Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 801 | 44.256 | lu-zhengda-virtual-filesystemmcp · database | PostgreSQL-backed virtual filesystem with session isolation, cross-session shared stores, POSIX-style operations, and Row Level Security. | 3 stars · 1 fork | No one-command install · Source | |
| 801 | 44.256 | semanticintent-cloudflare-d1mcp · database | Integrates with Cloudflare D1 databases to provide schema analysis, relationship extraction, validation, and optimization suggestions through four… | 3 stars · 1 fork | No one-command install · Source | |
| 801 | 44.256 | gwhthompson-gristmcp · database | Integrates with Grist spreadsheet-database for document management, data queries, and schema operations. | 3 stars · 1 fork | No one-command install · Source | |
| 801 | 44.256 | pcfvw-arangodb-asyncmcp · database | Provides async ArangoDB database operations with 46 tools for graphs, queries, multi-tenancy, and analytics. | 3 stars · 1 fork | No one-command install · Source | |
| 801 | 44.256 | nlp-database-mcp-servermcp · database | Connect your LLMs to SQL databases safely and intuitively using the Model Context Protocol (MCP). NLP Database acts as a secure, read-only bridge that… | 3 stars · 1 fork | No one-command install · Source | |
| 801 | 44.256 | urjitbhatia-tpmmcp · database | Local SQLite-based project management server that tracks organizations, projects, tickets, tasks, and dependencies with automated ID generation… | 3 stars · 1 fork | No one-command install · Source | |
| 801 | 44.256 | augmented-nature-ensemblmcp · database | Integrates with Ensembl's genomic database through 20+ specialized tools for gene lookup, sequence retrieval, comparative genomics, variant analysis… | 3 stars · 1 fork | No one-command install · Source | |
| 801 | 44.256 | at0mxploit-trackormcp · database | Personal expense tracking and financial management through SQLite database operations. | 3 stars · 1 fork | No one-command install · Source | |
| 801 | 44.256 | yasg1988-beget-hostingmcp · database | Integrates with Beget hosting provider API to manage web hosting infrastructure including sites, domains, MySQL databases, FTP accounts, cron jobs… | 3 stars · 1 fork | No one-command install · Source | |
| 801 | 44.256 | florinel-chis-shopify-liquidmcp · database | Provides searchable access to Shopify's Liquid templating language documentation using SQLite full-text search across filters, objects, and tags | 3 stars · 1 fork | No one-command install · Source | |
| 801 | 44.256 | alexneyler-kusto-nl2kqlmcp · database | Enables natural language querying of Azure Data Explorer (Kusto) databases by translating questions into KQL queries without requiring KQL expertise | 3 stars · 1 fork | No one-command install · Source | |
| 801 | 44.256 | freespirit-pdfsearch-zedmcp · database | Built for Zed to enable semantic searching of PDF documents using a Qdrant vector database and OpenAI embeddings. | 3 stars · 1 fork | No one-command install · Source | |
| 801 | 44.256 | mcp-postgres-full-access-extendedmcp · database | Enables full read-write access to PostgreSQL databases with transaction management and safety controls, allowing LLMs to query and modify database… | 3 stars · 1 fork | No one-command install · Source | |
| 801 | 44.256 | vitalydv-mysql-readonlymcp · database | Provides a secure bridge to MySQL databases for executing read-only queries, retrieving table schemas, and listing database tables with built-in row… | 3 stars · 1 fork | No one-command install · Source | |
| 801 | 44.256 | abhirockzz-kustomcp · database | Integrates with Azure Data Explorer to enable listing databases, retrieving table schemas, and executing KQL queries for data analysis and… | 3 stars · 1 fork | No one-command install · Source | |
| 801 | 44.256 | paliago-allabolagmcp · database | Provides a bridge to the Swedish company registry database for searching companies by name or location and retrieving detailed business information… | 3 stars · 1 fork | No one-command install · Source | |
| 801 | 44.256 | x3r0k-shodanmcp · database | Integrates with Shodan's database to enable host information lookup, vulnerability scanning, and DNS resolution for security research and network… | 3 stars · 1 fork | No one-command install · Source | |
| 801 | 44.256 | sql-server-natural-langmcp · database | Enables natural language querying of Microsoft SQL Server databases by translating conversational input into SQL and interpreting results for database… | 3 stars · 1 fork | No one-command install · Source | |
| 801 | 44.256 | sahmadumass-notionmcp · database | Integrates with Notion to enable searching, retrieving, creating, and updating pages and databases for natural language-driven knowledge management… | 3 stars · 1 fork | No one-command install · Source | |
