Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 201 | 84.4552 | pluginslab-wp-devdocsmcp · database | Indexes WordPress plugin hooks and JavaScript APIs from GitHub repositories and local folders in a SQLite database, providing searchable documentation… | 72 stars · 4 forks | No one-command install · Source | |
| 202 | 84.4548 | n24q02m-better-notionmcp · database | Integrates with Notion through composite tools that combine multiple operations into unified workflows for page management, database operations… | 36 stars · 12 forks | No one-command install · Source | |
| 203 | 84.4053 | visactor-vchartmcp · database | Generates interactive charts and visualizations using the VChart library, supporting over 15 chart types from basic line and bar charts to specialized… | 52 stars · 6 forks | No one-command install · Source | |
| 204 | 84.3440 | codexlensmcp · database | Semantic code search engine for Claude Code with hybrid search combining vector, FTS, AST graph, and ripgrep regex, with RRF fusion and reranking. | 47 stars · 7 forks | No one-command install · Source | |
| 205 | 84.2610 | robust-long-term-memory-mcpmcp · database | A persistent, human-like memory system for AI companions in LM Studio, using SQLite and ChromaDB for hybrid storage, enabling seamless recall across… | 34 stars · 13 forks | No one-command install · Source | |
| 206 | 84.2010 | glaucia86-todo-listmcp · database | Provides in-memory task management with CRUD operations, priority-based organization, tagging, search functionality, and status filtering for… | 46 stars · 7 forks | No one-command install · Source | |
| 207 | 84.1288 | rasinmuhammed-misatamcp · database | Generates realistic, multi-table synthetic datasets from natural language descriptions, YAML schemas, or existing databases with referential… | 68 stars · 4 forks | No one-command install · Source | |
| 208 | 84.1225 | lishenxydlgzs-simple-files-vectorstoremcp · database | Provides semantic search capabilities for local files and directories using vector embeddings and efficient storage techniques. | 42 stars · 8 forks | No one-command install · Source | |
| 209 | 84.0730 | focus-sqlmcp · database | Converts natural language queries into SQL by registering database schema information and handling text-to-SQL transformations through a Spring Boot… | 39 stars · 9 forks | No one-command install · Source | |
| 210 | 84.0673 | akseyh-bear-notesmcp · database | Integrates with Bear notes on macOS, providing direct database access for efficient retrieval and analysis of personal note content. | 45 stars · 7 forks | No one-command install · Source | |
| 211 | 84.0604 | eclipse-cj-paper-distillmcp · database | Automated academic paper discovery and curation across nine research databases with AI-powered filtering, Zotero and Obsidian integration, and… | 67 stars · 4 forks | No one-command install · Source | |
| 212 | 84.0351 | smart-thinkingmcp · database | Enables intelligent decision-making through semantic embeddings and thought graphs with built-in verification states and memory-based reasoning… | 34 stars · 12 forks | No one-command install · Source | |
| 213 | 84.0262 | rahgadda-oracledbmcp · database | Provides a bridge to Oracle Database, enabling dynamic table and column discovery, secure query execution, and metadata retrieval through natural… | 35 stars · 11 forks | No one-command install · Source | |
| 214 | 83.8175 | nonatofabio-local-faissmcp · database | Local vector database using FAISS for semantic search and document retrieval | 33 stars · 12 forks | No one-command install · Source | |
| 215 | 83.8046 | hdcola-oraclemcp · database | Provides secure, read-only access to Oracle databases through Python's oracledb library, enabling database schema exploration and SQL query execution… | 25 stars · 15 forks | No one-command install · Source | |
| 216 | 83.7837 | askdba-mysqlmcp · database | Read-only MySQL database server with vector search and multi-instance support | 40 stars · 8 forks | No one-command install · Source | |
| 216 | 83.7837 | elgentos-magento2-devmcp · database | Integrates with Magento 2 through n98-magerun2 to provide cache management, module operations, configuration control, database querying, and… | 40 stars · 8 forks | No one-command install · Source | |
| 218 | 83.7268 | augmented-nature-alphafoldmcp · database | Integrates with DeepMind's AlphaFold Protein Structure Database to retrieve protein structures, analyze confidence scores, and export data for… | 35 stars · 10 forks | No one-command install · Source | |
