Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 101 | 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 | |
| 102 | 92.193 | hannesrudolph-sqlite-explorermcp · database | Secure, read-only access to query and analyze SQLite databases. | 107 stars · 28 forks | No one-command install · Source | |
| 103 | 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 | |
| 104 | 91.962 | lean-memorymcp · database | Embedded, local-first agent memory: facts extracted into a per-namespace SQLite file (vec0 + FTS5) with hybrid retrieval and point-in-time… | 47 stars · 44 forks | No one-command install · Source | |
| 105 | 91.924 | sirmews-apple-notes-mcpmcp · database | Access and search local Apple Notes databases. | 131 stars · 17 forks | No one-command install · Source | |
| 106 | 91.696 | jparkerweb-mcp-sqlitemcp · database | Model Context Protocol (MCP) server that provides comprehensive SQLite database interaction capabilities. | 127 stars · 16 forks | No one-command install · Source | |
| 107 | 91.633 | kuzumcp · database | Bridge to Kuzu graph databases. Enables LLMs to inspect database schemas and execute queries. | 42 stars · 42 forks | No one-command install · Source | |
| 108 | 91.607 | legion-databasemcp · database | Enables natural language querying and management of multiple database types (PostgreSQL, MySQL, SQL Server, BigQuery) for data analysis, business… | 94 stars · 27 forks | No one-command install · Source | |
| 109 | 91.416 | rashidazarang-airtablemcp · database | Integrates with Airtable to enable database operations like listing bases, browsing tables, and performing CRUD operations on records directly within… | 88 stars · 28 forks | No one-command install · Source | |
| 110 | 91.336 | neo4j-gdsmcp · database | Enables LLMs to run complex graph algorithms on Neo4j databases, answering graph-related questions by selecting and executing appropriate… | 96 stars · 22 forks | No one-command install · Source | |
| 111 | 91.282 | deusxmachina-dev-memorylanemcp · database | Desktop app that captures screen activity via event-driven screenshots, stores AI-generated summaries and OCR text locally in SQLite, and exposes your… | 123 stars · 14 forks | No one-command install · Source | |
| 112 | 91.269 | aivectormemorymcp · database | MCP server that provides cross-session persistent memory for AI coding assistants using local vector database and semantic search, enabling automatic… | 91 stars · 24 forks | No one-command install · Source | |
| 113 | 91.135 | metabase-mcpmcp · database | Enables AI assistants to interact with Metabase for querying databases, executing SQL, managing dashboards, and automating analytics workflows. | 73 stars · 32 forks | No one-command install · Source | |
| 114 | 91.087 | philschmid-gemini-api-docsmcp · database | Automatically scrapes and indexes Google Gemini API documentation from ai.google.dev into a local SQLite database with FTS5 search capabilities… | 101 stars · 17 forks | No one-command install · Source | |
| 115 | 91.051 | keboolamcp · database | An open-source bridge between your Keboola project and modern AI tools. It turns Keboola features - like storage access, SQL transformations, and job… | 86 stars · 24 forks | No one-command install · Source | |
| 116 | 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 | |
| 117 | 90.799 | easecloudio-metabasemcp · database | Integrates with Metabase business intelligence platform to provide dashboard management, query execution, database connectivity with SQL capabilities… | 81 stars · 24 forks | No one-command install · Source | |
| 118 | 90.797 | wiseman-osmmcp · database | Provides direct access to OpenStreetMap geospatial data through SQL queries, enabling location-based analysis and extraction of structured information… | 87 stars · 20 forks | No one-command install · Source | |
| 119 | 90.784 | tiger-cli-mcp-servermcp · database | Enables AI assistants to manage and query Tiger Cloud database services, including service lifecycle operations, database connections, and SQL… | 119 stars · 12 forks | No one-command install · Source | |
| 120 | 90.670 | dmcxblue-claude-c2mcp · database | Command and control framework that enables secure remote system administration through a Python server and PowerShell client, maintaining task… | 95 stars · 16 forks | No one-command install · Source | |
| 121 | 90.661 | nahmanmate-postgresql-database-managermcp · database | Integrates with PostgreSQL to provide database analysis, optimization, and troubleshooting tools for streamlined management and performance tuning. | 23 stars · 44 forks | No one-command install · Source | |
