Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1701 | Unranked | msfabric-mcpmcp · database | Enables agents to manage Microsoft Fabric workspaces, items, lakehouses, warehouses, and notebooks via the control plane, and run guarded read-only… | No signals yet | No one-command install · Source | |
| 1702 | Unranked | ai-explore-review-loopmcp · database | Enables Claude Code sessions to wait for a durable, exact-head GitHub pull-request review and continue the same review/fix/push loop without polling… | No signals yet | No one-command install · Source | |
| 1703 | Unranked | sqlitemcp · database | Enables MCP clients to interact with pre-registered SQLite databases using aliases, supporting schema inspection, read-only queries, and data… | No signals yet | No one-command install · Source | |
| 1704 | Unranked | local-spark-mcpmcp · database | Provides a stateful local Spark session for running PySpark and SQL cells, enabling local data exploration before deploying to Microsoft Fabric. | No signals yet | No one-command install · Source | |
| 1705 | Unranked | bigquery-mcp-data-agentmcp · database | Enables AI agents to analyze BigQuery datasets through MCP, using tools to inspect datasets and execute read-only SQL queries. | No signals yet | No one-command install · Source | |
| 1706 | Unranked | shop-sqlite-mcpmcp · database | Enables safe, read-only analysis of an online store's SQLite database, providing schema introspection, restricted SELECT queries, and specialized… | No signals yet | No one-command install · Source | |
| 1707 | Unranked | mcp-sqlserver-2mcp · database | A read-only MCP server for Microsoft SQL Server that enables AI agents to safely explore and query SQL Server databases. | No signals yet | No one-command install · Source | |
| 1708 | Unranked | metagraph-mcpmcp · database | Enables enterprise AI agents to query governed data lineage, PII-aware schema documentation, and semantic metadata from SQL logs via MCP, with… | No signals yet | No one-command install · Source | |
| 1709 | Unranked | noteharbor-mcp-2mcp · database | Connects Obsidian Markdown notes as searchable knowledge chunks via MCP tools, enabling semantic vector search and CRUD operations through a layered… | No signals yet | No one-command install · Source | |
| 1710 | Unranked | noteharbor-mcpmcp · database | Provides MCP tools to upsert and search vector-embedded note chunks, enabling semantic retrieval from a PostgreSQL/pgvector backend. | No signals yet | No one-command install · Source | |
| 1711 | Unranked | self-documenting-zero-knowledge-mcp-servermcp · database | This MCP server autonomously introspects SQLite databases to auto-generate CRUD tools and join prompts, while enforcing zero-knowledge security… | No signals yet | No one-command install · Source | |
| 1712 | Unranked | real-estate-actual-pricemcp · database | Enables querying Taiwan real-estate actual-price transaction data through MCP tools, including transaction search, market statistics, area listing… | No signals yet | No one-command install · Source | |
| 1713 | Unranked | localmem-mcp-zhmcp · database | A fully local, offline Chinese-optimized MCP memory server using SQLite and local embeddings, enabling MCP clients to store, semantically search… | No signals yet | No one-command install · Source | |
| 1714 | Unranked | miband-mcpmcp · database | Enables AI to query Xiaomi Mi Band health data (steps, sleep, heart rate) from Gadgetbridge SQLite exports via the MCP protocol, allowing natural… | No signals yet | No one-command install · Source | |
| 1715 | Unranked | mn-mcpmcp · database | Enables retrieval-augmented question answering over Obsidian vaults and document folders, with local embeddings, vector search, and cited source… | No signals yet | No one-command install · Source | |
| 1716 | Unranked | drizzle-sentinel-mcpmcp · database | Enables database governance for Drizzle ORM projects by inspecting schemas, linting migrations for unsafe operations, detecting schema drift, and… | No signals yet | No one-command install · Source | |
| 1717 | Unranked | mcp-campusxmcp · database | A learning project that demonstrates building MCP servers with FastMCP, featuring a demo server with basic tools (dice rolling, addition) and a… | No signals yet | No one-command install · Source | |
