Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2101 | Unranked | expense-tracker-mcp-2mcp · database | MCP server for tracking expenses with local SQLite storage. Provides tools to add, list, and summarize expenses by category. | No signals yet | No one-command install · Source | |
| 2102 | Unranked | skill-router-mcpmcp · database | Routes SKILL.md libraries to any MCP client, enabling task matching and skill loading with embedding-based scoring, keyword fallback, and… | No signals yet | No one-command install · Source | |
| 2103 | Unranked | sqlite-database-mcp-server-with-google-oauthmcp · database | Enables AI assistants to perform CRUD operations on a SQLite database, with all tools protected by Google OAuth 2.0 authentication. | No signals yet | No one-command install · Source | |
| 2104 | Unranked | agente-mcp-streamlit-ecommercemcp · database | Enables natural-language querying of an e-commerce dataset by providing a LangChain agent that uses tools to execute parameterized SQL queries on a… | No signals yet | No one-command install · Source | |
| 2105 | Unranked | taskmcpmcp · database | A personal task management MCP server that allows LLM clients to create, read, update, and delete tasks with projects, labels, and comments, using a… | No signals yet | No one-command install · Source | |
| 2106 | Unranked | brain2mcp · database | A database-first personal knowledge management system powered by a local MCP server, providing 29 tools to manage and search structured knowledge… | No signals yet | No one-command install · Source | |
| 2107 | Unranked | fallbrief-mcpmcp · database | Exposes foldkit primitives (7-prime spine, κ-bands, and 6 fold operations) as MCP tools and resources for AI agents to fold, unfold, classify, and… | No signals yet | No one-command install · Source | |
| 2108 | Unranked | aifordatabase-mcpmcp · database | Give your AI agent safe, plain-English access to any database via MCP. Ask questions in natural language, get SQL queries and results, run read-only… | No signals yet | No one-command install · Source | |
| 2109 | Unranked | mcp-db-results-anonymizermcp · database | Acts as an anonymizing proxy between AI agents and databases, detecting PII and replacing it with realistic fake data so agents never see real data. | No signals yet | No one-command install · Source | |
| 2110 | Unranked | postgres-mcp-jsmcp · database | A Model Context Protocol (MCP) server for PostgreSQL that provides safe, structured access to your database for AI assistants, enabling health checks… | No signals yet | No one-command install · Source | |
| 2111 | Unranked | raja-sql-mcpmcp · database | An MCP server for interacting with SQLite databases, enabling SQL query execution, schema inspection, and CRUD operations. | No signals yet | No one-command install · Source | |
| 2112 | Unranked | mcp-database-connector-agentic-retrievalmcp · database | Enables natural language queries to a company database through the Model Context Protocol, with read-only enforcement and agentic error recovery. | No signals yet | No one-command install · Source | |
| 2113 | Unranked | database-mcpmcp · database | Read-only Text-to-SQL MCP server for PostgreSQL and MySQL that lets users query databases using natural language, with robust multi-layer safety… | No signals yet | No one-command install · Source | |
| 2114 | Unranked | chem-inventory-mcpmcp · database | MCP server for managing chemical inventory with SQLite. Enables search, detail view, stock deduction, usage history, and communication testing. | No signals yet | No one-command install · Source | |
| 2115 | Unranked | mcp-database-assistantmcp · database | Connects a local LLM (Ollama) to a SQLite database via the Model Context Protocol, enabling natural language queries and controlled read/write… | No signals yet | No one-command install · Source | |
| 2116 | Unranked | sqlite-rag-mcpmcp · database | Offline RAG MCP server that indexes documents into SQLite with hybrid vector and lexical search, and enables natural language queries via Claude. | No signals yet | No one-command install · Source | |
| 2117 | Unranked | mcp-data-sourcemcp · database | Multi-datasource MCP server that connects AI assistants to 6 database types (MySQL, PostgreSQL, ClickHouse, MongoDB, SQLite, Huawei DWS) with dynamic… | No signals yet | No one-command install · Source | |
| 2118 | Unranked | content-genie-mcpmcp · database | Korean-content MCP that consolidates real-time trends from Naver, Daum, Google, YouTube, and Zum, includes a 100+ Korean holiday database, and… | No signals yet | No one-command install · Source | |
| 2119 | Unranked | yinghuochong-mcp-servermcp · database | Read-only business data adapter for Yinghuochong MySQL database, exposing order and user queries as structured MCP tools for safe inspection by Codex. | No signals yet | No one-command install · Source | |