| 122 | 90.633 | davehenke-rekordboxmcp · database | Integrates with rekordbox DJ software databases through real-time SQLite connections, enabling track searching with BPM/key/genre filters, playlist… | 94 stars · 16 forks | No one-command install · Source | |
| 123 | 90.621 | spences10-libsql-memorymcp · database | Provides a LibSQL-based persistent memory database for storing and retrieving knowledge graph entities and relations across conversations. | 88 stars · 18 forks | No one-command install · Source | |
| 124 | 90.489 | hainrixz-auto-crmmcp · database | Self-customizing open-source CRM with AI-powered pipeline analysis running on local SQLite. | 75 stars · 25 forks | No one-command install · Source | |
| 125 | 90.408 | skanga-database-querymcp · database | Provides direct database access and querying capabilities across H2, PostgreSQL, MySQL, Oracle, SQL Server, Snowflake, and BigQuery with connection… | 97 stars · 14 forks | No one-command install · Source | |
| 126 | 90.332 | wenb1n-dev-smartdb-mcpmcp · database | A universal database MCP server supporting simultaneous connections to multiple databases. It provides tools for database operations, health analysis… | 80 stars · 19 forks | No one-command install · Source | |
| 127 | 90.195 | alex-komyagin-lancedbmcp · database | Integrates with LanceDB to enable natural language querying, insertion, and management of vector data for efficient similarity search and semantic… | 78 stars · 19 forks | No one-command install · Source | |
| 128 | 90.116 | couchbase-ecosystemmcp · database | Connect to Couchbase clusters for document management, SQL++ queries, and performance analytics | 34 stars · 33 forks | No one-command install · Source | |
| 129 | 90.026 | jexinsam-mssql-database-managermcp · database | Enables secure interactions with Microsoft SQL Server databases for automated data analysis, dynamic reporting, and intelligent database management. | 58 stars · 28 forks | No one-command install · Source | |
| 130 | 89.940 | donghao1393-dbutilsmcp · database | DButils is an all-in-one MCP service that enables your AI to do data analysis by accessing versatile types of database (sqlite, mysql, postgres, and… | 90 stars · 13 forks | No one-command install · Source | |
| 131 | 89.897 | pinecone-vector-databasemcp · database | Develop with Pinecone, the vector database built for knowledgeable AI. | 71 stars · 21 forks | No one-command install · Source | |
| 132 | 89.842 | qdrant-loader-mcp-servermcp · database | Enables AI development tools to perform semantic search and document relationship analysis on vectorized content stored in Qdrant databases. | 51 stars · 28 forks | No one-command install · Source | |
| 133 | 89.835 | wikijsmcp · database | Integrates with Wiki.js documentation platform through GraphQL API to create, update, search, and organize wiki pages while maintaining bidirectional… | 44 stars · 29 forks | No one-command install · Source | |
| 134 | 89.732 | sdiehl-sympymcp · database | Provides a stateful symbolic mathematics engine for precise algebraic operations, calculus, vector analysis, tensor calculations, and differential… | 85 stars · 13 forks | No one-command install · Source | |
| 135 | 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 | |
| 136 | 89.698 | sanity-io-sanity-cmsmcp · database | Integrates with Sanity CMS to enable direct content creation, querying, and management through specialized tools for documents, datasets, schemas… | 71 stars · 19 forks | No one-command install · Source | |
| 137 | 89.647 | hatri-hana-cloud-ml-bridgemcp · database | Bridges SAP HANA Cloud databases with machine learning operations through a three-layer architecture that enables model management, execution… | 64 stars · 25 forks | No one-command install · Source | |
| 138 | 89.532 | z80-cryo-blockchainmcp · database | Provides a powerful Ethereum blockchain data extraction and analysis interface using Cryo and DuckDB, enabling efficient SQL-based querying of… | 91 stars · 11 forks | No one-command install · Source | |
| 139 | 89.352 | flutter-documentationmcp · database | Provides real-time access to Flutter, Dart, and pub.dev documentation through on-demand web scraping with SQLite caching, enabling current API… | 73 stars · 15 forks | No one-command install · Source | |
| 140 | 89.269 | arman-kudaibergenov-bsl-atlasmcp · database | Provides structural and semantic code search across 1C/BSL enterprise codebases with call graph analysis, metadata inspection, and vector-powered… | 77 stars · 13 forks | No one-command install · Source | |
| 141 | 89.231 | quick-mcp-examplemcp · database | Demonstrates an MCP server with tools, resources, and prompts for a knowledgebase chatbot that queries a ChromaDB vector database for RAG responses. | 62 stars · 22 forks | No one-command install · Source | |