| 1718 | Unranked | mastmcp · database | Code-search engine that parses TypeScript and JavaScript with a real AST, stores the symbol graph in SQLite, and serves AI assistants exact matching… | No signals yet | No one-command install · Source | |
| 1719 | Unranked | mcp-data-agentmcp · database | A real MCP server exposing data-analyst tools (SQL querying, schema introspection, stats, charting) over a sales database, with a Gemini agent that… | No signals yet | No one-command install · Source | |
| 1720 | Unranked | policymeshmcp · database | PolicyMesh is a governed agentic data API that enforces SQL validation, role-based access control, PII masking, and audit logging at the MCP tool… | No signals yet | No one-command install · Source | |
| 1721 | Unranked | enterprise-big-data-copilotmcp · database | Enables natural-language queries on Trino big data platforms, generating validated, schema-aware SQL via RAG and local LLM inference, and exposes… | No signals yet | No one-command install · Source | |
| 1722 | Unranked | mcp-vaultmcp · database | A tiny personal MCP server that stores notes and bookmarks in a single SQLite file and exposes them to Claude through tools for adding, searching… | No signals yet | No one-command install · Source | |
| 1723 | Unranked | mcp-local-redesmcp · database | Local MCP server that exposes fleet telemetry queries as tools for language models, enabling natural language questions about vehicle positions… | No signals yet | No one-command install · Source | |
| 1724 | Unranked | financial-agentmcp · database | Enables AI agents to manage personal finances with deterministic, grounded tools for cash-flow projection, drift detection, reconciliation, and… | No signals yet | No one-command install · Source | |
| 1725 | Unranked | db-legacy-migration-agentmcp · database | MCP server that parses legacy relational database schemas (Oracle, DB2, MySQL, MSSQL) and transpiles them to PostgreSQL with generated Prisma schema… | No signals yet | No one-command install · Source | |
| 1726 | Unranked | mcp-server-my-todomcp · database | A minimal MCP server for managing a personal todo list backed by SQLite, allowing users to add, list, complete, and delete todos via natural language. | No signals yet | No one-command install · Source | |
| 1727 | Unranked | pg-analytics-mcpmcp · database | Enables Claude to query a Postgres analytics schema via a read-only MCP server, with tools auto-generated from live database introspection and… | No signals yet | No one-command install · Source | |
| 1728 | Unranked | mcp-devdbmcp · database | A safe, read-only MCP server for local development databases (PostgreSQL and SQLite) that provides guarded introspection tools like schema listing… | No signals yet | No one-command install · Source | |
| 1729 | Unranked | bugpilot-mcp-servermcp · database | Exposes 10 read-only tools for querying synthetic Jira bug data, metrics, trends, and risks via SQLite, enabling AI agents to analyze engineering bugs… | No signals yet | No one-command install · Source | |
| 1730 | Unranked | ot5-mcp-servermcp · database | MCP server providing tools to extract text from PDF, Word, and Excel documents and perform read-only PostgreSQL searches, returning structured JSON… | No signals yet | No one-command install · Source | |
| 1731 | Unranked | local-database-analytics-mcp-servermcp · database | Enables AI assistants like Claude to query, analyze, and summarize local SQLite e-commerce databases using natural language through 11 tools, schema… | No signals yet | No one-command install · Source | |
| 1732 | Unranked | finance-tracking-mcpmcp · database | Tracks personal expenses with tools to add, edit, and summarize expenses, storing data locally in SQLite. | No signals yet | No one-command install · Source | |
| 1733 | Unranked | korean-stats-mcpmcp · database | Enables AI assistants to retrieve real-time official Korean statistics from the KOSIS database through natural language queries, with source… | No signals yet | No one-command install · Source | |
