Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1101 | 71.363 | rebots-online-chat-analysismcp · database | Integrates vector embeddings and knowledge graphs to enable advanced chat analysis tasks like topic modeling, sentiment analysis, and user behavior… | 12 stars · 5 forks | No one-command install · Source | |
| 1102 | 71.363 | terminal-controlmcp · database | Provides interactive terminal session management through tmux, enabling command execution, multiple shell sessions, and persistent terminal state for… | 12 stars · 5 forks | No one-command install · Source | |
| 1103 | 71.363 | christian561-gel-databasemcp · database | Integrates with Gel databases to enable automated schema discovery, query validation, and execution of EdgeQL and TypeScript queries for database… | 12 stars · 5 forks | No one-command install · Source | |
| 1104 | 71.363 | meloncafe-chromadb-remotemcp · database | Self-hosted remote access to ChromaDB vector database via streamable HTTP | 12 stars · 5 forks | No one-command install · Source | |
| 1105 | 71.363 | chromadb-remote-mcp-servermcp · database | A Streamable HTTP MCP server that provides remote access to ChromaDB for AI assistants like Claude. Enables semantic search and vector database… | 12 stars · 5 forks | No one-command install · Source | |
| 1106 | 71.363 | vicquick-vectorworksmcp · database | Controls Vectorworks 2026 CAD software through 150+ tools for document management, 2D/3D drawing, symbols, BIM/IFC, and architectural features. | 12 stars · 5 forks | No one-command install · Source | |
| 1107 | 71.394 | tristan-mcinnis-semantic-memorymcp · database | Provides persistent semantic memory capabilities through PostgreSQL with pgvector embeddings, enabling project-based memory namespacing, semantic… | 15 stars · 3 forks | No one-command install · Source | |
| 1108 | 71.394 | aringadre76-pubmed-researchmcp · database | Integrates with PubMed's biomedical literature database to search academic papers, retrieve detailed metadata and abstracts, generate formatted… | 15 stars · 3 forks | No one-command install · Source | |
| 1109 | 71.394 | securityronin-alayamcp · database | Neuroscience-inspired memory engine for AI agents. Stores episodes, consolidates knowledge through a Bjork-strength lifecycle (strengthening… | 15 stars · 3 forks | armory install securityronin-alaya --cli claude | |
| 1110 | 71.394 | vector-mcpmcp · database | A production-grade MCP server for integrating RAG into AI agents, supporting multiple vector databases with enterprise security and dynamic tool… | 15 stars · 3 forks | No one-command install · Source | |
| 1111 | 71.774 | nickbaumann98-everart-forgemcp · database | Integrates with EverArt's AI models to provide advanced vector and raster image generation capabilities, supporting various formats and offering… | 10 stars · 7 forks | No one-command install · Source | |
| 1112 | 71.864 | fatbobman-mail-mcp-bridgemcp · database | Accesses and analyzes macOS Mail emails by reading .emlx files directly from the Mail database | 19 stars · 2 forks | No one-command install · Source | |
| 1113 | 71.884 | stuzero-pgmcp · database | Enables AI to discover, connect to, and query PostgreSQL databases with multi-database support, rich schema information, and secure read-only… | 27 stars · 1 fork | No one-command install · Source | |
| 1114 | 71.892 | mcp-mysql-servermcp · database | A MCP MySQL server with DDL support, permission control and operation logs. | 14 stars · 4 forks | No one-command install · Source | |
| 1115 | 71.892 | maxkuminov-obsidian-mcpmcp · database | Self-hosted MCP server for Obsidian with semantic + full-text search over PostgreSQL/pgvector, wikilink graph traversal, atomic note CRUD, OAuth 2.0… | 14 stars · 4 forks | No one-command install · Source | |
| 1116 | 72.060 | luisrincon23-sec-edgarmcp · database | Integrates with the SEC EDGAR database to retrieve company filings, financial data, and structured XBRL information for financial analysis and… | 16 stars · 3 forks | No one-command install · Source | |
| 1117 | 72.060 | besslframework-stack-tesseramcp · database | Transforms workspace documents into a searchable vector database using LanceDB and FastEmbed with hybrid search, version-aware ranking, and… | 16 stars · 3 forks | No one-command install · Source | |