| 142 | 89.023 | zhwt-go-mcp-mysqlmcp · database | Easy to use, zero dependency MySQL MCP server built with Golang with configurable readonly mode and schema inspection. | 65 stars · 17 forks | No one-command install · Source | |
| 143 | 88.921 | slingdata-slingmcp · database | Data integration tool for querying databases, running data pipelines, and managing replications across 30+ systems | 72 stars · 13 forks | No one-command install · Source | |
| 144 | 88.838 | datawiz168-snowflakemcp · database | Integration with Snowflake databases, enabling execution of SQL queries and analysis of enterprise data. | 45 stars · 25 forks | No one-command install · Source | |
| 145 | 88.799 | adxmcp · database | Integrates with Azure Data Explorer to enable executing KQL queries, discovering database resources, exploring table schemas, and sampling data for… | 57 stars · 23 forks | No one-command install · Source | |
| 146 | 88.650 | automemmcp · database | Graph-vector memory service for AI assistants using FalkorDB and Qdrant. | 64 stars · 15 forks | No one-command install · Source | |
| 147 | 88.517 | mhalder-qdrantmcp · database | Provides semantic search capabilities using a local Qdrant vector database and OpenAI embeddings for building private knowledge bases and document… | 37 stars · 25 forks | No one-command install · Source | |
| 148 | 88.475 | agentic-ops-real-estatemcp · database | Provides mock real estate data management with property listings, agent profiles, client databases, and market analytics for Riverside, California… | 56 stars · 20 forks | No one-command install · Source | |
| 149 | 88.471 | rileylemm-graphragmcp · database | Combines Neo4j graph database and Qdrant vector database for powerful document search with semantic relevance and structural context expansion through… | 64 stars · 14 forks | No one-command install · Source | |
| 150 | 88.465 | dpflucas-mysql-database-explorermcp · database | Provides secure, read-only access to MySQL databases for exploring schemas and executing SELECT queries with built-in safeguards against SQL… | 72 stars · 11 forks | No one-command install · Source | |
| 151 | 88.441 | robdodson-ollama-postgresqlmcp · database | Integrates natural language querying with PostgreSQL databases to enable AI-interpreted data analysis without manual SQL writing. | 62 stars · 15 forks | No one-command install · Source | |
| 152 | 88.380 | operational-ontologymcp · database | Reference implementation of the Operational Ontology pattern: MCP tools are generated from a typed business domain model (objects, links, actions)… | 75 stars · 10 forks | No one-command install · Source | |
| 152 | 88.380 | kdqed-zaturnmcp · database | Connects to multiple database types to enable SQL querying with visualization capabilities while keeping data in its original location | 75 stars · 10 forks | No one-command install · Source | |
| 154 | 88.375 | memory-vaultmcp · database | Self-hosted AI memory layer with hybrid semantic and keyword search, backed by Postgres and pgvector. | 63 stars · 14 forks | No one-command install · Source | |
| 155 | 88.369 | cdeust-cortexmcp · database | Persistent memory for Claude Code grounded in computational neuroscience (41 cited papers). Thermodynamic decay, hippocampal-cortical consolidation… | 71 stars · 11 forks | No one-command install · Source | |
| 156 | 88.279 | alibabacloud-rdsmcp · database | Provides a bridge to Alibaba Cloud's Relational Database Service (RDS) for managing database instances, monitoring performance, and configuring… | 54 stars · 20 forks | No one-command install · Source | |
| 157 | 87.991 | upstash-redismcp · database | Integrates with Upstash's Developer APIs to enable natural language management of Redis databases. | 61 stars · 13 forks | No one-command install · Source | |
| 158 | 87.971 | alibaba-cloud-adb-mysqlmcp · database | Connects to Alibaba Cloud's Adb MySQL databases for executing SQL queries, analyzing query plans, and retrieving database metadata with minimal… | 32 stars · 24 forks | No one-command install · Source | |
| 159 | 87.869 | legal-mcpmcp · database | Enables AI assistants to search and analyze German legal texts using vector embeddings and semantic search. | 90 stars · 7 forks | No one-command install · Source | |
| 160 | 87.788 | mcp-openmemorymcp · database | Enables Claude to remember conversations and learn over time by storing and recalling messages, memory abstracts, and recent history using a local… | 72 stars · 9 forks | No one-command install · Source | |
