Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2201 | Unranked | mcp-invoice-makermcp · database | A local-first MCP server for creating PDF invoices from SQLite data, supporting client management and invoice generation. | No signals yet | No one-command install · Source | |
| 2202 | Unranked | finanpymcp · database | MCP server for personal finance management that connects a SQLite database to any MCP client, allowing users to register, query, and analyze financial… | No signals yet | No one-command install · Source | |
| 2203 | Unranked | mcp-qrantmcp · database | Provides a unified interface for storing and querying vector databases, currently supporting Qdrant with self-embedding and semantic search. | No signals yet | No one-command install · Source | |
| 2204 | Unranked | mcp-estacion-meteorologica-iotmcp · database | Exposes meteorological sensor data (temperature, humidity, pressure) from an IoT weather station via Supabase. Enables natural language queries for… | No signals yet | No one-command install · Source | |
| 2205 | Unranked | mcp-job-queuemcp · database | Enables MCP clients to submit long-running jobs that are executed safely in isolated child processes with a durable SQLite queue, configurable… | No signals yet | No one-command install · Source | |
| 2206 | Unranked | confluence-vectorless-ragmcp · database | Enables querying Confluence documents through agentic reasoning over hierarchical document trees, replacing vector similarity with structural… | No signals yet | No one-command install · Source | |
| 2207 | Unranked | bolthouse-agriculture-sql-mcpmcp · database | Enables read-only SQL queries and CSV exports to the Bolthouse_Ag_AI database via MCP tools like execute_sql_query and submit_sql_export, with… | No signals yet | No one-command install · Source | |
| 2208 | Unranked | mxhero-mail2cloud-advanced-gomcp · database | Integrates with mxHERO's Mail2Cloud Advanced service to search across massive multi-account email repositories using vector database technology… | No signals yet | No one-command install · Source | |
| 2209 | Unranked | reactome-db-mcpmcp · database | Provides direct SQL access to a locally hosted Reactome database, enabling schema discovery, guarded read-only queries, and ergonomic helpers over the… | No signals yet | No one-command install · Source | |
| 2210 | Unranked | mysql-readonly-mcpmcp · database | Read-only MySQL MCP server for safe schema inspection and SELECT-style queries. | No signals yet | No one-command install · Source | |
| 2211 | Unranked | meeting-notes-mcp-servermcp · database | A self-hosted MCP server for storing, searching, and querying meeting notes with semantic search and RAG capabilities using SQLite + OpenRouter. | No signals yet | No one-command install · Source | |
| 2212 | Unranked | mcp-project-bridgemcp · database | Enables multi-project workspaces to share structured notes, API contracts, and handoff messages via a local SQLite database, with versioning and read… | No signals yet | No one-command install · Source | |
| 2213 | Unranked | sales-agent-mcpmcp · database | Enables natural language sales analysis by connecting to a SQLite database, generating charts, and exporting results to CSV/Excel. | No signals yet | No one-command install · Source | |
| 2214 | Unranked | mcp-recall-mdmcp · database | Enables semantic search over local markdown note collections using vector embeddings, with real-time file watching and zero-config setup. | No signals yet | No one-command install · Source | |
| 2215 | Unranked | idms-identity-sql-mcpmcp · database | Enables SQL-based identity lookups for IDMS systems, supporting search by account, employee ID, name, department, and manager, plus active students… | No signals yet | No one-command install · Source | |
| 2216 | Unranked | mongodb-mcpmcp · database | A MongoDB MCP Server that allows AI agents and MCP clients to interact with MongoDB databases through standardized tools for CRUD operations, schema… | No signals yet | No one-command install · Source | |
| 2217 | Unranked | memryzedmcp · database | Local-first cross-agent memory for AI coding agents. Persistent, shared memory over MCP — what you tell one agent can be recalled by another — with… | No signals yet | No one-command install · Source | |
| 2218 | Unranked | fraud-detection-mcpmcp · database | AI-powered fraud detection and investigation platform that exposes tools for querying, scoring, and investigating financial applications using… | No signals yet | No one-command install · Source | |
| 2219 | Unranked | nogginmcp · database | Local-first knowledge base that ingests activity from Slack, GitHub, agent sessions, and CLI, stores provenance in SQLite, and exposes the brain via… | No signals yet | No one-command install · Source | |
| 2220 | Unranked | k-league-api-mcpmcp · database | Enables querying K League official data (rankings, matches, players) via SQL using natural language, with a pre-built SQLite database. | No signals yet | No one-command install · Source | |