| 1118 | 72.060 | nagarh-amber-md-agentmcp · database | Provides autonomous molecular dynamics simulation workflows with access to six scientific databases. | 16 stars · 3 forks | No one-command install · Source | |
| 1119 | 72.060 | houtini-seo-crawlermcp · database | Crawl and analyze websites for SEO errors with SQLite-backed storage and configurable depth. | 16 stars · 3 forks | No one-command install · Source | |
| 1120 | 72.112 | korean-elementary-learning-map-mcpmcp · database | Provides access to the Korean elementary 2022 revised curriculum learning graph, enabling users to search and retrieve curriculum standards, learning… | 13 stars · 5 forks | No one-command install · Source | |
| 1121 | 72.290 | perfettomcp · database | Query Perfetto performance trace files using PerfettoSQL with tools for loading traces, inspecting schemas, and executing SQL analysis. | 20 stars · 2 forks | No one-command install · Source | |
| 1122 | 72.565 | nunomaduro-nunonation-chatmcp · database | Laravel-based chat system that stores messages in SQLite with user identity validation, preventing generic names and encouraging real first names for… | 7 stars · 8 forks | No one-command install · Source | |
| 1123 | 72.565 | localmem-mcpmcp · database | Gives AI agents persistent, local-first memory using SQLite and on-device embeddings, enabling semantic search and recall across sessions with no… | 7 stars · 8 forks | No one-command install · Source | |
| 1124 | 72.644 | receptopalak-postgismcp · database | Provides direct PostgreSQL database integration with PostGIS spatial extension support, enabling SQL query execution, spatial data analysis… | 17 stars · 3 forks | No one-command install · Source | |
| 1125 | 72.722 | aliyun-polardbmcp · database | Provides a bridge between natural language interfaces and Alibaba Cloud PolarDB databases, enabling direct interaction with MySQL and PostgreSQL… | 15 stars · 4 forks | No one-command install · Source | |
| 1126 | 72.723 | palantir-foundrymcp · database | Bridges to Palantir Foundry platform, enabling ontology data interaction and SQL query execution against datasets with tools for listing types… | 12 stars · 7 forks | No one-command install · Source | |
| 1127 | 72.843 | sqlgeniusmcp · database | SQLGenius is an MCP server that enables natural language querying of BigQuery databases using Gemini Pro, with features like schema exploration and… | 13 stars · 6 forks | No one-command install · Source | |
| 1128 | 72.926 | mongodb-atlasmcp · database | Integrates with MongoDB Atlas to enable creating and managing database resources including clusters, network access, users, and connection strings… | 14 stars · 5 forks | No one-command install · Source | |
| 1129 | 72.926 | david-franz-ctx-sysmcp · database | Knowledge graphs from codebases using AST parsing and semantic embeddings with vector, graph, and full-text search. | 14 stars · 5 forks | No one-command install · Source | |
| 1130 | 73.012 | yannbrrd-simple-snowflakemcp · database | Integrates with Snowflake data warehouses to enable SQL query execution, database exploration, and result formatting with corporate proxy support and… | 8 stars · 8 forks | No one-command install · Source | |
| 1131 | 73.146 | miniorangedev-wp-code-reviewmcp · database | Validates WordPress PHP and JavaScript code against configurable coding standards and security patterns fetched from web-hosted markdown files… | 5 stars · 9 forks | No one-command install · Source | |
| 1132 | 73.154 | smaniches-semantic-scholarmcp · database | Integrates with Semantic Scholar's database of 200+ million academic papers to enable searching with filters, retrieving detailed paper information… | 22 stars · 2 forks | No one-command install · Source | |
| 1133 | 73.182 | mcp-rag-localmcp · database | Enables storing and retrieving text passages based on semantic meaning using local embeddings (Ollama) and vector storage (ChromaDB), allowing… | 18 stars · 3 forks | No one-command install · Source | |