| 1734 | Unranked | devlog-mcpmcp · database | Enables AI coding agents to publish development logs to a Notion blog database via a single tool, handling input validation and Notion storage. | No signals yet | No one-command install · Source | |
| 1735 | Unranked | rolodexmcp · database | A local-first contact management MCP server with SQLite storage and Google Contacts sync, enabling AI agents to upsert, search, log interactions, and… | No signals yet | No one-command install · Source | |
| 1736 | Unranked | ai-usage-mcpmcp · database | Read-only MCP server for querying AI usage metrics (exact tokens, cost, latency, errors, productivity) from a local SQLite database, enabling charts… | No signals yet | No one-command install · Source | |
| 1737 | Unranked | document-evidence-mcpmcp · database | A local document evidence layer for MCP clients that ingests documents (PDF, Office, images) with optional OCR, indexes them in SQLite FTS, and… | No signals yet | No one-command install · Source | |
| 1738 | Unranked | kiro-recallmcp · database | A local MCP memory server for Kiro CLI that provides persistent semantic memory across sessions using SQLite for storage, Ollama for local vector… | No signals yet | No one-command install · Source | |
| 1739 | Unranked | expense-manager-mcp-servermcp · database | Enables natural language management of personal expenses, including adding, updating, deleting, searching, and summarizing expenses stored in a local… | No signals yet | No one-command install · Source | |
| 1740 | Unranked | ministic-fishstickmcp · database | Minimal high-performance MCP server for semantic code indexing and vector search using Bun, SQLite, and Tree-Sitter. It enables AI agents to index… | No signals yet | No one-command install · Source | |
| 1741 | Unranked | mcp-elicitation-and-apps-demomcp · database | MCP server demonstrating elicitation for booking appointments and an interactive MCP App for viewing appointments with SQLite persistence. | No signals yet | No one-command install · Source | |
| 1742 | Unranked | mcp-native-enterprise-integration-hubmcp · database | A governed AI agent platform that exposes GitHub Issues, Jira, and Slack as MCP servers, with mandatory human-in-the-loop approval for all write… | No signals yet | No one-command install · Source | |
| 1743 | Unranked | mcp-powered-video-ragmcp · database | Enables asking natural language questions about local videos, using Whisper transcription, ChromaDB vector storage, and Groq for timestamped answers… | No signals yet | No one-command install · Source | |
| 1744 | Unranked | omnisql-mcpmcp · database | Enables AI assistants to interact with multiple SQL databases (PostgreSQL, MySQL, SQL Server, SQLite, Trino) through MCP, reusing existing DBeaver… | No signals yet | No one-command install · Source | |
| 1745 | Unranked | metamind-vault-ragmcp · database | MCP server for hybrid retrieval over markdown vaults, combining sqlite-vec embeddings and FTS5 keywords with reciprocal rank fusion, plus optional… | No signals yet | No one-command install · Source | |
| 1746 | Unranked | rag-config-generator-mcpmcp · database | Generates RAG pipeline configurations from natural language descriptions, providing recommendations for chunking, embeddings, and vector stores. | No signals yet | No one-command install · Source | |
| 1747 | Unranked | dmc-mcp-servermcp · database | An MCP server that executes SQL queries on TDSQL-C and TDSQL database instances via Tencent Cloud DMC (Data Management Console), leveraging browser… | No signals yet | No one-command install · Source | |
| 1748 | Unranked | sec-filings-vector-databasemcp · database | Turn SEC EDGAR filings into a searchable vector database, enabling natural language queries over company filings through Claude Desktop. | No signals yet | No one-command install · Source | |
| 1749 | Unranked | sqlguard-mcpmcp · database | Enforces safety and governance for SQL queries executed by AI agents, providing read-only enforcement, cost estimation, and audit trails. | No signals yet | No one-command install · Source | |
| 1750 | Unranked | kenning-pg-mcpmcp · database | A secure PostgreSQL Model Context Protocol server that provides read-only database access through tools like schema listing, object inspection, query… | No signals yet | No one-command install · Source | |
