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 | 22.557 | hummusonrails-couchbasemcp · database | Enables natural language querying of Couchbase databases through SQL++ execution with built-in authentication, connection management, and error… | 1 star | No one-command install · Source | |
| 2 | 22.557 | contact-authoritiesmcp · database | Enables AI systems to log emergency contact events with rate limiting and persistent storage using Supabase for reporting suspicious activities… | 1 star | No one-command install · Source | |
| 3 | 22.557 | adamosk-mysqlmcp · database | Provides secure MySQL database access with multi-database support, configurable security levels from read-only to full SQL access, and hot-reloadable… | 1 star | No one-command install · Source | |
| 4 | 22.557 | postgresql-github-oauthmcp · database | Provides secure PostgreSQL database operations with GitHub OAuth authentication, role-based access control, and comprehensive security measures… | 1 star | No one-command install · Source | |
| 5 | 22.557 | kalvisan-guardianmcp · database | Proactively scans project dependencies for security vulnerabilities using the OSV database with configurable severity filtering, automated detection… | 1 star | No one-command install · Source | |
| 6 | 22.557 | udaykumar-dhokia-postgresqlmcp · database | Provides direct PostgreSQL database interaction with table creation, schema inspection, and SQL query execution through API key authentication. | 1 star | No one-command install · Source | |
| 7 | 22.557 | edutechenterprises2023-ops-kali-toolsmcp · database | Provides containerized access to Kali Linux penetration testing tools including nmap, sqlmap, metasploit-framework, gobuster, nikto, and hydra for… | 1 star | No one-command install · Source | |
| 8 | 22.557 | luigisaetta-oracle-vector-storemcp · database | Integrates with Oracle Vector Store databases to enable semantic search over document collections using vector embeddings, with enterprise-grade JWT… | 1 star | No one-command install · Source | |
| 9 | 22.557 | strut-stack-sqlmcp · database | Token-efficient MCP server for MySQL, PostgreSQL, and SQLite written in Rust, providing SQL query execution and analysis tools with strong security… | 1 star | No one-command install · Source | |
| 10 | 22.557 | thoth-mcpmcp · database | A security-first, read-only MCP server for AI assistants to safely query MySQL, PostgreSQL, and Redis with layered safety checks. | 1 star | No one-command install · Source | |
| 11 | 22.557 | pmi-mcp-servermcp · database | MCP server that exposes a single tool to execute SQL queries directly against Microsoft SQL Server via pyodbc, returning result sets as JSON. It… | 1 star | No one-command install · Source | |
| 12 | 22.557 | agent-ebpf-mcpmcp · database | Enables AI agents to inspect and manage Linux kernel-level eBPF security policies, including real-time status monitoring, policy retrieval, dynamic… | 1 star | No one-command install · Source | |
| 13 | 22.557 | bch1212-queryshieldmcp · database | Secure SQL proxy for AI agents with natural language to SQL translation, AST safety checks, per-agent row-level security, and audit logging. | 1 star | No one-command install · Source | |
| 14 | 23.374 | dennismartis-sqlmcp · database | Provides a bridge to Microsoft SQL Server databases for executing queries, exploring schemas, and managing data through natural language interaction… | 1 fork | No one-command install · Source | |
| 15 | 23.374 | oschwald-maxminddbmcp · database | Provides geolocation and network intelligence through MaxMind databases with IP lookup, network range iteration with advanced filtering operators, and… | 1 fork | No one-command install · Source | |
| 16 | 29.013 | t3ta-sql-tunnelmcp · database | Enables secure access to MySQL databases through SSH tunnels with configurable authentication via username/password or SSH keys | 1 star · 1 fork | No one-command install · Source | |
| 17 | 29.013 | ytzlax-firebase-realtime-databasemcp · database | Integrates with Firebase Realtime Database using Admin SDK authentication to enable querying documents by field filters, listing collections, and… | 1 star · 1 fork | No one-command install · Source | |
| 18 | 29.013 | netwrix-access-analyzermcp · database | Enables security administrators to analyze file system permissions, identify excessive access rights, and detect shadow access paths in enterprise… | 1 star · 1 fork | No one-command install · Source | |
| 19 | 29.013 | cyanheads-nist-nvdmcp · database | Search and audit NIST National Vulnerability Database CVEs by keyword, severity, CWE, CISA KEV status, and CPE. | 1 star · 1 fork | No one-command install · Source | |
| 20 | 32.223 | securechaindev-secure-chainmcp · database | Integrates with vulnerability databases and dependency graphs to provide software supply chain security assessment through package status checking… | 2 stars | No one-command install · Source | |