| 1134 | 73.182 | mustafahasankhan-duckdbmcp · database | Enables AI to query and analyze data through DuckDB, an in-process analytical database optimized for OLAP workloads with direct support for CSV… | 18 stars · 3 forks | No one-command install · Source | |
| 1135 | 73.568 | celiums-celiums-memorymcp · database | Cognitive memory engine with 5,100+ knowledge modules, circadian rhythm awareness, and emotional state tracking (PAD model). Hybrid search (PostgreSQL… | 23 stars · 2 forks | armory install celiums-celiums-memory --cli claude | |
| 1136 | 73.658 | ruanodendaal-bear-notesmcp · database | Connects Claude to Bear Notes through semantic search and vector similarity, enabling powerful knowledge retrieval directly from your personal note… | 14 stars · 6 forks | No one-command install · Source | |
| 1137 | 73.713 | stanleyj03-security-toolsmcp · database | Integrates popular security tools including Nmap, Masscan, SQLMap, FFUF, and MobSF for network scanning, SQL injection testing, web fuzzing, and… | 19 stars · 3 forks | No one-command install · Source | |
| 1138 | 73.713 | vectorclawmcp · database | Enables AI assistants to control Anki Vector robots locally via natural language, providing tools for speech, motion, perception, and interaction… | 19 stars · 3 forks | No one-command install · Source | |
| 1139 | 73.713 | codeseekermcp · database | Four-layer hybrid search and knowledge graph for AI coding assistants: BM25 + vector embeddings + RAPTOR directory summaries + graph expansion fused… | 19 stars · 3 forks | No one-command install · Source | |
| 1140 | 73.756 | morningman-dorismcp · database | Integrates with Apache Doris analytical database system through MySQL protocol, enabling data querying and interaction for business intelligence and… | 15 stars · 5 forks | No one-command install · Source | |
| 1141 | 73.756 | hendrickcastro-mcpqlmcp · database | Connects to SQL Server databases through 10 specialized tools for table analysis, stored procedure inspection, data preview with filtering, column… | 15 stars · 5 forks | No one-command install · Source | |
| 1142 | 73.761 | garethcott-enhanced-postgresmcp · database | Enables full PostgreSQL database management with read/write operations, transaction handling, and schema modifications through parameterized queries… | 10 stars · 8 forks | No one-command install · Source | |
| 1143 | 73.761 | yugabyte-yugabytedbmcp · database | Enables read-only database exploration and analysis through secure query execution and schema summarization for YugabyteDB instances | 10 stars · 8 forks | No one-command install · Source | |
| 1144 | 73.966 | context-lensmcp · database | An MCP server that enables semantic search over local files or GitHub repositories by indexing content into a serverless vector database, allowing AI… | 24 stars · 2 forks | No one-command install · Source | |
| 1145 | 74.043 | hydrolixmcp · database | Connects to Hydrolix time-series databases through ClickHouse SQL queries with built-in safety guards and performance optimizations for analyzing… | 11 stars · 8 forks | No one-command install · Source | |
| 1146 | 74.286 | nighttrek-supabasemcp · database | Bridges Supabase databases with natural language commands for querying tables, generating TypeScript types, and exploring schemas. | 14 stars · 7 forks | No one-command install · Source | |
| 1147 | 74.286 | yyue9527-oracle-sqlmcp · database | Provides a Spring Boot-based interface to Oracle databases for executing SQL queries, listing tables, and describing table structures with built-in… | 14 stars · 7 forks | No one-command install · Source | |
| 1148 | 74.286 | dave-wind-mysql-explorermcp · database | Provides read-only access to MySQL databases, enabling schema inspection and SELECT query execution with strict security measures to protect… | 14 stars · 7 forks | No one-command install · Source | |
| 1149 | 74.422 | cerefoxmcp · database | User-owned shared memory for AI agents, providing a persistent, curated knowledge layer with hybrid search and cross-agent coordination via Postgres +… | 16 stars · 5 forks | No one-command install · Source | |
| 1150 | 74.488 | apw124-logseqmcp · database | Enables AI interaction with Logseq knowledge graphs for capturing notes, organizing information, and retrieving knowledge from personal databases | 15 stars · 6 forks | No one-command install · Source | |
