Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2001 | Unranked | neon-mcp-servermcp · database | Enables natural language interaction with Neon PostgreSQL databases, supporting project management, SQL execution, and database migrations through… | No signals yet | No one-command install · Source | |
| 2002 | Unranked | scrapedatshi-mcpmcp · database | Enables Claude to scrape, crawl, extract data, and sync to vector databases using scrapedatshi's RAG pipeline, with support for multiple embedding and… | No signals yet | No one-command install · Source | |
| 2003 | Unranked | scrapedatshi-mcp-2mcp · database | Enables Claude to scrape, crawl, extract data, and sync to vector databases using scrapedatshi's RAG pipeline, with support for multiple embedding and… | No signals yet | No one-command install · Source | |
| 2004 | Unranked | attachpadmcp · database | Enables MCP clients to retrieve focused context from a browser-scoped workspace, supporting file uploads, web imports, and prioritized retrieval via… | No signals yet | No one-command install · Source | |
| 2005 | Unranked | codex-project-memorymcp · database | Local repository memory for Codex that indexes TypeScript/JavaScript structure into local SQLite, exposes compact MCP tools, and renders deterministic… | No signals yet | No one-command install · Source | |
| 2006 | Unranked | mcp-server-pgvectormcp · database | An MCP server that gives LLM agents first-class access to pgvector-backed embedding tables in PostgreSQL: similarity search, hybrid (vector +… | No signals yet | No one-command install · Source | |
| 2007 | Unranked | timex-mcpmcp · database | Enables coding agents to create, start, pause, and delete labeled timers within projects, with persistence via SQLite, through a stdio MCP interface. | No signals yet | No one-command install · Source | |
| 2008 | Unranked | marketing-agent-eval-harnessmcp · database | Provides two MCP tools for querying a synthetic marketing SQLite database and running agent evaluation cases, with read-only SQL guarding and… | No signals yet | No one-command install · Source | |
| 2009 | Unranked | airis-mcp-supabase-selfhostmcp · database | MCP server for self-hosted Supabase with RLS-aware PostgreSQL and PostgREST layers, enabling safe database introspection, SQL queries, and PostgREST… | No signals yet | No one-command install · Source | |
| 2010 | Unranked | vectordb-mcpmcp · database | Local RAG system that ingests documents into a vector database using FAISS and SQLite, then enables Claude to search over them via MCP tools, all… | No signals yet | No one-command install · Source | |
| 2011 | Unranked | codebase-intelligence-mcp-servermcp · database | An MCP server that indexes a local Python codebase into a SQLite graph for hybrid code search, file context, lazy explanations, dependency traces, and… | No signals yet | No one-command install · Source | |
| 2012 | Unranked | notion-job-trackermcp · database | Enables searching, adding, and updating job leads in a Notion database directly from an MCP client. | No signals yet | No one-command install · Source | |
| 2013 | Unranked | mcp-sql-consolemcp · database | Enables querying Microsoft SQL Server databases using natural language or predefined SQL, with read-only safety. Integrates with Cursor and Claude… | No signals yet | No one-command install · Source | |
| 2014 | Unranked | healthcare-mcp-servermcp · database | Enables an AI agent to query a patient-records SQLite database with tools for schema inspection, safe SQL queries, patient risk assessment, and… | No signals yet | No one-command install · Source | |
| 2015 | Unranked | vectorworks-mcp-codex-pluginmcp · database | Enables AI-powered control and automation of Vectorworks 2024/2025 on Windows via natural language commands through Codex. | No signals yet | No one-command install · Source | |
| 2016 | Unranked | majincleaning-opsmcp · database | Enables AI assistants to query and manage real booking data from MajinCleaningSolutions via Supabase, including checking availability, listing… | No signals yet | No one-command install · Source | |
| 2017 | Unranked | ledger-mcp-servermcp · database | Enables querying personal finance reports (merchant spending, largest expenses) and performing currency conversion via a local SQLite database. | No signals yet | No one-command install · Source | |
| 2018 | Unranked | mcp-postgres-3mcp · database | PostgreSQL administration MCP server for read-only inspection, monitoring, and non-destructive maintenance, enabling safe database interaction via… | No signals yet | No one-command install · Source | |
| 2019 | Unranked | eea-climate-data-mcpmcp · database | Schema-aware, read-only access to European climate data from the EEA Discodata service, supporting GHG inventory and policies and measures databases. | No signals yet | No one-command install · Source | |