| 21 | 32.223 | vibecheckmcp · database | Agent-native "safe to ship?" security gate for AI-generated code. Uses real parsers and inter-rocedural taint analysis (JS/TS, Python, Go) to flag the… | 2 stars | No one-command install · Source | |
| 22 | 35.443 | mcp-server-railway-startermcp · database | A starter template for deploying a remote MCP server with OAuth 2.1 authorization, dynamic client registration, and a PostgreSQL database. Includes… | 2 forks | No one-command install · Source | |
| 23 | 38.066 | appmcpmcp · database | AppMCP enables AI agents to build and publish self-contained HTML apps that query live data via a secure, read-only SQL proxy, with Azure AD… | 2 stars · 1 fork | No one-command install · Source | |
| 24 | 38.412 | open-db-mcpmcp · database | A multi-database MCP server that enables LLM agents to safely access MySQL, Oracle, DM, PostgreSQL, and SQLite databases with security features like… | 3 stars | No one-command install · Source | |
| 25 | 38.412 | mcp-mrtr-devops-demomcp · database | Enables stateless human-in-the-loop DevOps automation, demonstrating MCP SEP-2322 multi-round trip requests for emergency database migration… | 3 stars | No one-command install · Source | |
| 26 | 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 | |
| 27 | 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 | |
| 28 | 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 | |
| 29 | 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 | |
| 30 | 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 | |
| 31 | 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 | |
| 32 | 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 | |
| 33 | 46.654 | mcp-server-postgresmcp · database | Provides a secure, schema-aware PostgreSQL database agent for LLMs, enabling natural language queries and validated SQL execution with strong security… | 5 stars | No one-command install · Source | |
| 34 | 46.654 | nraintd-kali-linuxmcp · database | Access to Kali Linux penetration testing tools including nmap, nikto, sqlmap, and hydra. | 5 stars | No one-command install · Source | |
| 35 | 46.654 | bettyguo-postgresmcp · database | Security-hardened read-only PostgreSQL MCP server with AST-based SQL guard using pglast, per-transaction safety envelope, and JSON-Lines audit… | 5 stars | No one-command install · Source | |
| 36 | 47.273 | ranjeet-floyd-informix-dbmcp · database | Provides secure database operations for IBM Informix databases with configurable read-only and full SQL access modes, connection pooling, and built-in… | 3 stars · 2 forks | No one-command install · Source | |
| 37 | 47.273 | mysqlmcpmcp · database | A high-performance MySQL database MCP server providing 29 professional tools for data operations, schema management, bulk operations, backup… | 3 stars · 2 forks | No one-command install · Source | |
| 38 | 47.273 | mcp-sqlservermcp · database | A powerful MCP server for Microsoft SQL Server that connects AI assistants directly to your SQL Server databases with enterprise-grade security… | 3 stars · 2 forks | No one-command install · Source | |
| 39 | 49.325 | cwe-search-mcpmcp · database | Enables querying MITRE's Common Weakness Enumeration database for vulnerability information, supporting CWE lookup, search, taxonomy navigation, and… | 6 stars | No one-command install · Source | |
| 40 | 52.498 | wannanbigpig-dbmcp · database | Provides secure database connectivity for MySQL, Redis, and MongoDB with configurable security modes, connection pooling, and comprehensive error… | 5 stars · 1 fork | No one-command install · Source | |
| 41 | 52.498 | db-mcpmcp · database | A secure MCP server for connecting AI assistants to MySQL, Redis, and MongoDB with preconfigured connections, runtime protections, and graded security… | 5 stars · 1 fork | No one-command install · Source | |
| 42 | 53.985 | tristanlib-mysql-windowsmcp · database | Integrates with MySQL databases on Windows systems, providing an API for executing SQL queries and retrieving results with user authentication and… | 4 stars · 3 forks | No one-command install · Source | |
| 43 | 54.833 | dbeastmcp · database | DBeast MCP is a robust, security-first Model Context Protocol server designed to empower AI coding assistants (like Claude Desktop) with deep… | 9 stars | No one-command install · Source | |
| 44 | 55.168 | knight0zh-mssqlmcp · database | Enables robust SQL query execution and database connection management for Microsoft SQL Server with comprehensive error handling and security… | 6 stars · 1 fork | No one-command install · Source | |
| 45 | 55.515 | kingbase-mcp-servermcp · database | A Cursor-integrated MCP server for Kingbase (人大金仓) databases, enabling schema queries, document generation, and SQL execution with configurable… | 5 stars · 2 forks | No one-command install · Source | |