| 1751 | Unranked | fastmcp-orders-servermcp · database | Enables querying customer orders from a PostgreSQL database by customer ID or email, with optional minimum amount filtering. | No signals yet | No one-command install · Source | |
| 1752 | Unranked | site-crawler-mcpmcp · database | Enables site-wide crawling of internal links with BFS traversal, time/title/URL filtering, and page operations like summarization and link clicking… | No signals yet | No one-command install · Source | |
| 1753 | Unranked | energy-mcpmcp · database | An MCP server for US electricity demand and weather data that provides tools, resources, and prompts to query hourly demand, daily demand, peak… | No signals yet | No one-command install · Source | |
| 1754 | Unranked | context-ledgermcp · database | Provides local, explicitly scoped memory for coding agents via MCP, storing durable project knowledge in a per-repository SQLite database with tools… | No signals yet | No one-command install · Source | |
| 1755 | Unranked | phx-db-explorer-mcp-servermcp · database | Exposes a SQL Server database schema to AI assistants, enabling discovery of tables, views, stored procedures, functions, indexes, and foreign keys… | No signals yet | No one-command install · Source | |
| 1756 | Unranked | bank-postgres-mcpmcp · database | HTTP MCP server that reads from and writes to a PostgreSQL database (bankdb). Provides tools for querying and managing customer, account, and… | No signals yet | No one-command install · Source | |
| 1757 | Unranked | postgresql-explorer-mcp-servermcp · database | A FastMCP server for read-only introspection of PostgreSQL databases, providing tools to list databases, schemas, tables, columns, and relations. | No signals yet | No one-command install · Source | |
| 1758 | Unranked | sqlite-guard-mcpmcp · database | Enables AI agents to safely work with SQLite databases by enforcing read/write separation, dry-run writes with confirmation, automatic backups, and an… | No signals yet | No one-command install · Source | |
| 1759 | Unranked | mcp-pgvector-searchmcp · database | An MCP server that enables hybrid semantic and keyword retrieval over your documents, using PostgreSQL and pgvector as the backend. It fuses rankings… | No signals yet | No one-command install · Source | |
| 1760 | Unranked | mcp-sql-metricsmcp · database | Exposes read-only PostgreSQL queries as typed MCP tools, enabling natural-language data analysis while keeping raw tables hidden and enforcing safety… | No signals yet | No one-command install · Source | |
| 1761 | Unranked | unsloth-session-memory-mcpmcp · database | A read-only MCP server that lets Unsloth Studio retrieve earlier local chat sessions from its SQLite database, providing tools to list, get, recall… | No signals yet | No one-command install · Source | |
| 1762 | Unranked | cymbal-catering-mcp-servermcp · database | Enables secure, natural language access to private Cloud SQL PostgreSQL data for catering CRM management, exposing database CRUD operations as MCP… | No signals yet | No one-command install · Source | |
| 1763 | Unranked | pg-cve-mcpmcp · database | Query CVEs, yanked releases, known exploits, and upgrade paths for any PostgreSQL version directly from your AI assistant. | No signals yet | No one-command install · Source | |
| 1764 | Unranked | atlas-scoutmcp · database | Atlas Scout is a local, read-only MCP server for structural code navigation. It builds a disposable SQLite index inside each workspace and provides… | No signals yet | No one-command install · Source | |
| 1765 | Unranked | orphnet-d1-eloquent-mcpmcp · database | Enables Claude and MCP clients to introspect, generate, and execute d1-eloquent project operations (models, migrations, schema, seeders, factories… | No signals yet | No one-command install · Source | |
| 1766 | Unranked | cartographmcp · database | Cartograph is an MCP server that provides agent-native code intelligence by building a queryable code graph from a repository using tree-sitter and… | No signals yet | No one-command install · Source | |