| 2020 | Unranked | audit-findings-mcp-servermcp · database | Enables managing audit findings in a SQLite database via natural language, allowing queries and updates without writing SQL. | No signals yet | No one-command install · Source | |
| 2021 | Unranked | teacherassist-mcpmcp · database | AI-powered Teacher Assistance MCP Server for managing student records with PostgreSQL, enabling create and read operations via MCP tools. | No signals yet | No one-command install · Source | |
| 2022 | Unranked | hippocampus-mcpmcp · database | A personal memory MCP server that ingests AI agent conversation logs from multiple platforms into a searchable PostgreSQL+pgvector database, enabling… | No signals yet | No one-command install · Source | |
| 2023 | Unranked | calorie-tracker-mcpmcp · database | A local, JSON-first calorie and protein tracker for agents and shell workflows, providing a CLI and MCP server for meal tracking, goal management, and… | No signals yet | No one-command install · Source | |
| 2024 | Unranked | sqlite-analystmcp · database | Enables AI assistants to explore and query SQLite databases through read-only tools, with defense-in-depth sandboxing preventing any data… | No signals yet | No one-command install · Source | |
| 2025 | Unranked | mcp-db-assistantmcp · database | A database operation server based on the MCP protocol, providing database connection, querying, schema exploration, data analysis, and SQL generation… | No signals yet | No one-command install · Source | |
| 2026 | Unranked | memmcpmcp · database | A Byzantine fault-tolerant MCP Memory server that uses SQLite write-ahead logging and FAISS hybrid vector search for deterministic, secure memory… | No signals yet | No one-command install · Source | |
| 2027 | Unranked | musicians-mcpmcp · database | A Python MCP server for managing a classical musicians database in Supabase/PostgreSQL, enabling search, review, and enrichment of musician profiles… | No signals yet | No one-command install · Source | |
| 2028 | Unranked | sap-mcp-gatewaymcp · database | A reference implementation for connecting SAP Business One to MCP-compatible AI clients, enabling read-only SQL analysis and guarded write workflows. | No signals yet | No one-command install · Source | |
| 2029 | Unranked | allinkl-mcpmcp · database | MCP server for All-Inkl KAS API to manage DNS, domains, mailboxes, mail forwards, and databases, including database dumps via SSH+mysqldump. | No signals yet | No one-command install · Source | |
| 2030 | Unranked | pg-sentinelmcp · database | A PostgreSQL MCP server with three independent safety layers that allows LLMs to explore and query databases safely via read-only SELECT operations… | No signals yet | No one-command install · Source | |
| 2031 | Unranked | easy-pg-admin-mcpmcp · database | High-privilege PostgreSQL admin MCP server for database and role/grant management. | No signals yet | No one-command install · Source | |
| 2032 | Unranked | opencode-mysql-connectormcp · database | A MySQL MCP server providing tools to query and explore MySQL databases via stdio transport. | No signals yet | No one-command install · Source | |
| 2033 | Unranked | notekeeper-mcpmcp · database | Provides AI assistants with tools to create, list, search, tag, and delete notes stored in a local SQLite database. | No signals yet | No one-command install · Source | |
| 2034 | Unranked | dbeaver-mcp-servermcp · database | MCP server that reads DBeaver database configurations and provides SQL execution via existing JDBC drivers — no extra driver downloads needed. | No signals yet | No one-command install · Source | |
| 2035 | Unranked | easy-mysql-admin-mcpmcp · database | High-privilege MySQL admin MCP server for database and user/grant management. | No signals yet | No one-command install · Source | |
| 2036 | Unranked | company-skills-gatewaymcp · database | This MCP server reads team SKILL.md files from a local folder and returns relevant ones to Cursor, while recording usage in a local SQLite database. | No signals yet | No one-command install · Source | |
| 2037 | Unranked | arca-mcpmcp · database | MCP server to issue ARCA/AFIP Factura C for monotributistas using Afip SDK, PostgreSQL, and a secure preview-before-emission flow. | No signals yet | No one-command install · Source | |
| 2038 | Unranked | invoiceflash-mcpmcp · database | Read-only MCP server that connects to an InvoiceFlash MySQL database, exposing clients, invoices, and quotes as tools for natural language querying… | No signals yet | No one-command install · Source | |