| 161 | 87.718 | lsd-so-lsdmcp · database | Enables querqying and analyzing web content using LSD SQL, a DSL for extracting structured data from websites in real-time. | 66 stars · 10 forks | No one-command install · Source | |
| 162 | 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 | |
| 163 | 87.567 | jasondsmith72-connectwise-manage-apimcp · database | Bridges Claude with the ConnectWise Manage API through a SQLite database built from API definitions, enabling natural language search, categorized… | 18 stars · 27 forks | No one-command install · Source | |
| 164 | 87.538 | aitytech-memorymcp · database | Provides persistent memory capabilities for coding assistants by automatically capturing tool usage, decisions, and patterns across sessions in a… | 64 stars · 10 forks | No one-command install · Source | |
| 165 | 87.482 | apache-iotdbmcp · database | Connects to Apache IoTDB time-series databases for executing queries, listing tables, and describing schemas through a secure Python-based interface. | 39 stars · 21 forks | No one-command install · Source | |
| 166 | 87.358 | srclight-srclightmcp · database | Deep code indexing MCP server with SQLite FTS5, tree-sitter, and embeddings. 29 tools for symbol search, call graphs, git intelligence, and hybrid… | 57 stars · 12 forks | No one-command install · Source | |
| 167 | 87.340 | n24q02m-code-review-graphmcp · database | Knowledge graph for token-efficient code reviews with fixed search, configurable embeddings, and qualified call resolution. | 66 stars · 9 forks | No one-command install · Source | |
| 168 | 87.160 | pylegifrance-legifrancemcp · database | Provides access to French legal documents and legislation from the Legifrance database for legal research, compliance work, and understanding… | 64 stars · 9 forks | No one-command install · Source | |
| 169 | 87.159 | aravindev-inkscapemcp · database | Controls Inkscape vector graphics editor via D-Bus and CLI with tools for file conversion, path operations, image analysis, and gradient manipulation. | 70 stars · 8 forks | No one-command install · Source | |
| 170 | 87.038 | mcp-vector-searchmcp · database | A CLI-first semantic code search tool with MCP integration for AI assistants, enabling semantic search, AST-aware parsing, and code analysis across 13… | 56 stars · 11 forks | No one-command install · Source | |
| 171 | 87.037 | da-okazaki-neo4jmcp · database | Integrates with Neo4j graph databases to enable natural language querying, node creation, and complex graph operations for knowledge exploration and… | 59 stars · 10 forks | No one-command install · Source | |
| 172 | 87.032 | dynoxidemcp · database | A DynamoDB-compatible database engine (Rust, SQLite-backed) whose MCP server exposes 34 DynamoDB tools: tables, items, query/scan, batch… | 85 stars · 6 forks | No one-command install · Source | |
| 173 | 86.979 | jeanibarz-knowledge-base-retrievalmcp · database | Integrates with knowledge bases to enable efficient content retrieval and vectorization for question answering and information retrieval tasks | 53 stars · 12 forks | No one-command install · Source | |
| 174 | 86.924 | regibyte-todo-listmcp · database | Provides a SQLite-based todo list API for creating, reading, updating, and deleting tasks, suitable for basic task management applications. | 47 stars · 16 forks | No one-command install · Source | |
| 175 | 86.879 | joshuarileydev-supabasemcp · database | Control Supabase projects and organizations. | 52 stars · 12 forks | No one-command install · Source | |
| 176 | 86.858 | kentaroajisaka-japanese-labor-lawmcp · database | Retrieves Japanese labor and social insurance laws, MHLW administrative notices, and JAISH safety regulations from government databases. | 61 stars · 9 forks | No one-command install · Source | |
| 177 | 86.751 | idoru-influxdbmcp · database | Connects to InfluxDB time-series databases for querying measurements, writing data, and managing buckets through a bridge that exposes database… | 44 stars · 18 forks | No one-command install · Source | |
| 178 | 86.718 | sdimitrov-memory-postgresqlmcp · database | Provides long-term memory capabilities using PostgreSQL with pgvector for efficient semantic search across stored memories, enabling tagging… | 64 stars · 8 forks | No one-command install · Source | |
| 179 | 86.337 | alizdavoodi-mcpdocsearchmcp · database | Crawls websites to generate searchable Markdown documentation with vector embeddings for semantic search capabilities beyond training cutoffs | 42 stars · 17 forks | No one-command install · Source | |
| 180 | 86.300 | postgres-advancedmcp · database | Provides full read-write PostgreSQL database access with transaction management, connection pooling, and safety features that require explicit commit… | 25 stars · 20 forks | No one-command install · Source | |