| 1767 | Unranked | rapid7-bulk-export-mcpmcp · database | Exports vulnerability and asset data from Rapid7 Command Platform via the Bulk Export API into a local DuckDB database, enabling AI assistants to run… | No signals yet | No one-command install · Source | |
| 1768 | Unranked | mcp-issue-trackermcp · database | Enables interaction with a local SQLite-backed issue tracker, offering full CRUD operations (search, fetch, summarize, create, comment, close/reopen)… | No signals yet | No one-command install · Source | |
| 1769 | Unranked | text-to-sql-mcpmcp · database | MCP server that translates natural-language questions into SQL, validates every query structurally, and executes approved read-only queries against a… | No signals yet | No one-command install · Source | |
| 1770 | Unranked | ragic-mcpmcp · database | Enables AI agents to interact with Ragic databases via MCP protocol, supporting form exploration, data CRUD, approval, and locking operations. | No signals yet | No one-command install · Source | |
| 1771 | Unranked | mcp-data-clustermcp · database | Enables natural language querying of PostgreSQL via MCP, combining SQL, vector search, and knowledge graph with automatic routing and token-aware… | No signals yet | No one-command install · Source | |
| 1772 | Unranked | recallantmcp · database | Self-hosted governed project memory for coding agents, recording decisions, checkpoints, evidence, review state, and agent activity in PostgreSQL with… | No signals yet | No one-command install · Source | |
| 1773 | Unranked | avge-enginemcp · database | Vector illustration tools for AI agents — create scenes, characters, and graphics with shapes, armatures, materials, and rendering. | No signals yet | No one-command install · Source | |
| 1774 | Unranked | spip-sql-mcp-servermcp · database | Provides read-only Microsoft SQL Server database access to AI agents with row-level security, enabling SELECT queries, table metadata, and schema… | No signals yet | No one-command install · Source | |
| 1775 | Unranked | rockin-workermcp · database | MCP server that exposes tools to search and list GitHub repositories synced to SQLite, enabling natural language queries for top repos by stars or by… | No signals yet | No one-command install · Source | |
| 1776 | Unranked | mysql-context-mcpmcp · database | Enables agents to pull compact MySQL row diffs into their context, supporting before/after changes via triggers or watermark-based updates, with tools… | No signals yet | No one-command install · Source | |
| 1777 | Unranked | mcp-pdf-to-pgvectormcp · database | MCP server that ingests PDF documents into pgvector for semantic search and RAG pipelines. It handles extraction, chunking, local embeddings, and… | No signals yet | No one-command install · Source | |
| 1778 | Unranked | open-review-assistantmcp · database | Provides a privacy-first adaptive review engine with local SQLite storage, enabling item creation, due review retrieval, grading, and statistics via… | No signals yet | No one-command install · Source | |
| 1779 | Unranked | forge-repo-mcpmcp · database | This MCP server enables automated maintenance and code analysis for Python/pytest repositories in isolated Docker environments. It supports read-only… | No signals yet | No one-command install · Source | |
| 1780 | Unranked | pdca-mcpmcp · database | Provides read-only query tools for PDCA dealer data (stores, sell-in/out, five-kit, meetings, targets) from production PostgreSQL for AI assistants… | No signals yet | No one-command install · Source | |
| 1781 | Unranked | offshore-leaks-icijmcp · database | Enables users to check names against the ICIJ Offshore Leaks database for compliance and AML due diligence. Provides a single read-only tool… | No signals yet | No one-command install · Source | |
| 1782 | Unranked | bitomcp · database | Verifies death records for Brazilian CPF numbers against official databases via MCP, with prepaid credits and no credentials required. | No signals yet | No one-command install · Source | |
| 1783 | Unranked | whatsapp-profilesmcp · database | Enables local querying of WhatsApp message history via SQLite, with profile separation, media transcription, and operational summaries. | No signals yet | No one-command install · Source | |