| 820 | 43.498 | pf2e-mcpmcp · database | MCP server for Pathfinder 2e Remastered character building and rules lookup, using a local SQLite database of official rules data to enable fast… | 2 stars · 2 forks | No one-command install · Source | |
| 820 | 43.498 | mcp-postgresqlmcp · database | A production-oriented MCP server for PostgreSQL that exposes database operations like query execution, schema introspection, and table metadata to MCP… | 2 stars · 2 forks | No one-command install · Source | |
| 820 | 43.498 | lfrmonteiro99-memento-mcpmcp · database | Local-first persistent memory for AI coding agents. Captures facts, decisions, patterns, and architecture notes in SQLite (with optional cloud… | 2 stars · 2 forks | No one-command install · Source | |
| 820 | 43.498 | build-vaultmcp · database | Transforms The Build Podcast into a searchable knowledge base using hybrid vector and full-text search, providing semantic search across business… | 2 stars · 2 forks | No one-command install · Source | |
| 820 | 43.498 | josefdc-uniprotmcp · database | Integrates with UniProtKB protein database to provide complete protein entries, sequences, filtered searches, and ID mapping between 200+ database… | 2 stars · 2 forks | No one-command install · Source | |
| 820 | 43.498 | mcp-database-managermcp · database | Enables AI assistants to interact with and manage multiple database types (PostgreSQL, MySQL, SQLite, SQL Server, MongoDB, Redis) through natural… | 2 stars · 2 forks | No one-command install · Source | |
| 820 | 43.498 | cdata-sap-netweaver-gatewaymcp · database | Bridges SAP NetWeaver Gateway systems through JDBC connectivity, enabling natural language queries of SAP business data with table discovery, metadata… | 2 stars · 2 forks | No one-command install · Source | |
| 820 | 43.498 | slanycukr-bugbountymcp · database | Provides specialized bug bounty hunting tools for reconnaissance, vulnerability discovery, and security testing with automated workflows, OSINT… | 2 stars · 2 forks | No one-command install · Source | |
| 820 | 43.498 | battery-mcpmcp · database | Enables LLMs to verify the novelty and validity of invented battery materials, with support for searching and validating against a materials database. | 2 stars · 2 forks | No one-command install · Source | |
| 820 | 43.498 | nickiiitu-mongodbmcp · database | Integrates with MongoDB databases to enable querying, inserting, and updating documents for data analysis, content management, or automated database… | 2 stars · 2 forks | No one-command install · Source | |
| 820 | 43.498 | gotalab-bigquery-analysismcp · database | Enables safe SQL query execution on Google BigQuery datasets with built-in safeguards that prevent data manipulation and limit query size to 1 TB. | 2 stars · 2 forks | No one-command install · Source | |
| 820 | 43.498 | verssae-mssql-database-querymcp · database | Enables direct SQL query execution against MSSQL databases through a FastMCP-powered server with Docker containerization for seamless data analysis… | 2 stars · 2 forks | No one-command install · Source | |
| 832 | 43.275 | loredocsmcp · database | Versioned document vault system for MCP-compatible AI agents. Organizes reference knowledge (specs, contracts, rules) into per-project vaults with 36… | 4 stars | No one-command install · Source | |
| 832 | 43.275 | claude-ragmcp · database | MCP server that indexes Markdown files into a local SQLite vector store and provides semantic search tools for Claude Code. | 4 stars | No one-command install · Source | |
| 832 | 43.275 | ai-memoryhub-mcp-servermcp · database | Provides a hybrid memory architecture with a thin SQLite index and Markdown cold storage, enabling AI agents to write, query, link, and rebuild… | 4 stars | No one-command install · Source | |
| 832 | 43.275 | mcp-server-firebirdmcp · database | An MCP server that enables AI assistants to execute SQL queries, list tables, and manage connections to external Firebird databases with automatic… | 4 stars | No one-command install · Source | |
| 832 | 43.275 | gingugumcp · database | Persistent long-term memory for AI coding assistants. Local SQLite, no cloud - 16 MCP tools to store, search, relate, and consolidate typed memories… | 4 stars | No one-command install · Source | |
| 832 | 43.275 | devrecallmcp · database | Local-first dev memory: indexes Git commits, PRs, Jira/Linear tickets, Confluence docs, Slack threads, and Calendar events into a local… | 4 stars | No one-command install · Source | |
| 832 | 43.275 | midplanemcp · database | SQL guardrails for AI agents, sitting between the agent and Postgres to enforce policies, block destructive queries, and audit all access. | 4 stars | No one-command install · Source | |