| 1151 | 74.779 | postgres-mcp-servermcp · database | Enables AI assistants to manage, monitor, and optimize PostgreSQL databases with over 200 specialized tools for operations, security, performance… | 8 stars · 9 forks | No one-command install · Source | |
| 1152 | 74.783 | kydlikebtc-binance-spot-tradingmcp · database | Integrates with Binance spot trading API to enable automated cryptocurrency trading strategies using SQLite for data storage and secure credential… | 14 stars · 8 forks | No one-command install · Source | |
| 1153 | 75.041 | mcp-use-supabasemcp · database | Bridges Supabase databases with interactive React widgets for data visualization, providing sortable tables, SQL query editors with syntax… | 19 stars · 4 forks | No one-command install · Source | |
| 1154 | 75.041 | spences10-sqlite-toolsmcp · database | Local SQLite database operations with transaction management and schema tools | 19 stars · 4 forks | No one-command install · Source | |
| 1155 | 75.041 | mcp-sqlite-toolsmcp · database | Provides comprehensive SQLite database operations for LLMs with security features, transaction support, and separation of read-only and destructive… | 19 stars · 4 forks | No one-command install · Source | |
| 1156 | 75.117 | bart6114-bear-notesmcp · database | Provides read-only access to Bear note-taking app's SQLite database for searching and retrieving notes and tags through local Node.js server tools. | 15 stars · 7 forks | No one-command install · Source | |
| 1157 | 75.147 | dahlia-ko-stdictmcp · database | Provides Korean Standard Dictionary lookup from the National Institute of the Korean Language via SQLite-backed search. | 28 stars · 2 forks | No one-command install · Source | |
| 1158 | 75.147 | magpie-searchmcp · database | Federated, local-first search for AI agents: one query fans across transcripts, files, a knowledge graph, a vector store, the live web, and YouTube… | 28 stars · 2 forks | No one-command install · Source | |
| 1159 | 75.326 | simple-mcp-mysql-servermcp · database | Enables AI assistants to securely interact with MySQL databases, including listing tables, viewing schemas, and executing read-only SQL queries… | 6 stars · 10 forks | No one-command install · Source | |
| 1160 | 75.417 | civilian7-korean-people-personamcp · database | MCP server for searching and analyzing NVIDIA's Korean demographic persona dataset with SQLite full-text search. | 23 stars · 3 forks | No one-command install · Source | |
| 1161 | 75.417 | mcp-data-servermcp · database | An MCP server that connects AI agents to cloud-native geospatial data via STAC metadata and DuckDB with H3 spatial indexing, enabling… | 23 stars · 3 forks | No one-command install · Source | |
| 1162 | 75.467 | davanstrien-huggingface-hub-searchmcp · database | Provides semantic search capabilities for Hugging Face models and datasets using vector embeddings to find resources through natural language… | 20 stars · 4 forks | No one-command install · Source | |
| 1163 | 75.544 | spences10-turso-cloudmcp · database | Provides a bridge between AI assistants and Turso SQLite databases, enabling organization-level management and database-level queries with persistent… | 18 stars · 5 forks | No one-command install · Source | |
| 1164 | 75.613 | ognis1205-unitycatalogmcp · database | Integrates with Unity Catalog to enable seamless execution of database functions, with tools for listing, retrieving, creating, and deleting functions… | 15 stars · 8 forks | No one-command install · Source | |
| 1165 | 75.782 | alperenkocyigit-semantic-scholarmcp · database | Integrates with Semantic Scholar's academic database to search research papers, retrieve author information, analyze citation networks, and discover… | 16 stars · 7 forks | No one-command install · Source | |
| 1166 | 75.782 | analyticdb-postgresql-mcp-servermcp · database | Serves as a universal interface between AI Agents and AnalyticDB PostgreSQL databases, enabling metadata retrieval and SQL execution, with additional… | 16 stars · 7 forks | No one-command install · Source | |