| 46 | 55.515 | wunrry-universal-sqlmcp · database | Provides secure access to multiple SQL database engines (MySQL, PostgreSQL, SQLite, SQL Server) through a unified interface with controlled read/write… | 5 stars · 2 forks | No one-command install · Source | |
| 47 | 57.245 | cyberroute-exploitdbmcp · database | Provides direct access to the Exploit-DB database through the searchsploit command-line tool for security research and penetration testing. | 7 stars · 1 fork | No one-command install · Source | |
| 48 | 57.245 | cyberillo-kali-linuxmcp · database | Exposes 21 Kali Linux offensive security tools including Nmap, SQLMap, Metasploit, and password crackers via Docker. | 7 stars · 1 fork | No one-command install · Source | |
| 49 | 58.185 | x746b-mac-forensicsmcp · database | Integrates with macOS forensic tools like FSEParser and unifiedlog_iterator to parse system artifacts, correlate timeline events, and detect security… | 6 stars · 2 forks | No one-command install · Source | |
| 50 | 58.185 | florentinemcp · database | Natural language interface for MongoDB databases with vector search and multi-tenant security | 6 stars · 2 forks | No one-command install · Source | |
| 51 | 58.185 | abhirockzz-cosmosdb-gomcp · database | Enables natural language interaction with Azure Cosmos DB for querying, creating, and managing databases, containers, and items through Go-based tools… | 6 stars · 2 forks | No one-command install · Source | |
| 52 | 58.185 | egarcia74-sql-servermcp · database | Integrates with Microsoft SQL Server databases to provide query execution, schema exploration, and data retrieval capabilities with support for both… | 6 stars · 2 forks | No one-command install · Source | |
| 53 | 60.262 | gkhays-nvdmcp · database | Provides direct access to the National Vulnerability Database (NVD) for retrieving detailed CVE information including descriptions, severity ratings… | 7 stars · 2 forks | No one-command install · Source | |
| 54 | 60.262 | mohdhaji87-sqlmapmcp · database | Exposes SQLMap's SQL injection testing capabilities through 12 tools for vulnerability scanning, database enumeration, data extraction, and system… | 7 stars · 2 forks | No one-command install · Source | |
| 55 | 60.262 | mistersandfr-supabase-selfhostedmcp · database | Integrates with Supabase instances through dual client API and direct PostgreSQL connections to enable database operations, user management, schema… | 7 stars · 2 forks | No one-command install · Source | |
| 56 | 60.262 | adriyansyah-mf-pentestmcp · database | Orchestrates penetration testing workflows through Nmap, Nuclei, Nikto, SQLMap, and Metasploit integration with automated reconnaissance… | 7 stars · 2 forks | No one-command install · Source | |
| 57 | 60.262 | kevin-weitgenant-linkedin-posts-huntermcp · database | Automates LinkedIn job post discovery and tracking through browser automation with persistent authentication, local SQLite storage, and a React… | 7 stars · 2 forks | No one-command install · Source | |
| 58 | 61.891 | thales-ciphertrust-data-security-platform-cakm-mcp-servermcp · database | Enables AI assistants to manage database encryption key operations and Transparent Data Encryption (TDE) for SQL Server and Oracle databases via… | 3 stars · 5 forks | No one-command install · Source | |
| 59 | 62.111 | ch1nhpd-pentest-toolsmcp · database | Enables AI to perform comprehensive penetration testing and security assessments on web applications and networks using tools like Nmap, SQLMap, and… | 7 stars · 3 forks | No one-command install · Source | |
| 60 | 63.155 | neverinfamous-dbmcp · database | Provides secure database access across SQLite, PostgreSQL, MySQL, MongoDB, Redis, and SQL Server with OAuth 2.0 authentication and granular… | 11 stars · 1 fork | No one-command install · Source | |
| 61 | 63.896 | yezere-codeql-n1ghtmcp · database | Integrates with CodeQL N1ght tool to provide automated Java application security analysis through environment setup, database creation from… | 8 stars · 3 forks | No one-command install · Source | |
| 62 | 63.896 | ecosyste-msmcp · database | Queries package ecosystem data from ecosyste.ms across 30+ ecosystems including npm, PyPI, Maven, and Cargo, combining local SQLite database for fast… | 8 stars · 3 forks | No one-command install · Source | |
| 63 | 65.223 | medsaad-mysql-db-navigatormcp · database | Enables direct access to MySQL/MariaDB databases for querying, schema exploration, and database management with comprehensive security measures… | 8 stars · 4 forks | No one-command install · Source | |
| 64 | 66.528 | mopanc-depguardmcp · database | Pre-install guardian for npm packages with static code analysis, supply-chain attack detection, vulnerability audit (npm + GitHub Advisory Database)… | 15 stars · 1 fork | No one-command install · Source | |