| 2221 | Unranked | kalehdoo-warehousemcp · database | Universal production MCP server for Postgres, Oracle, Snowflake, BigQuery, Redshift, and DuckDB data warehouses. | No signals yet | No one-command install · Source | |
| 2222 | Unranked | mcp-project-managermcp · database | Enables task management (create, list, update tasks with priority and status) using SQLite storage via MCP tools. | No signals yet | No one-command install · Source | |
| 2223 | Unranked | cloudflare-remote-postgresql-mcp-servermcp · database | Enables natural language interaction with PostgreSQL databases through MCP tools, with GitHub OAuth authentication and role-based access control. | No signals yet | No one-command install · Source | |
| 2224 | Unranked | gget-cryomcp · database | Enables searching cryo-EM density maps in EMDB and raw datasets in EMPIAR, with filtering by resolution, keyword, and cross-referencing between the… | No signals yet | No one-command install · Source | |
| 2225 | Unranked | toki-toki-no-mimcp · database | An MCP server that records decisions, rejected alternatives, and justifications, and retrieves them later to avoid re-litigating past choices. It… | No signals yet | No one-command install · Source | |
| 2226 | Unranked | mcp-postgresmcp · database | Read-only PostgreSQL MCP server that enables running SELECT queries, listing tables and schemas, and describing columns, with built-in protection… | No signals yet | No one-command install · Source | |
| 2227 | Unranked | mcp-sqlserver-readonlymcp · database | Read-only SQL Server MCP server enabling safe database queries, table listing, and schema inspection with built-in security protections. | No signals yet | No one-command install · Source | |
| 2228 | Unranked | mcp-db-explorermcp · database | A Model Context Protocol (MCP) server that exposes tools for exploring and querying SQLite and PostgreSQL databases. It allows Large Language Models… | No signals yet | No one-command install · Source | |
| 2229 | Unranked | enterprise-sql-postgres-c-mcp-servermcp · database | Hardened C# Model Context Protocol (MCP) server for MS SQL Server and PostgreSQL databases featuring read-only transaction safeguards, command… | No signals yet | No one-command install · Source | |
| 2230 | Unranked | sqlite-explorer-mcpmcp · database | Read-only SQLite database explorer for MCP clients. Allows discovery of tables and columns via resources and running SELECT queries via a tool. | No signals yet | No one-command install · Source | |
| 2231 | Unranked | sql-assistant-mcpmcp · database | A Model Context Protocol (MCP) server for SQL Server / Azure SQL that enables querying, monitoring, and analyzing databases directly from Claude. | No signals yet | No one-command install · Source | |
| 2232 | Unranked | mcp-postgresql-explorermcp · database | Enables AI clients to explore a PostgreSQL database schema and run read-only queries, including listing tables, describing columns, executing SELECT… | No signals yet | No one-command install · Source | |
| 2233 | Unranked | lexiguard-hrmcp · database | Enables Cursor AI to query a local MySQL HR database in natural language using read-only SQL tools. | No signals yet | No one-command install · Source | |
| 2234 | Unranked | db-insights-mcp-servermcp · database | Enables AI assistants to query SQL databases safely with read-only access, allowing schema discovery and SELECT queries while blocking writes and DDL… | No signals yet | No one-command install · Source | |
| 2235 | Unranked | restaurant-mcpmcp · database | MCP server for Spice Garden demo restaurant that enables querying orders, inventory, tables, and sales data from a SQLite database, with an optional… | No signals yet | No one-command install · Source | |
| 2236 | Unranked | db-query-mcpmcp · database | Query SQLite databases via AI — safe read-only mode | No signals yet | No one-command install · Source | |
| 2237 | Unranked | poetryquill-analytics-mcpmcp · database | An MCP server that connects Claude Desktop to PoetryQuill's live Supabase database. Ask Claude natural language questions about your platform data. | No signals yet | No one-command install · Source | |
| 2238 | Unranked | spurs-analytics-mcpmcp · database | Governed data pipeline for NBA ticketing and attendance data, exposing typed tools for AI agents to query game performance and seat-tier sales without… | No signals yet | No one-command install · Source | |
| 2239 | Unranked | support-ticket-mcpmcp · database | Enables natural language querying and semantic search over a bilingual customer support ticket dataset using SQL and embeddings. | No signals yet | No one-command install · Source | |
| 2240 | Unranked | turbovec-mcpmcp · database | Enables local semantic code search using compressed vectors from turbovec and any OpenAI-compatible embeddings endpoint. | No signals yet | No one-command install · Source | |