| 2039 | Unranked | weread-shelfmcp · database | Enables SQL queries on WeRead (微信读书) book data by syncing it into DuckDB, with an MCP server for agent-based analysis and cross-source joins. | No signals yet | No one-command install · Source | |
| 2040 | Unranked | secure-mcp-database-crudmcp · database | Enables secure task CRUD operations on SQLite or MySQL databases with input validation, parameterized queries, audit events, transactions, and signed… | No signals yet | No one-command install · Source | |
| 2041 | Unranked | db-graph-mcp-servermcp · database | Connects to SQL databases to execute queries and return results as chart images (PNG) visible in MCP clients. | No signals yet | No one-command install · Source | |
| 2042 | Unranked | terminusmcp · database | A default-deny SQL firewall sidecar for AI agents that enforces per-agent policies on database queries, provides safe rewrites, and maintains a… | No signals yet | No one-command install · Source | |
| 2043 | Unranked | infra-ops-text-to-sqlmcp · database | Translates plain English questions about infrastructure operations into SQL queries, executes them against a database, and returns the real answer. | No signals yet | No one-command install · Source | |
| 2044 | Unranked | company-brain-mcpmcp · database | Enables AI agents to query and manage company knowledge from a Supabase GraphRAG store, including accounts, meetings, people, org hierarchy, product… | No signals yet | No one-command install · Source | |
| 2045 | Unranked | cloakboxmcp · database | Let LLMs analyze sensitive data safely by querying a tokenized, join-preserving copy of the database, with fail-closed PII scanning and provable… | No signals yet | No one-command install · Source | |
| 2046 | Unranked | codeparse-mcpmcp · database | Parses Java and Xtend source code into a graph database and provides MCP tools for querying classes, methods, control flow graphs, and MC/DC… | No signals yet | No one-command install · Source | |
| 2047 | Unranked | zaiamcp · database | MCP server that exposes SQLite datasets as queryable tools and resources via Streamable HTTP, enabling read-only exploration and SQL queries. | No signals yet | No one-command install · Source | |
| 2048 | Unranked | mysql-materials-mcpmcp · database | Enables querying a MySQL database of metallurgical materials and alloys via natural language, allowing users to list alloy types, filter grades by… | No signals yet | No one-command install · Source | |
| 2049 | Unranked | reconbox-mcpmcp · database | Enables Claude to run Kali Linux penetration-testing tools (e.g., nmap, sqlmap, ffuf) in an isolated Docker container. | No signals yet | No one-command install · Source | |
| 2050 | Unranked | aitrainermcp · database | Personal workout coach MCP server that logs exercises in natural language, tracks progress with SQLite, and provides coaching signals like estimated… | No signals yet | No one-command install · Source | |
| 2051 | Unranked | mini-crm-mcpmcp · database | Enables querying and interacting with a SQLite CRM database of sales leads using natural language, offering tools for pipeline summaries, lead search… | No signals yet | No one-command install · Source | |
| 2052 | Unranked | duckdb-h3-local-mcp-servermcp · database | Converts raster and vector geospatial data into H3-indexed Parquet files and serves them via a local MCP server with DuckDB SQL querying. | No signals yet | No one-command install · Source | |
| 2053 | Unranked | node-sqlite-mcpmcp · database | Lets AI agents query local SQLite database files read-only using Node's built-in sqlite module, providing tools for listing tables, describing… | No signals yet | No one-command install · Source | |
| 2054 | Unranked | copilot-memory-mcpmcp · database | Cross-session memory layer for GitHub Copilot agent mode that stores fixes/decisions in SQLite and provides tools for save, search, and recall via… | No signals yet | No one-command install · Source | |
| 2055 | Unranked | mcp-enterprise-architecture-practice-01mcp · database | Enterprise MCP server providing a suite of tools including file, database, GitHub, Slack, calendar, email, vector search, and Python execution, with… | No signals yet | No one-command install · Source | |
| 2056 | Unranked | enterprise-architecture-mcp-servermcp · database | Enables natural language interaction with enterprise tools including file, database, GitHub, Slack, browser, calendar, email, vector search, and… | No signals yet | No one-command install · Source | |
| 2057 | Unranked | mcp-enterprise-architecture-projectmcp · database | Provides a set of MCP tools (file, database, GitHub, Slack, browser, calendar, email, vector search, Python execution) with safety constraints and… | No signals yet | No one-command install · Source | |