| 219 | 83.7217 | spranab-sagamcp · database | SQLite-based project management with hierarchical projects, epics, tasks, subtasks, activity logging, and dashboard analytics. | 37 stars · 9 forks | No one-command install · Source | |
| 220 | 83.7151 | prisma-mcpmcp · databasealso listed as prisma-mcp-server | Gives LLMs the ability to manage Prisma Postgres databases (e.g. spin up new databases and run migrations or queries). | 47 stars · 6 forks | No one-command install · Source | |
| 222 | 83.5879 | enemyrr-mysqlmcp · database | Integrates with MySQL databases to enable secure query execution, schema management, and CRUD operations for structured data access and manipulation | 33 stars · 11 forks | No one-command install · Source | |
| 223 | 83.5345 | rblank9-cross-claudemcp · database | Message bus enabling communication between AI instances across platforms through shared channels, threaded conversations, and data exchange with both… | 17 stars · 16 forks | No one-command install · Source | |
| 224 | 83.5286 | patsnap-patent-literature-searchmcp · database | Search 200M+ patents and scientific literature in natural language using PatSnap's global R&D intelligence database. | 78 stars · 3 forks | No one-command install · Source | |
| 225 | 83.3487 | dbjavagenixmcp · database | Enables reverse engineering of database tables into Spring Boot projects with AI-enhanced naming and code generation, providing interactive… | 35 stars · 9 forks | No one-command install · Source | |
| 226 | 83.2884 | zxfgds-code-indexermcp · database | Indexes and retrieves code snippets using embedding models and vector databases, enabling efficient code search and analysis for software development… | 33 stars · 10 forks | No one-command install · Source | |
| 227 | 83.1456 | ai-memorymcp · database | Production-ready semantic memory management server that stores, retrieves, and manages contextual knowledge across sessions using PostgreSQL with… | 48 stars · 5 forks | armory install ai-memory --cli claude | |
| 228 | 83.1347 | stackloklabs-osvmcp · database | Integrates with the Open Source Vulnerabilities (OSV) database to enable querying vulnerabilities by package versions, commits, or IDs for security… | 39 stars · 7 forks | No one-command install · Source | |
| 229 | 83.0708 | cbunting99-kiro-memorymcp · database | Provides intelligent memory management and task tracking for software development projects with automatic project detection, semantic search, and… | 32 stars · 10 forks | No one-command install · Source | |
| 230 | 82.9071 | gongrzhe-redismcp · database | Integrates with Redis databases to enable fast, in-memory key-value operations for caching, session management, and real-time data processing. | 30 stars · 11 forks | No one-command install · Source | |
| 231 | 82.9070 | saml1211-prd-creatormcp · database | Streamlines PRD creation and validation with TypeScript-based templates stored in SQLite, enabling product teams to generate consistent, high-quality… | 35 stars · 8 forks | No one-command install · Source | |
| 232 | 82.8571 | douyin-video-knowledge-base-mcp-servermcp · database | Enables querying and retrieval of structured video summaries from a SQLite knowledge base through Claude or Cursor, supporting search, precise… | 41 stars · 6 forks | No one-command install · Source | |
| 233 | 82.8538 | greptimeteam-greptimedbmcp · database | Enables AI interaction with GreptimeDB time-series databases through MySQL protocol for data exploration, analysis, and SQL query execution with… | 29 stars · 12 forks | No one-command install · Source | |
| 234 | 82.8409 | io-github-ralfbecher-orionbelt-analyticsmcp · database | OrionBelt Analytics is an MCP server that analyzes relational database schemas and generates RDF/OWL ontologies with embedded SQL mappings. It… | 46 stars · 5 forks | No one-command install · Source | |
| 235 | 82.8345 | fireproof-storage-json-document-storemcp · database | Fireproof database integration for a flexible JSON document store with CRUD operations. | 31 stars · 10 forks | No one-command install · Source | |
| 236 | 82.7834 | kratos-mcpmcp · database | Ultra-lean memory system for AI coding tools that stores project knowledge locally with SQLite and enables AI to remember your project across… | 37 stars · 7 forks | No one-command install · Source | |
| 237 | 82.7391 | rekalmcp · database | Provides long-term memory for LLMs via local SQLite storage with hybrid search (BM25, vectors, recency decay), enabling AI coding agents to persist… | 53 stars · 4 forks | No one-command install · Source | |