| 2120 | Unranked | mcp-python-servermcp · database | A Python-based MCP server that exposes SQLite database CRUD and search operations on Users, Products, and Orders as tools for AI clients like Claude… | No signals yet | No one-command install · Source | |
| 2121 | Unranked | confluence-rag-mcpmcp · database | Retrieves indexed Confluence pages via semantic search, returning chunks, citations, and page bundles; stores embeddings in local SQLite with… | No signals yet | No one-command install · Source | |
| 2122 | Unranked | mysql-mcp-toolkitmcp · database | A general-purpose MySQL MCP server that enables safe SQL operations through schema validation, CRUD tools, and soft deletes. | No signals yet | No one-command install · Source | |
| 2123 | Unranked | devenv-cachemcp · database | Provides a local SQLite cache of package documentation and APIs, enabling AI coding assistants to access dependency context offline with sub-10ms… | No signals yet | No one-command install · Source | |
| 2124 | Unranked | mcp-tabularmcp · database | Enables SQL querying over CSV and Excel files using DuckDB, providing tools to load files, inspect schemas, and run read-only queries via MCP. | No signals yet | No one-command install · Source | |
| 2125 | Unranked | kali-tools-mcpmcp · database | Exposes a hardened Docker container with Kali Linux security tools (nmap, sqlmap, dig, whois, etc.) as MCP tools, enabling network reconnaissance, web… | No signals yet | No one-command install · Source | |
| 2126 | Unranked | datasource-mcpmcp · database | MySQL datasource MCP server for AI clients like Cursor and Claude Desktop, enabling SQL query execution via natural language. | No signals yet | No one-command install · Source | |
| 2127 | Unranked | postgres-recommender-mcpmcp · database | Enables read-only SQL analytics and ALS collaborative filtering recommendations on a Postgres e-commerce database. | No signals yet | No one-command install · Source | |
| 2128 | Unranked | fliq-mcpmcp · database | Lets AI agents schedule and manage HTTP jobs, cron schedules, rate-limited buffers, and alert channels via natural language, backed by Fliq's… | No signals yet | No one-command install · Source | |
| 2129 | Unranked | mcp-price-scoutmcp · database | Enables scraping LLM inference pricing from websites like Cloudrift, DeepInfra, Fireworks, and Groq, storing results in SQLite for cost comparison. | No signals yet | No one-command install · Source | |
| 2130 | Unranked | local-recall-mcpmcp · database | Provides fully local long-term memory for AI agents by enabling semantic search over notes and session logs using Ollama embeddings, with no external… | No signals yet | No one-command install · Source | |
| 2131 | Unranked | ubersuggest-mcpmcp · database | A standalone MCP server for Ubersuggest that runs entirely locally using SQLite and Playwright, providing tools to query subscription status… | No signals yet | No one-command install · Source | |
| 2132 | Unranked | finance-intelligence-mcpmcp · database | Enables AI assistants to securely manage and analyze personal finances through natural language, with full control over data via a private PostgreSQL… | No signals yet | No one-command install · Source | |
| 2133 | Unranked | expense-tracker-postgres-mcpmcp · database | Persistent expense tracker backed by Neon Postgres with SQL tools for adding, editing, deleting, and analyzing expenses via natural language. | No signals yet | No one-command install · Source | |
| 2134 | Unranked | openimcp · database | Enables searching biomedical images (X-rays, CT/MRI, clinical photos, etc.) from the Open-i database using natural language queries, returning image… | No signals yet | No one-command install · Source | |
| 2135 | Unranked | omnifabric-mcpmcp · database | MCP server providing SQL access to a CloudSigma OmniFabric database (MatrixOne-compatible, MySQL wire protocol). It exposes a single tool, run_query… | No signals yet | No one-command install · Source | |
| 2136 | Unranked | codeagent-mcpmcp · database | An autonomous code-reasoning agent that parses repositories using tree-sitter, indexes symbols into SQLite, and answers questions about the codebase… | No signals yet | No one-command install · Source | |
| 2137 | Unranked | harness-health-engineeringmcp · database | Enables querying a local health knowledge base with hybrid RAG (vector + FTS5) and exploring backlinks between notes. | No signals yet | No one-command install · Source | |
| 2138 | Unranked | prospeomcp · database | B2B lead search and enrichment with person and company lookups from Prospeo's 280M+ contact database. | No signals yet | No one-command install · Source | |
| 2139 | Unranked | liz-whiteboard-mcpmcp · database | Enables AI agents to read and edit entity-relationship diagrams and SQL database schemas on the liz-whiteboard collaborative whiteboard through… | No signals yet | No one-command install · Source | |
| 2140 | Unranked | open-mcp-knowledgebasemcp · database | A zero-database MCP knowledgebase template for Vercel that exposes static Markdown content to AI agents through clean MCP surfaces. | No signals yet | No one-command install · Source | |