| 181 | 86.224 | emiryasar-sqlite-storagemcp · database | Provides a lightweight SQLite-based storage solution, supporting basic CRUD operations for small to medium-scale projects. | 39 stars · 18 forks | No one-command install · Source | |
| 182 | 86.064 | io-github-unmateria-msaccess-databasemcp · database | Gives AI assistants full control over Microsoft Access databases, enabling creation and management of forms, VBA, tables, queries, and more through… | 50 stars · 10 forks | No one-command install · Source | |
| 183 | 85.988 | rampmcp · database | Provides a bridge to Ramp's Developer API, enabling financial data analysis through an ephemeral SQLite database that loads corporate transactions… | 34 stars · 18 forks | No one-command install · Source | |
| 184 | 85.960 | augmented-nature-pubchemmcp · database | Integrates with PubChem chemical database to provide compound search, structure analysis, property calculation, bioassay data, safety information, and… | 47 stars · 11 forks | No one-command install · Source | |
| 185 | 85.941 | aivenmcp · database | Provides direct access to Aiven's cloud database and messaging services, enabling management of PostgreSQL, Kafka, ClickHouse, Valkey, and OpenSearch… | 26 stars · 19 forks | No one-command install · Source | |
| 186 | 85.914 | lishenxydlgzs-aws-athenamcp · database | Integrates with AWS SDK to execute SQL queries against Athena databases, enabling large-scale data analysis and business intelligence for AWS data… | 41 stars · 15 forks | No one-command install · Source | |
| 187 | 85.912 | szeider-dblpmcp · database | Integrates with the DBLP computer science bibliography database to enable searching publications, processing citations, generating BibTeX entries, and… | 45 stars · 12 forks | No one-command install · Source | |
| 188 | 85.846 | falkordb-graphmcp · database | Enables natural language querying of graph databases by translating requests into FalkorDB queries for analyzing relationships in knowledge graphs… | 39 stars · 17 forks | No one-command install · Source | |
| 189 | 85.815 | ichigo3766-stable-diffusionmcp · database | Integrates with Stable Diffusion WebUI to provide text-to-image generation with extensive parameter control and metadata embedding | 43 stars · 13 forks | No one-command install · Source | |
| 190 | 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 | |
| 191 | 85.514 | aliyun-hologresmcp · database | Connects AI systems to Alibaba Cloud's Hologres databases for SQL execution, metadata retrieval, and statistics collection, enabling seamless data… | 34 stars · 17 forks | No one-command install · Source | |
| 192 | 85.405 | singlestore-labs-singlestoremcp · database | Enables natural language interactions with SingleStore databases for executing SQL queries, managing workspaces, creating virtual environments, and… | 32 stars · 17 forks | No one-command install · Source | |
| 193 | 85.383 | inkscape-mcpmcp · database | Enables AI agents to control Inkscape for vector graphics editing via MCP tools. | 45 stars · 10 forks | No one-command install · Source | |
| 194 | 85.282 | vector-goodnewsmcp · database | Filters and ranks news articles from NewsAPI based on positive sentiment, delivering uplifting headlines amid potentially negative media cycles. | 47 stars · 9 forks | No one-command install · Source | |
| 195 | 85.259 | navisbio-aact-clinical-trialsmcp · database | Integrates with the AACT clinical trials database, enabling querying and analysis of large-scale trial data for research and healthcare applications. | 19 stars · 19 forks | No one-command install · Source | |
| 196 | 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 | |
| 197 | 85.092 | karaage0703-notion-markdownmcp · database | Integrates with Notion to provide simplified access to workspace content through Markdown conversion for easy retrieval and manipulation of databases… | 49 stars · 8 forks | No one-command install · Source | |
| 198 | 84.822 | postgresqlmcp · database | Provides direct PostgreSQL database access through natural language SQL querying with read-only transaction safety, schema introspection, and… | 31 stars · 16 forks | No one-command install · Source | |
| 199 | 84.751 | campusx-expense-trackermcp · database | Tracks personal expenses through SQLite database with 20 predefined categories, enabling expense recording, date-range filtering, and spending… | 23 stars · 17 forks | No one-command install · Source | |
| 200 | 84.505 | dbtrailmcp · database | Track MySQL database changes with row-level recovery, forensic attribution, and compliance reporting. | 48 stars · 7 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.