| 238 | 82.6093 | 1c-platform-tools-mcpmcp · database | Enables AI agents to interact with 1C: Enterprise development environment, including running tests, managing launch profiles, building configurations… | 36 stars · 7 forks | No one-command install · Source | |
| 238 | 82.6093 | hyeongjun-dev-metabasemcp · database | Connects to Metabase analytics platforms to enable conversational access to business intelligence data through tools for listing dashboards, executing… | 36 stars · 7 forks | No one-command install · Source | |
| 240 | 82.5449 | jonnoc-coderagmcp · database | Parses TypeScript, JavaScript, Java, and Python codebases into a Neo4J graph database to extract code entities, relationships, and metadata, enabling… | 27 stars · 13 forks | No one-command install · Source | |
| 241 | 82.3771 | alaturqua-trinomcp · database | Connects AI systems to Trino/Iceberg databases for SQL execution, data exploration, and table optimization with seamless connection management and… | 25 stars · 13 forks | No one-command install · Source | |
| 242 | 81.9804 | ditrixnew-1c-enterprise-dbmcp · database | Connect to 1C:Enterprise databases through a native DLL transport layer. | 36 stars · 6 forks | No one-command install · Source | |
| 243 | 81.9466 | gh-nicholasglazer-gnosismcp · database | Zero-config searchable documentation with SQLite or PostgreSQL storage. | 29 stars · 9 forks | No one-command install · Source | |
| 244 | 81.8994 | c0h1b4-mssqlmcp · database | Enables secure AI-driven interactions with Microsoft SQL Server databases for automated data analysis, dynamic reporting, and intelligent database… | 15 stars · 14 forks | No one-command install · Source | |
| 245 | 81.7900 | vignesh-codes-postgresqlmcp · database | Provides secure read-only access to PostgreSQL databases for executing SQL queries and retrieving schema information. | 27 stars · 10 forks | No one-command install · Source | |
| 245 | 81.7900 | ejb503-notionmcp · database | Bridges to Notion's knowledge management system, enabling creation and manipulation of pages, databases, and content. | 27 stars · 10 forks | No one-command install · Source | |
| 247 | 81.7878 | novyx-mcpmcp · database | Governed actions, shared memory, audit, and rollback for MCP clients such as Claude Desktop, Cursor, and Claude Code. Works locally with SQLite or… | 30 stars · 8 forks | No one-command install · Source | |
| 248 | 81.7746 | dense-memmcp · database | About Self-hosted AI agent memory server with MCP, evidence provenance, typed claims, conflict detection, embeddings, recall, PostgreSQL, and Neo4j. | 39 stars · 5 forks | No one-command install · Source | |
| 248 | 81.7746 | mediacrawler-mcp-servermcp · database | MCP server for crawling social media platforms (e.g., Bilibili) by keywords, video IDs, or creator IDs, with support for MySQL, JSON, and CSV storage. | 39 stars · 5 forks | No one-command install · Source | |
| 250 | 81.7655 | mcp-db-servermcp · databasealso listed as souhar-dya-multi-db | An MCP server that exposes relational databases (PostgreSQL/MySQL) to AI agents with natural language to SQL query support. | 19 stars · 13 forks | No one-command install · Source | |
| 252 | 81.7544 | haymon-databasemcp · database | Database MCP server supporting MySQL, MariaDB, PostgreSQL, and SQLite. | 32 stars · 7 forks | No one-command install · Source | |
| 253 | 81.6326 | mahesh-premachandran-trinomcp · database | Enables secure, controlled data exploration by providing tools to list tables, read data, and execute SQL queries through a Trino database with robust… | 18 stars · 13 forks | No one-command install · Source | |
| 254 | 81.5049 | wyattjoh-imessagemcp · database | Provides read-only access to macOS iMessage data through specialized tools for searching messages, retrieving conversations, and accessing contact… | 29 stars · 8 forks | No one-command install · Source | |
| 255 | 81.4233 | callimachusmcp · database | Local index and hybrid search (SQLite FTS5 + on-device vector KNN) over your AI coding-agent conversation history across 11 tools (Claude Code, Codex… | 37 stars · 5 forks | No one-command install · Source | |
| 256 | 81.3874 | davidvc-code-knowledge-embeddingsmcp · database | A knowledge management tool for code repositories using vector embeddings. | 24 stars · 12 forks | No one-command install · Source | |
| 257 | 81.3520 | brysontang-deltataskmcp · database | Integrates with Obsidian to provide a locally-hosted task management system with intelligent prioritization, task decomposition, and a full API for… | 16 stars · 13 forks | No one-command install · Source | |