| 2058 | Unranked | enterprise-mcp-data-agentmcp · database | Enables secure, privacy-first SQL database interaction via natural language, using local LLM and PostgreSQL with dynamic tool-calling. | No signals yet | No one-command install · Source | |
| 2059 | Unranked | mysql-querymcp · database | A read-only MySQL query service that allows SELECT operations, listing tables, and viewing schemas via MCP protocol. | No signals yet | No one-command install · Source | |
| 2060 | Unranked | agent-checkpoint-mcpmcp · database | A local MCP server that saves work-in-progress checkpoints to SQLite, enabling AI agents to resume interrupted sessions without redoing work. | No signals yet | No one-command install · Source | |
| 2061 | Unranked | mdb-mcp-gatewaymcp · database | A smart MCP gateway that routes AI agents to the right tools using hybrid search (vector + full-text) on MongoDB Atlas, collapsing the retrieval… | No signals yet | No one-command install · Source | |
| 2062 | Unranked | cabinet-assistant-mcp-connectormcp · database | A remote-MCP service enabling Claude to manage Notion tasks and cases and query Supabase data with a preview-confirm pattern for safe writes. | No signals yet | No one-command install · Source | |
| 2063 | Unranked | scopus-mcpmcp · database | Enables AI agents to search and retrieve academic papers, author profiles, and citation data from the Scopus database via MCP tools. | No signals yet | No one-command install · Source | |
| 2064 | Unranked | tinyragmcp · database | Enables LLM agents to access a private knowledge base through MCP by automatically chunking and indexing .txt documents, with zero configuration and… | No signals yet | No one-command install · Source | |
| 2065 | Unranked | db-access-mcpmcp · database | An MCP server that gives AI agents access to configured databases (PostgreSQL, MySQL, Redshift, SQL Server) with SSH/AWS SSM tunnels, pluggable secret… | No signals yet | No one-command install · Source | |
| 2066 | Unranked | recollectmcp · database | Local, cross-agent memory for AI coding agents using a single SQLite file, enabling persistent sessions and durable facts shared across multiple… | No signals yet | No one-command install · Source | |
| 2067 | Unranked | whoop-mcpmcp · database | A local MCP server providing read-only access to WHOOP fitness data via direct OAuth, with a local SQLite cache for offline queries. | No signals yet | No one-command install · Source | |
| 2068 | Unranked | insight-ai-sql-mcp-servermcp · database | Enables querying a PostgreSQL database using natural language by retrieving context from Azure AI Search and generating SQL with Azure OpenAI, with… | No signals yet | No one-command install · Source | |
| 2069 | Unranked | plainquerymcp · database | Query PostgreSQL databases in plain English without writing SQL. | No signals yet | No one-command install · Source | |
| 2070 | Unranked | seedbase-mcpmcp · database | Enables AI assistants to generate realistic, relationship-preserving test data from Seedbase projects into databases. | No signals yet | No one-command install · Source | |
| 2071 | Unranked | texttosql-mcp-servermcp · database | A read-only, schema-aware MCP server that connects to SQL databases and provides tools for refining questions, browsing schema, validating… | No signals yet | No one-command install · Source | |
| 2072 | Unranked | worktrace-mcpmcp · database | A local MCP server that helps AI agents recover missing historical developer context by capturing and indexing screenshots with OCR and embeddings… | No signals yet | No one-command install · Source | |
| 2073 | Unranked | oracle-read-only-mcp-servermcp · database | A read-only MCP server for Oracle databases that enables SQL queries, schema inspection, and data sampling without requiring OCI client libraries. It… | No signals yet | No one-command install · Source | |
| 2074 | Unranked | ai-dbamcp · database | Universal database copilot for diagnostics, operations, and performance analysis via MCP and CLI. | No signals yet | No one-command install · Source | |
| 2075 | Unranked | mcp-guide-schema-querymcp · database | Enables AI tools to understand a database, inspect schema, and run safe SELECT queries with SQL guardrails, plus optional codebase reading. | No signals yet | No one-command install · Source | |
| 2076 | Unranked | stock-rag-mcpmcp · database | Enables RAG-based querying of local stock company data using a local LLM and vector database, providing tools to ask questions, search raw chunks, and… | No signals yet | No one-command install · Source | |
| 2077 | Unranked | fleet-mcp-servermcp · database | Enables semantic search, recommendations, and similar crate lookups for Rust crates via vector embeddings. | No signals yet | No one-command install · Source | |