| 65 | 66.871 | firetix-vulnerability-intelligencemcp · database | Provides security professionals with comprehensive vulnerability intelligence tools for CVE lookup, CVSS calculation, exploit checking, and timeline… | 9 stars · 4 forks | No one-command install · Source | |
| 66 | 67.151 | leixiaotian1-postgresqlmcp · database | Enables direct PostgreSQL database interaction with tools for executing SQL queries, creating tables, and listing database schema, featuring security… | 12 stars · 2 forks | No one-command install · Source | |
| 67 | 69.986 | deploya-labs-supabasemcp · database | Integrates with Supabase databases to enable SQL query execution, database management, and user authentication operations with configurable read-only… | 10 stars · 6 forks | No one-command install · Source | |
| 68 | 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 | |
| 69 | 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 | |
| 70 | 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 | |
| 71 | 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 | |
| 72 | 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 | |
| 73 | 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 | |
| 74 | 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 | |
| 75 | 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 | |
| 76 | 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 | |
| 77 | 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 | |
| 78 | 78.612 | 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 | |
| 79 | 78.896 | 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 | |
| 80 | 79.156 | 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 | |
| 81 | 79.664 | 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 | |
| 82 | 81.008 | 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 | |
| 83 | 82.853 | 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 | |
| 84 | 83.134 | 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 | |
| 85 | 85.101 | bugbountymcp · database | Integrates 90+ security tools including Nuclei, Subfinder, Nmap, SQLMap, and OSINT platforms like Shodan and VirusTotal to provide comprehensive bug… | 41 stars · 11 forks | No one-command install · Source | |
| 86 | 85.697 | lyuboslavlyubenov-soloditmcp · database | Integrates with Solodit's vulnerability database to search smart contract security audit findings and retrieve detailed vulnerability reports… | 42 stars · 13 forks | No one-command install · Source | |
| 87 | 87.672 | bintocher-supersetmcp · database | Comprehensive Apache Superset integration with 128+ tools for dashboards, charts, datasets, SQL Lab, security management, and access control… | 56 stars · 14 forks | No one-command install · Source | |
| 88 | 89.714 | purodelphi-firebirdmcp · database | Enables secure access to Firebird SQL databases through natural language, supporting table listing, schema descriptions, query execution, and field… | 64 stars · 26 forks | No one-command install · Source | |
| 89 | 90.932 | zacarx-java-sink-tracermcp · database | Analyzes Java applications for security vulnerabilities by tracing data flow through parsed code to identify potential SQL injection, XSS, and other… | 117 stars · 13 forks | No one-command install · Source | |
| 90 | 92.138 | ibm-imcp · database | Provides direct access to IBM i (AS/400) systems through SQL-based tools and database operations with security validation, connection pooling, and… | 82 stars · 38 forks | No one-command install · Source | |
| 91 | 92.226 | vectorize-iomcp · database | Bridges Claude with Vectorize.io's vector database services for advanced document retrieval, text extraction, and research capabilities through… | 112 stars · 26 forks | No one-command install · Source | |
| 92 | 92.524 | 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 | |
| 93 | 93.509 | 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 | |
| 94 | 94.371 | 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 | |
| 95 | 96.708 | 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 | |
| 96 | 96.736 | 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 | |
| 97 | 97.159 | 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 | |
| 98 | 98.045 | 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 | |
| 99 | Unranked | supabase-user-mcpmcp · database | Enables AI agents to interact with application data as a specific user or agent while enforcing PostgreSQL Row Level Security, providing bounded tools… | No signals yet | No one-command install · Source | |
| 100 | Unranked | nsf-awardsmcp · database | Enables querying the National Science Foundation award database without authentication. | No signals yet | 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.