| 2241 | Unranked | mcp-sports-servermcp · database | Enables natural-language querying of historical NBA game data from a read-only SQLite database. | No signals yet | No one-command install · Source | |
| 2242 | Unranked | safe-sql-mcpmcp · database | Enables read-only SQL database access for AI assistants, allowing schema exploration and safe query execution without risk of data modification. | No signals yet | No one-command install · Source | |
| 2243 | Unranked | local-mysqlmcp · database | Provides read-only access to a local MySQL database, enabling SQL queries, database and table listings, and table schema descriptions. | No signals yet | No one-command install · Source | |
| 2244 | Unranked | sqlite-read-only-mcp-servermcp · database | Enables safe, read-only SQL access to SQLite databases for AI agents, allowing schema exploration and SELECT queries with defense-in-depth… | No signals yet | No one-command install · Source | |
| 2245 | Unranked | sql-generative-mcpmcp · database | Enables natural language querying of PostgreSQL databases under read-only mode, returning results as structured XML. | No signals yet | No one-command install · Source | |
| 2246 | Unranked | company-recordsmcp · database | Exposes a fictional B2B CRM database (companies, contacts, deals) as callable MCP tools, enabling AI agents to answer natural-language questions about… | No signals yet | No one-command install · Source | |
| 2247 | Unranked | imdb-mcpmcp · database | Enables semantic and similarity search across IMDB movie data using vector embeddings and PostgreSQL with pgvector, supporting traditional filters and… | No signals yet | No one-command install · Source | |
| 2248 | Unranked | devops-assistant-mcpmcp · database | Enables querying local MySQL databases and managing Docker containers (listing, logs) through natural language via the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 2249 | Unranked | mysql-mcp-2mcp · database | Provides safe read, insert, and update operations on MySQL databases with guardrails against destructive actions. | No signals yet | No one-command install · Source | |
| 2250 | Unranked | fis-intellimatch-mcp-servermcp · database | Connects AI assistants to FIS IntelliMatch SQL Server database for read-only BAU operations, enabling natural language queries on reconciliation data. | No signals yet | No one-command install · Source | |
| 2251 | Unranked | sqlite-database-mcp-servermcp · database | Enables AI agents to connect to and query an SQLite database through the Model Context Protocol, allowing natural language interaction with database… | No signals yet | No one-command install · Source | |
| 2252 | Unranked | dm-mcp-servermcp · database | MCP server for Dameng database, providing tools to test connection, list tables, count tables, and execute SQL via environment variables. | No signals yet | No one-command install · Source | |
| 2253 | Unranked | poke-habittracker-mcpmcp · database | Enables Poke to read and update today's HabitTracker habits via Supabase, with tools for listing, completing, uncompleting habits, and viewing a… | No signals yet | No one-command install · Source | |
| 2254 | Unranked | mcp-server-mssql-2mcp · database | A Model Context Protocol (MCP) server for Microsoft SQL Server databases, providing secure database operations through a standardized interface. | No signals yet | No one-command install · Source | |
| 2255 | Unranked | sfgraphmcp · database | A local, privacy-first knowledge graph for Salesforce orgs. It live-syncs your org to a SQLite + vector index on your machine and exposes 26 MCP tools… | No signals yet | No one-command install · Source | |
| 2256 | Unranked | sqlite-mcpmcp · database | Read-only SQLite access for AI agents in a single ~1 MB static binary. Query tool with row limits, list_tables, and table schemas exposed as MCP… | No signals yet | No one-command install · Source | |
| 2257 | Unranked | mcp-pgsqlmcp · database | A local MCP server for PostgreSQL that provides tools for SQL execution, metadata inspection, performance diagnostics, and database management through… | No signals yet | No one-command install · Source | |
| 2258 | Unranked | notebook-mcp-servermcp · database | Enables to create notebooks and notes with tags, and perform full-text search across notes using FTS5 syntax, all stored locally in SQLite. | No signals yet | No one-command install · Source | |
| 2259 | Unranked | myaitwinmcp · database | Build a personal RAG database from your chats so AI generates content that matches your voice and style. | No signals yet | No one-command install · Source | |
| 2260 | Unranked | grepsensemcp · database | Provides two-modal code search (lexical via Zoekt and semantic via ChromaDB embeddings) for AI coding agents through MCP tools, enabling fast regex… | No signals yet | No one-command install · Source | |