| 1167 | 75.980 | spotdbmcp · database | Enables AI agents and workflows to safely explore and query data in ephemeral sandboxed databases via MCP, with guardrails and snapshot capabilities. | 21 stars · 4 forks | No one-command install · Source | |
| 1168 | 75.980 | aliengiraffe-spotdbmcp · database | Provides direct access to an ephemeral DuckDB instance for CSV file uploads, SQL query execution, and database snapshots through a lightweight… | 21 stars · 4 forks | No one-command install · Source | |
| 1169 | 76.055 | openlink-odbc-database-connectormcp · database | Connects AI systems to relational databases through ODBC, enabling SQL, SPARQL, and hybrid SpaSQLqueries for data exploration, analysis, and knowledge… | 12 stars · 9 forks | No one-command install · Source | |
| 1170 | 76.182 | s2thend-cursor-historymcp · database | Browse, search, export, and back up Cursor AI chat history from local SQLite database. | 32 stars · 2 forks | No one-command install · Source | |
| 1171 | 76.366 | iunera-druidmcp · database | Integrates with Apache Druid clusters to enable SQL querying, data ingestion management, cluster monitoring, and administrative operations including… | 17 stars · 7 forks | No one-command install · Source | |
| 1172 | 76.443 | theronic-datomicmcp · database | Provides a JSON-RPC interface to Datomic databases, enabling schema exploration, Datalog query execution, and raw index access for data analysis… | 26 stars · 3 forks | No one-command install · Source | |
| 1173 | 76.502 | webdevtodayjason-a2amcpmcp · database | Coordinates multiple AI agents working on shared codebases through Redis-backed infrastructure that provides real-time messaging, file locking to… | 20 stars · 5 forks | No one-command install · Source | |
| 1174 | 76.653 | mongodbmcp · database | Enables interaction with MongoDB databases through TypeScript and the MongoDB driver, providing seamless integration of MongoDB operations into… | 15 stars · 9 forks | No one-command install · Source | |
| 1175 | 76.745 | milkymap-pulsarmcp · database | Semantic router that enables intelligent tool discovery and execution across multiple MCP servers using embeddings and vector search to eliminate… | 23 stars · 4 forks | No one-command install · Source | |
| 1176 | 76.996 | schemacrawler-schemacrawler-mcp-server-usagemcp · database | Connect to any relational database, and be able to get valid SQL, and ask questions like what does a certain column prefix mean. | 28 stars · 3 forks | No one-command install · Source | |
| 1177 | 77.014 | xexr-libsqlmcp · database | Provides secure database operations for libSQL/SQLite databases | 21 stars · 5 forks | No one-command install · Source | |
| 1178 | 77.014 | longevity-genie-opengenesmcp · database | Provides access to the OpenGenes database containing aging and longevity research data including experimental lifespan results from genetic… | 21 stars · 5 forks | No one-command install · Source | |
| 1179 | 77.014 | engrammcp · database | Provides durable memory for AI agents with fact extraction, hybrid retrieval, and a temporal knowledge graph stored in SQLite. | 21 stars · 5 forks | No one-command install · Source | |
| 1180 | 77.040 | yuru-sha-mysqlmcp · database | Integrates with MySQL databases to enable read-only schema inspection and query execution, ensuring data integrity and security for analytical… | 10 stars · 10 forks | No one-command install · Source | |
| 1181 | 77.233 | heejunshin-mariadbmcp · database | Bridges Claude with MariaDB databases for read-only SQL query execution, enabling data exploration through formatted table results while enforcing… | 20 stars · 6 forks | No one-command install · Source | |
| 1182 | 77.322 | caretdev-irismcp · database | Provides a bridge to InterSystems IRIS databases for executing SQL queries and managing production items through tools for database operations and… | 11 stars · 10 forks | No one-command install · Source | |
| 1183 | 77.366 | huangfeng19820712-mysqlmcp · database | Provides MySQL database operations including CRUD execution, transaction management, table introspection, and query analysis through JSON-RPC 2.0… | 22 stars · 5 forks | No one-command install · Source | |