| 2141 | Unranked | sqlens-mcpmcp · database | Provides Claude with read-only access to local development databases (Postgres, MySQL, SQLite) to inspect schemas, run SELECT queries, and explain… | No signals yet | No one-command install · Source | |
| 2142 | Unranked | claude-memory-mcp-2mcp · database | Persistent, searchable per-project memory for Claude Code using DuckDB and vector search, with rule enforcement and a management UI. | No signals yet | No one-command install · Source | |
| 2143 | Unranked | legendcfs-mcp-servermcp · database | Acts as a bridge between Pickaxe Agents and Supabase PostgreSQL, exposing 15 MCP tools for the deathcare ecosystem. | No signals yet | No one-command install · Source | |
| 2144 | Unranked | teradata-mcp-server-2mcp · database | Enables running SQL queries, exploring metadata, and interacting with Teradata databases through the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 2145 | Unranked | mcp-sql-guardmcp · database | Validates SQL queries via AST parsing, ensuring they are single read-only SELECTs on allowed tables with enforced LIMITs, and masks PII columns based… | No signals yet | No one-command install · Source | |
| 2146 | Unranked | cxdb-mcpmcp · database | A Model Context Protocol (MCP) server that gives Claude direct, read-only access to the cxdb PostgreSQL database. This lets you query production data… | No signals yet | No one-command install · Source | |
| 2147 | Unranked | analytics-mcp-servermcp · database | Enables safe exploration and analysis of SQLite databases through guarded read-only queries, schema inspection, aggregations, and CSV imports. | No signals yet | No one-command install · Source | |
| 2148 | Unranked | mssql-mcp-2mcp · database | Exposes any Microsoft SQL Server database to AI agents with multi-database support, keyword lookup, free SELECT queries, and three transport modes… | No signals yet | No one-command install · Source | |
| 2149 | Unranked | apple-health-export-mcpmcp · database | Query your Apple Health data including sleep, heart rate, steps, workouts, and more by ingesting an exported XML archive into a local SQLite database. | No signals yet | No one-command install · Source | |
| 2150 | Unranked | qdrant-search-mcpmcp · database | An MCP server for semantic code search using Qdrant vector database, enabling natural language queries to find relevant code snippets across indexed… | No signals yet | No one-command install · Source | |
| 2151 | Unranked | pg-logical-mcpmcp · database | Diagnoses and manages PostgreSQL logical replication including slot WAL retention, walsender lag, stuck subscriptions, and provides gated remediation… | No signals yet | No one-command install · Source | |
| 2152 | Unranked | readonly-db-mcpmcp · database | Safe MySQL database exploration for AI agents via MCP, enabling read-only queries and schema inspection with three-layer write protection. | No signals yet | No one-command install · Source | |
| 2153 | Unranked | paycoredbmcp · database | Custom MCP server connected to a read-only SQLite database, exposing a schema resource and a query tool for safe data retrieval. | No signals yet | No one-command install · Source | |
| 2154 | Unranked | canary-mcpmcp · database | A visual canary that detects context rot and silent model degradation in long agent conversations by embedding externally verified checkpoints and… | No signals yet | No one-command install · Source | |
| 2155 | Unranked | dify-cloud-mcp-servermcp · database | Exposes a SQLite database as MCP tools for Dify Cloud, ensuring LLM responses are based on real database records rather than generated data. | No signals yet | No one-command install · Source | |
| 2156 | Unranked | mcp-server-prototypesmcp · database | Provides three MCP servers for interacting with Excel files, PDF documents, and SQLite databases, enabling AI assistants to read, create, update, and… | No signals yet | No one-command install · Source | |
| 2157 | Unranked | local-mysql-read-only-mcp-servermcp · database | Provides a read-only interface to local MySQL databases via MCP, enabling listing databases, tables, describing schemas, and querying rows with… | No signals yet | No one-command install · Source | |
| 2158 | Unranked | mcp-database-server-2mcp · database | Enables Claude to query and manage databases (SQLite, SQL Server, PostgreSQL, MySQL) through natural language, supporting read/write operations and… | No signals yet | No one-command install · Source | |
| 2159 | Unranked | io-github-wenrou21-sqlbot-mcp-proxymcp · database | Enables natural-language querying of databases via SQLBot, with datasource discovery, metadata inspection, and report generation. | No signals yet | No one-command install · Source | |
| 2160 | Unranked | arpe-iomcp · database | Unified interface for Arpe.io data tools including parallel database export, cross-platform migration, and cloud data pipelines. | No signals yet | No one-command install · Source | |