| 2261 | Unranked | inventory-tracker-mcp-servermcp · database | A Model Context Protocol (MCP) server that lets Claude AI manage a real PostgreSQL inventory database using natural language. | No signals yet | No one-command install · Source | |
| 2262 | Unranked | condor-mcpmcp · database | Enables searching a product catalog stored in SQLite by category via the catalog.search tool. | No signals yet | No one-command install · Source | |
| 2263 | Unranked | mcp-tasks-servermcp · database | A small Model Context Protocol server that exposes a personal task tracker to any MCP-compatible client. Tasks live in a local SQLite database; no… | No signals yet | No one-command install · Source | |
| 2264 | Unranked | codex-omnifocus-mcpmcp · database | Enables Codex to interact with the user's local OmniFocus database on macOS, allowing task management, project creation, and tag operations through… | No signals yet | No one-command install · Source | |
| 2265 | Unranked | mcp-sql-servermcp · database | Enables AI assistants to interact with SQL Server databases through tools for connectivity, schema exploration, SQL queries, and OEE metrics analysis. | No signals yet | No one-command install · Source | |
| 2266 | Unranked | query-executormcp · database | Enables AI agents to read and optionally write to PostgreSQL databases through a multi-project setup with schema inspection, query execution, and… | No signals yet | No one-command install · Source | |
| 2267 | Unranked | postgres-mcp-query-toolmcp · database | An MCP server that gives an AI agent scoped, safe access to your Postgres databases with per-connection access control, row caps, timeouts, and… | No signals yet | No one-command install · Source | |
| 2268 | Unranked | multi-db-mcp-servermcp · database | A multi-database MCP server supporting PostgreSQL, ClickHouse, and MySQL that enables database exploration and SQL execution through MCP stdio or HTTP… | No signals yet | No one-command install · Source | |
| 2269 | Unranked | sales-mcp-servermcp · database | Enables users to query enterprise sales data from a local SQLite database and investigate anomalies through an inline dashboard with human-in-the-loop… | No signals yet | No one-command install · Source | |
| 2270 | Unranked | rosalinddb-mcpmcp · database | Model Context Protocol server for RosalindDB, enabling AI clients to create datasets, ingest vectors, run similarity queries, and check usage on a… | No signals yet | No one-command install · Source | |
| 2271 | Unranked | brewboard-crm-mcp-servermcp · database | Connects Claude.ai to the BrewBoard Supabase database for analytics and post-visit customer messaging, exposing tools like revenue summary, peak… | No signals yet | No one-command install · Source | |
| 2272 | Unranked | agenticbimcp · database | Connect your business data to any MCP client. AgenticBI agents find the right data, join across systems, run queries, build dashboards, generate… | No signals yet | No one-command install · Source | |
| 2273 | Unranked | automcp-sqlmcp · database | Automatically scans SQLite databases and generates typed CRUD tools for each table, allowing natural language database interaction without exposing… | No signals yet | No one-command install · Source | |
| 2274 | Unranked | godalo-aimcp · database | Affiliate product search across 30,000+ merchants with full-text and SQL-based querying. | No signals yet | No one-command install · Source | |
| 2275 | Unranked | honeypot-mcp-servermcp · database | Enables querying a honeypot threat-intelligence database via natural language to analyze attacker activity, without writing SQL. Provides read-only… | No signals yet | No one-command install · Source | |
| 2276 | Unranked | mcp-inventorymcp · database | An MCP server for managing product inventory with SQLite, enabling CRUD operations and statistical queries such as total value, out-of-stock items… | No signals yet | No one-command install · Source | |
| 2277 | Unranked | postgres-ssh-mcpmcp · database | A cross-platform MCP server for querying and introspecting PostgreSQL databases with SSH tunnel support, featuring multi-layered query safety and… | No signals yet | No one-command install · Source | |
| 2278 | Unranked | pipeworx-osv-devmcp · database | Query Google's open-source vulnerability database for package security data. | No signals yet | No one-command install · Source | |
| 2279 | Unranked | postgresql-mcpmcp · database | A production-ready MCP server that connects AI assistants to any PostgreSQL database with 25 tools and role-based access control. | No signals yet | No one-command install · Source | |
| 2280 | Unranked | n3memorycore-mcp-lite-ephemeralmcp · database | Provides ephemeral hybrid (vector + BM25) memory for MCP-compatible editors, enabling AI to save and search conversation and code context across… | No signals yet | No one-command install · Source | |
