute SQL queries on Google BigQuery. | 130 stars · 39 forks | No one-command install · Source | |
| 93 | 93.2265 | teradata-databasemcp · database | Provides direct access to Teradata database systems with specialized tools for executing queries, exploring database structures, monitoring… | 54 stars · 59 forks | No one-command install · Source | |
| 94 | 93.2035 | ktanaka101-duckdbmcp · database | Execute SQL queries and analyze data in DuckDB databases. | 178 stars · 20 forks | No one-command install · Source | |
| 95 | 93.0828 | matmax-payloadcmsmcp · database | Provides validation, query, and code generation services for Payload CMS 3.0 development, enabling developers to validate collections, execute… | 120 stars · 41 forks | No one-command install · Source | |
| 96 | 92.9373 | aaronontheweb-mssqlmcp · database | Provides robust SQL Server database access with T-SQL validation, connection management, and cross-platform Docker support for executing queries… | 156 stars · 22 forks | No one-command install · Source | |
| 97 | 92.6296 | teslamatemcp · database | Provides access to TeslaMate database analytics for querying Tesla vehicle data including battery health, charging patterns, driving efficiency… | 140 stars · 22 forks | No one-command install · Source | |
| 98 | 92.5240 | stevenyu113228-bloodhoundmcp · database | Enables security professionals to analyze Active Directory and Azure AD environments through natural language queries by connecting to BloodHound's… | 160 stars · 17 forks | No one-command install · Source | |
| 99 | 92.3089 | mangooer-mysql-ssemcp · database | Provides a lightweight MySQL database server implementation using Server-Sent Events (SSE) for streamlined database operations with modular Python… | 105 stars · 32 forks | No one-command install · Source | |
| 100 | 92.2560 | hana-climcp · database | 150+ SAP HANA database tools for AI assistants via the HANA developer CLI. | 109 stars · 28 forks | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.