| 258 | 81.2492 | claudia-statuslineobservability · database | High-performance Rust-based statusline for Claude Code with persistent stats tracking, progress bars, and optional cloud sync. Features SQLite-first… | 36 stars · 5 forks | No one-command install · Source | |
| 259 | 81.1993 | libreoffice-mcpmcp · database | Enables interaction with LibreOffice documents (Writer, Calc, Impress, Draw) via MCP, supporting document management, data analysis, and database… | 25 stars · 10 forks | No one-command install · Source | |
| 260 | 81.1255 | jean-technologies-writer-blog-searchmcp · database | Connect to your Substack/Medium blogs via their RSS feeds, fetches your posts, and permanently caches them locally. It also generates embeddings for… | 32 stars · 6 forks | No one-command install · Source | |
| 261 | 81.0082 | ydb-platform-ydbmcp · database | Provides a bridge between AI and YDB databases, enabling natural language interactions for executing SQL queries, exploring schema information, and… | 29 stars · 7 forks | No one-command install · Source | |
| 261 | 81.0082 | cyreslab-exploitdbmcp · database | Provides direct access to ExploitDB functionality for cybersecurity research, enabling exploit searches by keywords, CVE IDs, or platforms with local… | 29 stars · 7 forks | No one-command install · Source | |
| 263 | 80.8542 | openlink-sqlalchemy-odbc-bridgemcp · database | Provides a bridge between databases and SQL/SPARQL queries through ODBC connections, enabling schema exploration, table management, and query… | 24 stars · 10 forks | No one-command install · Source | |
| 264 | 80.7191 | biocontext-ai-knowledgebasemcp · database | Provides unified access to over 20 biomedical databases and research tools including protein databases (UniProt, AlphaFold), genomics resources… | 28 stars · 7 forks | No one-command install · Source | |
| 264 | 80.7191 | endorhq-climcp · database | Endor lets your AI agents run services like MariaDB, Postgres, Redis, Memcached, Alpine, or Valkey in isolated sandboxes. Get pre-configured… | 28 stars · 7 forks | No one-command install · Source | |
| 266 | 80.6119 | tyrchen-postgresmcp · database | Enables secure SQL operations on PostgreSQL databases through a validated API that supports connection management, data operations, and schema… | 33 stars · 5 forks | No one-command install · Source | |
| 267 | 80.4735 | mongodb-developer-mongodbmcp · database | Integrates with MongoDB to enable read-only querying, aggregation, and schema inspection for data exploration and analysis workflows. | 27 stars · 7 forks | No one-command install · Source | |
| 268 | 80.2147 | thatsrajan-vidlensmcp · database | YouTube as a queryable database for AI agents — search, transcripts, metadata, and visual descriptions. | 36 stars · 4 forks | No one-command install · Source | |
| 269 | 80.0902 | mineru98-mysqlmcp · database | Connects to MySQL databases to enable querying, analyzing, and manipulating data directly within conversation interfaces through a containerized… | 28 stars · 6 forks | No one-command install · Source | |
| 270 | 80.0747 | utk09-ncl-mini-memorymcp · database | Persistent memory storage for AI tools using SQLite with full-text search and tag-based filtering. | 14 stars · 12 forks | No one-command install · Source | |
| 271 | 80.0501 | allenday-solr-vector-searchmcp · database | Bridges Apache Solr search indexes with vector embeddings for hybrid keyword and semantic document retrieval, enabling contextual searches against… | 20 stars · 11 forks | No one-command install · Source | |
| 272 | 80.0218 | rosettamcp · database | MCP server that provides AI assistants with searchable access to MikroTik RouterOS documentation, including command reference, hardware specs, and… | 43 stars · 3 forks | No one-command install · Source | |
| 273 | 80.0000 | supabasemcp · database | Integrates with the Supabase platform for managing databases, projects, migrations, and storage. | passed install test | No commit datelisted | No one-command install · Source |
| 274 | 79.9310 | local-wpmcp · database | Automatically detects and connects to Local by Flywheel WordPress development environments by scanning running processes to find active mysqld… | 30 stars · 5 forks | No one-command install · Source | |
| 275 | 79.8107 | johnnyoshika-sqlite-npxmcp · database | Implements SQLite functionality in Node.js. | 18 stars · 11 forks | No one-command install · Source | |