| 1184 | 77.401 | quevin-dayonemcp · database | Integrates with Day One Journal through CLI and database access to create, read, and search journal entries with attachments, location data, tags, and… | 18 stars · 8 forks | No one-command install · Source | |
| 1185 | 77.436 | zukai-neon-postgresqlmcp · database | Enables management of Neon PostgreSQL database projects, branches, and schemas through natural language interactions with the Neon REST API | 19 stars · 7 forks | No one-command install · Source | |
| 1186 | 77.567 | amineelkouhen-cockroachdbmcp · database | Integrates with CockroachDB to provide cluster monitoring, database operations, table management, and SQL query execution with transaction support and… | 12 stars · 10 forks | No one-command install · Source | |
| 1187 | 77.568 | serkansmg-claude-memorymcp · database | Provides persistent, project-scoped vector memory for Claude Code using DuckDB and sentence-transformers with semantic search. | 30 stars · 3 forks | No one-command install · Source | |
| 1188 | 77.746 | cuongtl1992-database-connectionsmcp · database | Provides a unified TypeScript-based database server for seamlessly connecting to SQLite, PostgreSQL, SQL Server, and MongoDB, enabling flexible… | 21 stars · 6 forks | No one-command install · Source | |
| 1189 | 77.842 | antonorlov-postgresmcp · database | Provides a bridge to PostgreSQL databases for executing SQL queries, managing tables, and inspecting schemas with support for prepared statements and… | 18 stars · 9 forks | No one-command install · Source | |
| 1190 | 77.932 | jacksteamdev-sqlite-business-intelligencemcp · database | Integrates with SQLite to provide database querying and BI capabilities. | 19 stars · 8 forks | No one-command install · Source | |
| 1191 | 77.932 | ian-cowley-sql-servermcp · database | Integrates with SQL Server to enable database schema exploration, query execution, and stored procedure management via JSON-RPC communication for… | 19 stars · 8 forks | No one-command install · Source | |
| 1192 | 77.958 | openlinksoftware-jdbc-database-connectormcp · database | Provides a bridge between relational databases and language models through JDBC connections, enabling SQL, SPARQL, and SPASQL queries with special… | 14 stars · 10 forks | No one-command install · Source | |
| 1193 | 78.032 | mikeadolan-claude-brainmcp · database | Persistent SQLite memory for Claude Code with cross-project search and email digests. | 32 stars · 3 forks | No one-command install · Source | |
| 1194 | 78.165 | gldc-postgres-explorermcp · database | Enables natural language interaction with PostgreSQL databases through tools for schema exploration, table inspection, relationship discovery, and SQL… | 15 stars · 10 forks | No one-command install · Source | |
| 1195 | 78.177 | ammawla-encode-toolkitmcp · database | Search ENCODE genomics data and cross-reference biomedical databases. | 24 stars · 5 forks | No one-command install · Source | |
| 1196 | 78.177 | anipotts-imessage-readermcp · database | Read-only access to macOS iMessage database with 26 tools for searching, analyzing, and exporting conversations. | 24 stars · 5 forks | No one-command install · Source | |
| 1197 | 78.177 | n3momcp · database | Deterministic code intelligence engine — indexes 27 languages into a queryable symbol graph for real-time blast-radius analysis, no embeddings or LLM… | 24 stars · 5 forks | No one-command install · Source | |
| 1198 | 78.324 | mssql-mcp-python-servermcp · database | MCP server for safely exposing SQL Server database capabilities to LLM clients, with read-only mode, security features, and observability. | 28 stars · 4 forks | No one-command install · Source | |
| 1199 | 78.335 | askdbmcp · database | Self-hosted MCP server that bridges your MongoDB or PostgreSQL database to AI agents, with sandbox isolation and field-level control. | 73 stars · 1 fork | No one-command install · Source | |
| 1200 | 78.374 | yuzongmin-sqlite-literature-managermcp · database | Integrates literature management operations with knowledge graphs to enable flexible paper tracking, structured note-taking, and research trend… | 19 stars · 9 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.