| 832 | 43.275 | geoanalisis-mcpmcp · database | Enables reading and analysis of vector spatial data through Claude Desktop, supporting formats like FileGDB, Shapefile, GeoJSON, and GeoPackage with… | 4 stars | No one-command install · Source | |
| 832 | 43.275 | unity-asset-reference-mcpmcp · database | Indexes Unity project assets into a SQLite reference graph and provides an MCP server for querying asset dependencies, references, unused assets, and… | 4 stars | No one-command install · Source | |
| 832 | 43.275 | middle-toolmcp · database | Provides a unified MCP server to interact with multiple middleware (Loki, MySQL, Redis, RocketMQ, Elasticsearch, MongoDB) through a desktop… | 4 stars | No one-command install · Source | |
| 832 | 43.275 | proticom-gnosysmcp · database | Agent-first persistent memory and knowledge management using SQLite with Markdown safety net, dream consolidation, hybrid search, and Obsidian vault… | 4 stars | No one-command install · Source | |
| 832 | 43.275 | django-mcp-sqlmcp · database | Provides a read-only PostgreSQL SQL surface for LLM agents via MCP, with defense-in-depth security layers for safe database queries. | 4 stars | No one-command install · Source | |
| 832 | 43.275 | anhyobin-michelin-guidemcp · database | Search 18,900+ Michelin Guide restaurants worldwide with multi-criteria filtering and SQLite FTS5. | 4 stars | No one-command install · Source | |
| 832 | 43.275 | devboost-mcp-servermcp · database | Provides tools for local development environment management and PostgreSQL optimization, including version checking, port process termination, SQL… | 4 stars | No one-command install · Source | |
| 832 | 43.275 | dadepo-whoismcp · database | Provides network information lookup through WHOIS and RIR database queries across RIPE NCC and ARIN regions, enabling contact card lookups, AS-SET… | 4 stars | No one-command install · Source | |
| 832 | 43.275 | jongko54-web-embeddingmcp · database | Source-first URL intake for embed routing, local capture, bounded rebuild, and fidelity verification. | 4 stars | No one-command install · Source | |
| 832 | 43.275 | mehdig-dev-sqlmcp · database | Secure SQL database connectivity for PostgreSQL, SQLite, and MySQL with read-only safety. | 4 stars | No one-command install · Source | |
| 832 | 43.275 | moorcheh-mcp-servermcp · database | Enables interaction with Moorcheh AI services including namespace management, document embedding, vector search, and AI-powered answers through the… | 4 stars | No one-command install · Source | |
| 832 | 43.275 | hasanjahidul-terminal-history-mcpmcp · database | Full-text search over your shell history (zsh / bash / fish) via SQLite FTS5. Local-only. 11-pattern secret redaction runs BEFORE insert. Captures cwd… | 4 stars | No one-command install · Source | |
| 832 | 43.275 | wddxg-zotero-augmentationmcp · database | Zotero MCP augmentation with full-text chunking and local vector search. | 4 stars | No one-command install · Source | |
| 832 | 43.275 | velvetway-bdu-fstecmcp · database | Query Russia's official FSTEC vulnerability database with 86,000+ records via full-text search, CVE mapping, and BDU identifier lookup. | 4 stars | No one-command install · Source | |
| 832 | 43.275 | kjstart-database-jdbcmcp · database | Connects to multiple databases through JDBC for executing SQL queries, managing schemas, and performing data operations across MySQL, PostgreSQL… | 4 stars | No one-command install · Source | |
| 832 | 43.275 | stewyboy1990-companyscopemcp · database | Aggregates company intelligence from 10 public sources including SEC EDGAR, GitHub, Wikipedia, and patent databases. | 4 stars | No one-command install · Source | |
| 832 | 43.275 | sulg-ik-kmp-api-lookupmcp · database | Indexes Kotlin/Native iOS klib APIs into SQLite for fast symbol lookup in KMP projects. | 4 stars | No one-command install · Source | |
| 832 | 43.275 | postgresql-mcp-server-3mcp · database | Enables LLMs to interact deeply with PostgreSQL databases—query data, manage schema, analyze performance, and administer the database. | 4 stars | No one-command install · Source | |
| 832 | 43.275 | mongodb-mcp-server-2mcp · database | A Model Context Protocol (MCP) server for MongoDB operations, enabling AI assistants to interact with MongoDB databases through a standardized… | 4 stars | No one-command install · Source | |
| 832 | 43.275 | freevue-gonghunmcp · database | Searches and retrieves Korean independence merit records from the national veterans affairs database. | 4 stars | No one-command install · Source | |
| 832 | 43.275 | basst85-local-memorymcp · database | Local memory storage and retrieval using Ollama vector embeddings for persistent AI agent memory. | 4 stars | No one-command install · Source | |