| 276 | 79.6647 | strom-capital-db2imcp · database | Provides secure read-only access to IBM DB2 for i (AS/400) databases through the JT400 JDBC driver with SQL security validation, rate limiting, and… | 22 stars · 9 forks | No one-command install · Source | |
| 277 | 79.6481 | pgtuner-mcpmcp · database | 🗄️ - provides AI-powered PostgreSQL performance tuning capabilities. | 29 stars · 5 forks | No one-command install · Source | |
| 278 | 79.5378 | lethienhoavn-auto-causal-inferencemcp · database | Automates causal inference analysis on SQLite banking data by using LLM-guided variable classification to generate causal graphs and estimate Average… | 24 stars · 7 forks | No one-command install · Source | |
| 279 | 79.2290 | wp-blockmarkup-mcpmcp · database | Provides AI assistants with a verified database of WordPress Gutenberg block schemas, attributes, and validated markup examples to prevent… | 38 stars · 3 forks | No one-command install · Source | |
| 280 | 79.1563 | cam10001110101-outlook-emailmcp · database | Integrates with Outlook to provide email processing, semantic search, and metadata storage capabilities using MongoDB and SQLite, enabling advanced… | 14 stars · 11 forks | No one-command install · Source | |
| 280 | 79.1563 | mcp-server-for-snowflakemcp · database | Enables read-only querying of Snowflake databases through Claude, supporting multiple authentication methods and SQL operations like SELECT, SHOW… | 14 stars · 11 forks | No one-command install · Source | |
| 280 | 79.1563 | marcoeg-nvdmcp · database | Provides access to the NIST National Vulnerability Database through get_cve and search_cve tools for retrieving and searching CVE records with… | 14 stars · 11 forks | No one-command install · Source | |
| 283 | 79.1398 | sholajegede-todo-neon-kindemcp · database | Integrates Neon PostgreSQL with Kinde authentication to provide persistent todo management with user isolation, CRUD operations, and freemium billing… | 23 stars · 7 forks | No one-command install · Source | |
| 284 | 78.9089 | tornikegomareli-macos-toolsmcp · database | Provides macOS system monitoring with SQLite-based historical data storage and enhanced file search with tagging support, collecting real-time CPU… | 24 stars · 6 forks | No one-command install · Source | |
| 285 | 78.8966 | sleepingbag945-ipsearchmcp · database | Provides IP address lookups and geolocation queries through local SQLite database storage for cybersecurity workflows, network analysis, and threat… | 30 stars · 4 forks | No one-command install · Source | |
| 286 | 78.7263 | rbatis-rbdc-databasemcp · database | Provides SQL database access through the RBDC framework, supporting SQLite, MySQL, PostgreSQL, and MSSQL with connection pooling for executing… | 22 stars · 7 forks | No one-command install · Source | |
| 287 | 78.6881 | dryrunmcp · database | Gives AI coding assistants, IDEs, and CI full PostgreSQL schema intelligence from an offline snapshot, enabling linting, query validation, migration… | 35 stars · 3 forks | No one-command install · Source | |
| 288 | 78.6128 | kevinwatt-mysqlmcp · database | Provides secure MySQL database access for LLMs, enabling read/write operations with transaction support and security features for AI-assisted data… | 18 stars · 10 forks | No one-command install · Source | |
| 289 | 78.5227 | jbdamask-cursor-db-explorermcp · database | Provides access to Cursor IDE's SQLite databases for exploring project data, chat history, and composer information through an API that automatically… | 25 stars · 5 forks | No one-command install · Source | |
| 290 | 78.3745 | 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 | |
| 291 | 78.3357 | 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 | |
| 292 | 78.3246 | 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 | |
| 293 | 78.1776 | 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 | |
| 293 | 78.1776 | 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 | |
| 293 | 78.1776 | ammawla-encode-toolkitmcp · database | Search ENCODE genomics data and cross-reference biomedical databases. | 24 stars · 5 forks | No one-command install · Source | |
| 296 | 78.1659 | 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 | |
| 297 | 78.0321 | 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 | |
| 298 | 77.9584 | 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 | |
| 299 | 77.9328 | 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 | |
| 299 | 77.9328 | jacksteamdev-sqlite-business-intelligencemcp · database | Integrates with SQLite to provide database querying and BI capabilities. | 19 stars · 8 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.