| 2161 | Unranked | link-finder-mcpmcp · database | Find backlink opportunities, analyze competitors, discover similar domains with AI embeddings, and manage prospecting projects directly from any MCP… | No signals yet | No one-command install · Source | |
| 2162 | Unranked | locksmithmcp · database | An MCP server that catches dangerous SQL migrations by analyzing PostgreSQL statements for locking risks and providing safe rewrites. | No signals yet | No one-command install · Source | |
| 2163 | Unranked | readonly-postgres-mcpmcp · database | Readonly PostgreSQL MCP server with SQL guardrails for analytical queries and schema introspection. | No signals yet | No one-command install · Source | |
| 2164 | Unranked | typeorm-docs-mcpmcp · database | Analyzes TypeORM entity source files offline to produce schema graphs, ERD diagrams, Markdown documentation, and missing-documentation audits. Enables… | No signals yet | No one-command install · Source | |
| 2165 | Unranked | contabilidad-mcpmcp · database | Double-entry accounting MCP server for Claude Desktop. Supports accounts, transactions, ledgers, profit & loss, balance sheet, IVA summary, and QIF… | No signals yet | No one-command install · Source | |
| 2166 | Unranked | test-emp-database-mcpmcp · database | An employee-analytics MCP server backed by SQLite with pre-seeded sample data, providing tools for common SQL analytics such as top N earners… | No signals yet | No one-command install · Source | |
| 2167 | Unranked | codex-native-memorymcp · database | Provides local cross-session memory for Codex by importing transcripts, indexing in SQLite, and exposing search, context, and memory management… | No signals yet | No one-command install · Source | |
| 2168 | Unranked | mcp-sqlite-tools-plusmcp · database | Enables AI agents to interact with local SQLite databases with full CRUD, schema introspection, foreign key relations, generated columns, and… | No signals yet | No one-command install · Source | |
| 2169 | Unranked | mind-forgemcp · database | Ingest, query, and generate study materials from documents (PDF, DOCX, Markdown, images, web pages) using vector search, knowledge graph, and study… | No signals yet | No one-command install · Source | |
| 2170 | Unranked | secure-clinical-data-agentmcp · database | Enables secure natural language querying of a clinical SQL Server database using a local Ollama model, with strict SQL validation to protect sensitive… | No signals yet | No one-command install · Source | |
| 2171 | Unranked | empresa-brainmcp · database | Enables Claude to query and store private company notes through a MCP connector, using local embeddings and Groq/Claude for reasoning. | No signals yet | No one-command install · Source | |
| 2172 | Unranked | sozio-thinmcp · database | Enables reproducible analysis of 100 curated Swiss open-data resources by searching profiles, materializing PXWeb data, validating and executing SQL… | No signals yet | No one-command install · Source | |
| 2173 | Unranked | scb-mcpmcp · database | Enables querying Statistics Sweden's statistical database via tools like navigate, get_table_metadata, query_table, etc. | No signals yet | No one-command install · Source | |
| 2174 | Unranked | oralink-mcpmcp · database | Hosted MCP server that bridges MCP clients to Oracle Autonomous Database via OAuth 2.0, enabling SQL queries and schema management without local… | No signals yet | No one-command install · Source | |
| 2175 | Unranked | caseware-procurement-document-mcp-servermcp · database | Enables AI agents to search, retrieve, and answer grounded questions over procurement documents (invoices, purchase orders, contracts, etc.) using… | No signals yet | No one-command install · Source | |
| 2176 | Unranked | auth0-user-monitormcp · database | A scheduled MCP server that monitors Auth0 users by periodically collecting summaries, detecting suspicious admins, and auto-blocking them; it… | No signals yet | No one-command install · Source | |
| 2177 | Unranked | auth0-user-monitor-mcp-servermcp · database | Enables monitoring Auth0 users by collecting summaries, storing reports in SQLite, and auto-blocking suspicious admins, all through MCP tools without… | No signals yet | No one-command install · Source | |
| 2178 | Unranked | meltymcp · database | MCP server with FTS5 full-text search over a SQLite export of a discord server. | No signals yet | No one-command install · Source | |
| 2179 | Unranked | mcp-e-commerce-servermcp · database | Enables e-commerce product management with CRUD operations, AI-powered descriptions, and MySQL database integration via MCP. | No signals yet | No one-command install · Source | |
| 2180 | Unranked | data-discovery-tool-mcp-servermcp · database | Enables AI agents to search and discover data across SQLite and CSV sources through an MCP interface, with metadata indexing and fuzzy search… | No signals yet | No one-command install · Source | |