| 832 | 43.275 | khoafullstack-mssqlmcp · database | Secure read-only access to Microsoft SQL Server databases with schema exploration and query execution. | 4 stars | No one-command install · Source | |
| 832 | 43.275 | code-recallmcp · database | Gives AI coding agents persistent memory by storing observations, decisions, and learnings in a local SQLite database with vector search, full-text… | 4 stars | No one-command install · Source | |
| 832 | 43.275 | data-agent-connectormcp · database | Enables SQL agents to connect to any SQLAlchemy-supported database via MCP, providing read-only SQL querying, automatic table summarization, and… | 4 stars | No one-command install · Source | |
| 832 | 43.275 | hindsight-mcpmcp · database | Consolidates git history, test results, and Copilot sessions into a searchable SQLite database for AI assistants to answer questions about development… | 4 stars | No one-command install · Source | |
| 832 | 43.275 | cano721-mysql-mcp-servermcp · database | Enables read-only MySQL database access, allowing listing databases, tables, describing schemas, and executing SELECT/SHOW/DESCRIBE/EXPLAIN queries. | 4 stars | No one-command install · Source | |
| 832 | 43.275 | pg-mcpmcp · database | A lightweight Postgres MCP server for safe database exploration and query analysis, read-only by default, with multi-database support. | 4 stars | No one-command install · Source | |
| 832 | 43.275 | mcp-database-servermcp · database | A secure multi-database MCP server supporting MySQL, PostgreSQL, and SQLite with read-only enforcement, SQL injection prevention, and tools for schema… | 4 stars | No one-command install · Source | |
| 832 | 43.275 | cdata-myob-accountrightmcp · database | Transforms MYOB AccountRight accounting data into SQL-queryable format using JDBC connectivity, enabling database-style access to financial records… | 4 stars | No one-command install · Source | |
| 832 | 43.275 | akashcf-dotnet-mssqlmcp · database | Integrates with SQL Server databases to execute queries, manage schemas, run stored procedures, and perform data operations across single-database and… | 4 stars | No one-command install · Source | |
| 832 | 43.275 | better-prompts-mcpmcp · database | Automatically extracts actionable methodologies from articles and URLs, stores them in a vector database, and retrieves relevant methods to enhance… | 4 stars | No one-command install · Source | |
| 832 | 43.275 | zxerai-hub-routermcp · database | Centralized hub for managing and routing multiple MCP servers through a web-based dashboard with smart routing capabilities that uses vector… | 4 stars | No one-command install · Source | |
| 832 | 43.275 | rebots-online-hkg-ontologizermcp · database | Transforms text content and web URLs into structured knowledge graphs using entity extraction and relationship mapping, with support for multiple file… | 4 stars | No one-command install · Source | |
| 832 | 43.275 | postalmcp · database | Creates a persistent mailbox system enabling asynchronous message passing between agents through send_to_agent and check_mail tools backed by SQLite… | 4 stars | No one-command install · Source | |
| 832 | 43.275 | universal-database-mcp-servermcp · database | A versatile MCP server that connects to multiple relational databases (MySQL, PostgreSQL, Oracle, SQL Server, SQLite) and enables secure read-only SQL… | 4 stars | No one-command install · Source | |
| 832 | 43.275 | elber-code-database-toolsmcp · database | Enables direct SQL query execution and table exploration with MySQL databases through a simple interface for seamless data analysis and database… | 4 stars | No one-command install · Source | |
| 832 | 43.275 | mctx-ai-bible-studymcp · database | Scholarly Bible study with semantic search across 155K verse embeddings, Strong's concordance, and cross-references. | 4 stars | No commit datelisted | No one-command install · Source |
| 832 | 43.275 | smallminds-mongtapmcp · database | Provides a MongoDB-compatible server backed by DataFlood statistical modeling, enabling database creation and querying using natural language without… | 4 stars | No commit datelisted | No one-command install · Source |
| 832 | 43.275 | vmsfigueredo-mcplensmcp · database | Semantic codebase search using Ollama embeddings and SQLite with AST-aware chunking and a web dashboard. | 4 stars | No commit datelisted | No one-command install · Source |
| 878 | 42.840 | zajtools-mysqlmcp · database | Integrates with MySQL databases to enable SQL query execution, schema analysis, and automated business insight generation through data reading… | 3 forks | No one-command install · Source | |
| 879 | 41.904 | chessaginemcp · database | Analyze chess positions using powerful engines like Stockfish, Leela, and Maia. Retrieve games, puzzles, and opening statistics directly from Lichess… | 1,182 installs | No commit datelisted | No one-command install · Source |