| 2078 | Unranked | schema-guard-mcpmcp · database | Audits PostgreSQL/Supabase schemas for security issues like missing RLS, permissive policies, and sensitive data exposure during AI conversations. | No signals yet | No one-command install · Source | |
| 2079 | Unranked | mhtl-warehouse-mcp-servermcp · database | Enables Claude to query a local DuckDB warehouse containing mock motorcycle-loan data, with tools for customer search, insights, and read-only SQL… | No signals yet | No one-command install · Source | |
| 2080 | Unranked | movieplexx-mcpmcp · database | MCP server that mirrors and historically archives the current cinema program of Movieplexx Buchholz, enabling queries for showtimes, film details, and… | No signals yet | No one-command install · Source | |
| 2081 | Unranked | mcp-gmail-autosendmcp · database | Enables sending emails via Gmail API, checking thread replies, and listing sent emails, all logged locally in SQLite. | No signals yet | No one-command install · Source | |
| 2082 | Unranked | sqlite-mcp-server-2mcp · database | Enables AI models to execute SQL queries against a SQLite database and receive results as JSON. | No signals yet | No one-command install · Source | |
| 2083 | Unranked | nav-2015-fastmcp-servermcp · database | Provides read-only analytics and metadata exploration for Dynamics NAV 2015 databases, enabling user details, permissions, table schemas, and… | No signals yet | No one-command install · Source | |
| 2084 | Unranked | kbo-localmcp · database | Provides 28 MCP tools to query KBO baseball data, including player stats, pitch arsenal, zone charts, usage patterns, and trend reports using a SQLite… | No signals yet | No one-command install · Source | |
| 2085 | Unranked | sqlproctormcp · database | Enables deterministic semantic verification of agent-generated SQL queries against a git-versioned contract, blocking incorrect queries and returning… | No signals yet | No one-command install · Source | |
| 2086 | Unranked | library-book-mcp-servermcp · database | Read-only MCP server that provides tools to search books, get book details, list authors, and view library statistics from a PostgreSQL database. | No signals yet | No one-command install · Source | |
| 2087 | Unranked | healthledger-mcpmcp · database | A local-first, model-agnostic MCP server that stores personal health data in a SQLite file and provides analysis-ready views for any AI client to log… | No signals yet | No one-command install · Source | |
| 2088 | Unranked | fallbase-mcpmcp · database | Exposes a sovereign SQL database to MCP clients, enabling querying, table creation, insertion, and CSV import/export. | No signals yet | No one-command install · Source | |
| 2089 | Unranked | oracle-mcpmcp · database | Provides AI assistants with secure, structured access to Oracle Database through MCP, enabling SQL execution, metadata exploration, and stored… | No signals yet | No one-command install · Source | |
| 2090 | Unranked | sql-anywhere-mcp-servermcp · database | Enables Claude to read and query SAP SQL Anywhere databases using natural language, with read-only access and SQL query generation. | No signals yet | No one-command install · Source | |
| 2091 | Unranked | mcp-server-mysql-schemamcp · database | Enables AI assistants to explore MySQL database schema — tables, columns, foreign keys, indexes, and relationships — through structured tools and… | No signals yet | No one-command install · Source | |
| 2092 | Unranked | sql-data-mcp-servermcp · database | A custom MCP server that gives Claude Desktop direct access to a SQLite database, enabling natural language questions to be answered through real SQL… | No signals yet | No one-command install · Source | |
| 2093 | Unranked | agentstoremcp · database | Provides agent-scoped persistent storage with namespace isolation and TTL-based retention tiers. Includes a full audit trail and is backed by a single… | No signals yet | No one-command install · Source | |
| 2094 | Unranked | mcp-servemcp · database | Enables natural language management of clients and products via a chat interface, using Gemini LLM and MCP to interact with a SQLite database. | No signals yet | No one-command install · Source | |
| 2095 | Unranked | mysql-db-readermcp · database | Read-only MySQL database access via MCP. Enables listing databases, tables, schemas, running SELECT queries, and EXPLAIN plans. | No signals yet | No one-command install · Source | |
| 2096 | 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 | |
| 2097 | 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 | |
| 2098 | 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 | |
| 2099 | 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 | |
| 2100 | 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 |
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.