| 1784 | Unranked | mcp-rag-webmcp · database | MCP server for semantic search over PDF documents using RAG, pgvector, and OpenAI embeddings. Includes a web app for document upload and management. | No signals yet | No one-command install · Source | |
| 1785 | Unranked | anydocsmcp · database | Provides fast, token-efficient search over coding agent documentation (e.g., Claude Code, Cursor) using local SQLite FTS5 indexing, with tools for… | No signals yet | No one-command install · Source | |
| 1786 | Unranked | flutter-analysis-engine-mcpmcp · database | Local-first MCP server providing deterministic Flutter/Dart static analysis, knowledge search, and project review with structured insights and… | No signals yet | No one-command install · Source | |
| 1787 | Unranked | syncofimamcp · database | MCP server for querying OFIMA data replicated to Supabase, providing tools to list tables, describe schemas, query data, count rows, and run custom… | No signals yet | No one-command install · Source | |
| 1788 | Unranked | google-activity-assistantmcp · database | MCP server for querying your local Google Takeout activity (Search/YouTube history) via SQLite/FTS5. Provides tools for keyword search, activity… | No signals yet | No one-command install · Source | |
| 1789 | Unranked | nikitadatar-vectordecisionsmcp · database | AI governance with GATRI trust scoring, kill-switch enforcement, and EU AI Act compliance. | No signals yet | No one-command install · Source | |
| 1790 | Unranked | ask-your-databasemcp · database | Enables natural language queries against a Postgres database through MCP tools for listing tables, describing schemas, and running SQL queries, with… | No signals yet | No one-command install · Source | |
| 1791 | Unranked | basicdeploy-mcp-servermcp · database | Enables AI agents to create and manage BasicDeploy containers with PostgreSQL, S3 storage, and public URLs, including deploying apps, running… | No signals yet | No one-command install · Source | |
| 1792 | Unranked | rag-langgraph-mcp-servermcp · database | Exposes a RAG agent built with LangGraph, enabling retrieval-augmented question answering over a PostgreSQL/pgvector corpus via the MCP protocol. | No signals yet | No one-command install · Source | |
| 1793 | Unranked | psql-mcpmcp · database | A hardened, read-only Postgres MCP server that enables LLMs to safely query databases without write, DDL, shell, or credential exposure. | No signals yet | No one-command install · Source | |
| 1794 | Unranked | warehouse-mcp-servermcp · database | An MCP server that provides safe, read-only access to a PostgreSQL warehouse, enabling schema introspection, guarded SQL queries, and truncated result… | No signals yet | No one-command install · Source | |
| 1795 | Unranked | copilot-insights-mcp-servermcp · database | Enables AI agents to query Microsoft Copilot Studio telemetry and governance data in plain English, pulling from multiple Azure and M365 APIs into a… | No signals yet | No one-command install · Source | |
| 1796 | Unranked | mm-ibkr-mcpmcp · database | MCP server for Interactive Brokers that enables account monitoring, order preview, trade execution, and basket trading with human-in-the-loop approval… | No signals yet | No one-command install · Source | |
| 1797 | Unranked | scitrace-mcp-servermcp · database | Enables AI agents to record and query reasoning steps in SQLite, offloading trace data from the context window, with DAG support and persistent… | No signals yet | No one-command install · Source | |
| 1798 | Unranked | mysql-mcp-pluginmcp · database | Provides MySQL access with configurable per-connection capabilities, enabling secure read-only or writable database operations through Claude Code and… | No signals yet | No one-command install · Source | |
| 1799 | Unranked | library-mcp-2mcp · database | MCP server for college library management, enabling book issuance, returns, inventory management, and availability checks via MySQL. | No signals yet | No one-command install · Source | |
| 1800 | Unranked | wsqlite-mcpmcp · database | MCP server that bridges AI agents with WSQLite, enabling search, design, and deployment of high-performance SQLite-backed services with… | 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.