| 2181 | Unranked | mcp-sqlite-chatmcp · database | Enables querying and managing a SQLite database using natural language, with an MCP server and Groq LLM. | No signals yet | No one-command install · Source | |
| 2182 | Unranked | order-status-servermcp · database | Laravel MCP server that provides a tool to look up order status by order ID from a MySQL database. | No signals yet | No one-command install · Source | |
| 2183 | Unranked | llm-pricing-scraper-mcp-servermcp · database | Enables scraping and comparison of LLM inference pricing from multiple providers like Cloudrift, DeepInfra, Fireworks, and Groq, storing results in a… | No signals yet | No one-command install · Source | |
| 2184 | Unranked | nl-opendata-mcpmcp · database | Enables accessing and querying Dutch government open datasets from CBS and data.overheid.nl, with tools for searching, filtering, downloading, and… | No signals yet | No one-command install · Source | |
| 2185 | Unranked | islamiccorpusmcpmcp · database | Enables querying the Quran, Tafsir (commentaries), and Hadith (sayings of Prophet Muhammad) from a relational MySQL database through natural language… | No signals yet | No one-command install · Source | |
| 2186 | Unranked | books-catalogmcp · database | A well-documented MCP server that exposes a local SQLite catalog of public-domain books through tools like search, get, filter by genre, top-rated… | No signals yet | No one-command install · Source | |
| 2187 | Unranked | mcp-usuarios-dbmcp · database | MCP server for managing users in PostgreSQL, enabling CRUD operations and search via natural language commands. | No signals yet | No one-command install · Source | |
| 2188 | Unranked | mongodb-intelligence-mcp-servermcp · database | An autonomous MCP server that enables LLMs to intelligently query and analyze MongoDB databases by reverse-engineering schemas, proving relationships… | No signals yet | No one-command install · Source | |
| 2189 | Unranked | wandering-rag-mcpmcp · database | A local RAG knowledge base MCP server that exposes semantic document search as tools using zvec for vector storage and Qwen3-Embedding for text… | No signals yet | No one-command install · Source | |
| 2190 | Unranked | contextforge-mcp-labmcp · database | A local MCP-style server for managing task records and seeded documents through controlled tool functions, using SQLite and JSON seed data. | No signals yet | No one-command install · Source | |
| 2191 | Unranked | n8n-mcp-backup-servermcp · database | Enables AI assistants to back up, list, and restore n8n workflows and PostgreSQL databases via natural language, using S3-compatible storage for… | No signals yet | No one-command install · Source | |
| 2192 | Unranked | legal-scholarship-mcpmcp · database | Enables searching scholarly literature via the OpenAlex database, with tools for full-text search, work details, citation lookup, and author queries. | No signals yet | No one-command install · Source | |
| 2193 | Unranked | whatsapp-mcp-server-3mcp · database | Enables LLM clients to read and search your own WhatsApp messages stored in a local SQLite database, captured live via a linked device. | No signals yet | No one-command install · Source | |
| 2194 | Unranked | second-brainmcp · database | Persistent, semantically-searchable memory for AI agents using local PostgreSQL, pgvector, and Ollama embeddings, exposed via MCP with hybrid… | No signals yet | No one-command install · Source | |
| 2195 | Unranked | notes-rag-mcpmcp · database | A Python MCP server for note management with RAG capabilities, enabling adding, searching, asking questions, summarizing, and deleting notes, using… | No signals yet | No one-command install · Source | |
| 2196 | Unranked | xampmcp · database | MCP server that gives Claude Code and OpenCode direct access to your XAMPP MariaDB/MySQL databases, enabling database listing, table inspection, and… | No signals yet | No one-command install · Source | |
| 2197 | Unranked | mcp-sqlmcp · database | An extensible read-only MCP server for SQL databases, enabling schema exploration and safe SELECT queries via tools like list_schemas, list_tables… | No signals yet | No one-command install · Source | |
| 2198 | Unranked | moderngl-docs-mcpmcp · database | Enables hybrid keyword and semantic search over ModernGL documentation using FTS5 and vector embeddings, with a single search_docs tool. | No signals yet | No one-command install · Source | |
| 2199 | Unranked | expenses-mcp-servermcp · database | Enables adding, listing, and summarizing expenses in a SQLite database via LLM agents over SSE. | No signals yet | No one-command install · Source | |
| 2200 | Unranked | lubo3395-mcp-sqlite-servermcp · database | Provides a set of MCP tools to let AI assistants like Claude, Cursor, and VS Code Copilot interact with SQLite databases, supporting querying, schema… | 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.