| 880 | 41.360 | faostat-mcp-server-2mcp · database | UN FAOSTAT global food & agriculture statistics over a local SQLite mirror, via MCP. | 2,410 installs | No commit datelisted | No one-command install · Source |
| 881 | 41.082 | nlqdbmcp · database | Analytical memory for AI agents: a real Postgres your agent connects to over MCP and queries in plain English — GROUP BY, JOIN, aggregate over what it… | 1 star · 2 forks | No one-command install · Source | |
| 881 | 41.082 | isaac-gounton-sqlitemcp · database | Provides a lightweight SQLite database management solution with TypeScript and Docker support, enabling quick, embedded database operations with… | 1 star · 2 forks | No one-command install · Source | |
| 881 | 41.082 | pfillion42-memvizmcp · database | Visual explorer for [MCP Memory Service](https://github.com/doobidoo/mcp-memory-service) SQLite-vec databases. Browse, search, filter, edit memories… | 1 star · 2 forks | No one-command install · Source | |
| 881 | 41.082 | gwas-mcpmcp · databasealso listed as zaeyasa-gwas-bioinformatics | Provides AI-powered access to major biological databases for GWAS and bioinformatics research. Enables natural language queries for protein, gene… | 1 star · 2 forks | No one-command install · Source | |
| 881 | 41.082 | arda-vector-database-mcp-servermcp · database | Enables semantic code search across multi-language codebases using natural language queries, integrated with Qdrant vector database for fast, cached… | 1 star · 2 forks | No one-command install · Source | |
| 881 | 41.082 | segmentmcpmcp · database | Transforms natural language queries into SQL for customer segmentation, enabling democratized access to customer data insights. | 1 star · 2 forks | No one-command install · Source | |
| 881 | 41.082 | kdb-ai-mcp-servermcp · database | Enables interaction with KDB.AI through natural language for vector database operations, similarity searches, hybrid search, and advanced data… | 1 star · 2 forks | No one-command install · Source | |
| 881 | 41.082 | gigamori-mcp-run-sql-connectorxmcp · databasealso listed as run-sql-connectorx | An MCP server that executes SQL via ConnectorX and streams the result to a CSV or Parquet file. Supports PostgreSQL, MariaDB, BigQuery, RedShift, MS… | 1 star · 2 forks | No one-command install · Source | |
| 881 | 41.082 | emmanuelsystems-notionmcp · database | Integrates with Notion workspaces to enable database operations, page management, block manipulation, and search functionality for seamless document… | 1 star · 2 forks | No one-command install · Source | |
| 881 | 41.082 | yyue9527-redismcp · database | Enables AI tools to interact with Redis databases through key-value operations, pattern-based key listing, and configurable expiration settings | 1 star · 2 forks | No one-command install · Source | |
| 893 | 38.412 | kitepon-rgb-caveatmcp · database | Long-term memory knowledge base for AI coding agents using SQLite FTS5 full-text search and git-backed markdown files. | 3 stars | No one-command install · Source | |
| 893 | 38.412 | chambermcp · database | Cited Q&A and drift detection over your own markdown notes: answers cite exact passages, cited passages are hashed at citation time, and a scheduled… | 3 stars | No one-command install · Source | |
| 893 | 38.412 | mysql-mcp-servermcp · database | Enables safe querying and optional writing to MySQL databases via MCP tools, with support for schema inspection, connection management, and read-only… | 3 stars | No one-command install · Source | |
| 893 | 38.412 | precis-mcpmcp · database | A uniform API for agents to read, write, and search across papers, documents, code, and personal state, using PostgreSQL with pgvector for hybrid… | 3 stars | No one-command install · Source | |
| 893 | 38.412 | nlqueriesmcp · database | Natural language to SQL engine with multi-connector support (PostgreSQL, MySQL, Snowflake, BigQuery, DuckDB), document QA, semantic caching, and… | 3 stars | No one-command install · Source | |
| 893 | 38.412 | llm-usage-cost-trackermcp · database | A local-first, multi-provider cost meter for LLM usage, exposed as MCP tools. Captures every call into a local SQLite ledger and lets any coding agent… | 3 stars | No one-command install · Source | |
| 893 | 38.412 | pathmarkmcp · database | Local-first memory for MCP clients. It provides shared durable memory without requiring hosted accounts, vector databases, or API keys, and works with… | 3 stars | No one-command install · Source | |
| 893 | 38.412 | hipocampomcp · database | Dual-memory MCP system with PostgreSQL 17 + pgvector + NVIDIA NIM embeddings. 11 tools: search, save, profile, health, auto-repair, stats, tune… | 3 stars | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.