| 2281 | Unranked | neuralnexusnote-n3memorycore-litemcp · database | Ephemeral hybrid vector and BM25 working memory with multilingual support backed by Redis Stack. | No signals yet | No one-command install · Source | |
| 2282 | Unranked | robotws-mcp-servermcp · database | Indexes Robot Framework and Python files from robotws, stores metadata in SQLite, and provides generation context to help Cursor's LLM draft testcases… | No signals yet | No one-command install · Source | |
| 2283 | Unranked | runtime-copilot-mcp-servermcp · database | Provides an MCP-native operational interface for diagnostics, explainability, regression checks, and operational memory on data-system internals like… | No signals yet | No one-command install · Source | |
| 2284 | Unranked | youbank-mcpmcp · database | Enables AI agents to query a personal knowledge vault with hybrid search, entity relationships, user highlights, and vault statistics over a… | No signals yet | No one-command install · Source | |
| 2285 | Unranked | timeweaver-mcpmcp · database | Generates synthetic time-series test data with configurable trend, seasonality, noise, anomalies, and multiple correlated streams, outputting JSON… | No signals yet | No one-command install · Source | |
| 2286 | Unranked | career-now-mcpmcp · database | Enables AI agents to search and explore a large database of tech job listings with filtering options. | No signals yet | No one-command install · Source | |
| 2287 | Unranked | lawyer-searchmcp · database | Free lawyer search and matching from a verified database of US attorney profiles. | No signals yet | No one-command install · Source | |
| 2288 | Unranked | arianlopezc-trabucomcp · database | Generates and manages production-ready Java multi-module Maven projects with database, messaging, and CI/CD configurations. | No signals yet | No one-command install · Source | |
| 2289 | Unranked | seedweavermcp · database | Generates realistic, referentially-coherent test data (SQL INSERTs, JSON, or CSV) from your database schema, resolving foreign keys and respecting… | No signals yet | No one-command install · Source | |
| 2290 | Unranked | mcp-mysql-server-2mcp · database | Enables read-only MySQL database connectivity, allowing execution of SELECT queries, listing tables, and describing table structures via natural… | No signals yet | No one-command install · Source | |
| 2291 | Unranked | ajan-sqlmcp · database | An MCP server that provides safe, read-only SQL access for AI agents to query databases (PostgreSQL, MySQL, SQLite) with schema awareness and… | No signals yet | No one-command install · Source | |
| 2292 | Unranked | roots-chemical-safetymcp · database | Provides chemical hazard data from ECHA, NIOSH, GHS, and ICSC, enabling lookups of SVHC status, occupational exposure limits, GHS classifications, and… | No signals yet | No one-command install · Source | |
| 2293 | Unranked | mcp-server-damengmcp · database | MCP server enabling AI assistants to connect and query Dameng DM8 databases via JDBC. Supports SQL queries, listing tables, and describing schemas. | No signals yet | No one-command install · Source | |
| 2294 | Unranked | seayniclabs-berthmcp · database | Database management MCP server for querying, inspecting schemas, running migrations, and backing up PostgreSQL, MySQL, and SQLite. | No signals yet | No one-command install · Source | |
| 2295 | Unranked | vector-task-mcp-servermcp · database | A secure, vector-based task management server for Claude Desktop using sqlite-vec and sentence-transformers. It provides intelligent task tracking… | No signals yet | No one-command install · Source | |
| 2296 | Unranked | mcp-db-universalmcp · database | A database-agnostic MCP server that enables natural language queries to your database through Claude or Copilot, automatically writing and executing… | No signals yet | No one-command install · Source | |
| 2297 | Unranked | gh-dbsectrainer-data-pipeline-connectormcp · database | Unified query interface across CSV files, PostgreSQL databases, and REST APIs with cross-source SQL joins powered by embedded DuckDB. | No signals yet | No one-command install · Source | |
| 2298 | Unranked | vola-trebla-flakiness-knowledge-graphmcp · database | Builds a flakiness knowledge graph from test run history using a Playwright reporter and SQLite. | No signals yet | No one-command install · Source | |
| 2299 | Unranked | oxplot-snowflakemcp · database | Integrates with Snowflake databases through external browser authentication, enabling secure schema exploration and SQL query execution without… | No signals yet | No one-command install · Source | |
| 2300 | Unranked | gh-qso-graph-wsprmcp · database | Analyze WSPR beacon data for HF band openings, propagation paths, SNR trends, and solar correlation using wspr.live's public database. | 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.