Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1901 | Unranked | sqmcpalmcp · database | An MCP server that enables MCP-compatible AI tools to read-only query Azure Database for PostgreSQL Flexible Server using your existing Azure CLI… | No signals yet | No one-command install · Source | |
| 1902 | Unranked | discord-text2sql-mcpmcp · database | This MCP server provides a local-first Text2SQL assistant for Discord, allowing users to query BIRD Mini-Dev SQL databases through natural language… | No signals yet | No one-command install · Source | |
| 1903 | Unranked | mcp-mssql-securemcp · database | A Model Context Protocol server for Microsoft SQL Server and Azure SQL Database with permission-based access modes (read-only, DML, full) and security… | No signals yet | No one-command install · Source | |
| 1904 | Unranked | android-sqlite-mcpmcp · database | Enables AI agents to directly access and query Android app databases (SQLite/Room) via ADB, supporting schema inspection and live SQL CRUD operations. | No signals yet | No one-command install · Source | |
| 1905 | Unranked | legal-mcp-server-2mcp · database | A Model Context Protocol server for legal document search and retrieval, powered by Azure Cosmos DB and Voyage AI embeddings, exposing 12 tools for… | No signals yet | No one-command install · Source | |
| 1906 | Unranked | ezauto-mcp-learning-servermcp · database | MCP server for AI-powered roadside assistance case management, exposing SQLite-backed tools for querying case counts, statuses, and summaries through… | No signals yet | No one-command install · Source | |
| 1907 | Unranked | aca-poc-mcp-tools-servermcp · database | Provides financial audit reporting and ledger query tools for AI agents, enabling generation of compliance, risk, and transaction reports and querying… | No signals yet | No one-command install · Source | |
| 1908 | Unranked | home-credit-mcpmcp · database | MCP server that lets any LLM client query the Home Credit Default Risk SQLite database (307,511 loan applications) through 7 read-only tools, 4… | No signals yet | No one-command install · Source | |
| 1909 | Unranked | fansly-mcpmcp · database | MCP server for Fansly account analytics using your own session, storing metrics in local SQLite. Provides tools for profile metrics, post performance… | No signals yet | No one-command install · Source | |
| 1910 | Unranked | mcp-database-performance-analyzermcp · database | An MCP server that analyzes SQL schemas, generates realistic test data, benchmarks queries, and provides optimization recommendations to improve… | No signals yet | No one-command install · Source | |
| 1911 | Unranked | nl-to-sql-mcpmcp · database | MCP server enabling natural-language querying of SQLite databases via schema discovery, GraphRAG retrieval, and safely guarded read-only SQL… | No signals yet | No one-command install · Source | |
| 1912 | Unranked | jarvis-mcp-servermcp · database | Provides Claude with tools to read/write an Obsidian vault, query a local SQLite database, and manage files, accessible from any device via OAuth over… | No signals yet | No one-command install · Source | |
| 1913 | Unranked | chistmcp · database | MCP server for unified full-text search across chat histories from Claude Code, Codex, Cursor CLI, and Antigravity CLI, using SQLite FTS5. Provides… | No signals yet | No one-command install · Source | |
| 1914 | Unranked | power-defect-analysis-mcpmcp · database | Enables querying and analysis of thermal power plant defects and work orders through fixed, parameterized SQL tools. Provides 8 core tools plus… | No signals yet | No one-command install · Source | |
| 1915 | Unranked | sint-memorymcp · database | Structured agent memory system with hash-chain provenance, temporal decay, drift detection, provenance archaeology, vector embeddings, and git… | No signals yet | No one-command install · Source | |
| 1916 | Unranked | contextguard-sql-agent-mcp-servermcp · database | A metadata-guided, read-only SQL analysis MCP server for DataHub that helps agents perform safe analytical queries using DataHub schema, lineage… | No signals yet | No one-command install · Source | |
| 1917 | Unranked | ltm-mcp-servermcp · database | Enables MCP-capable AI to perform read-only semantic search over a local document corpus stored in Postgres with pgvector, using mxbai-embed-large… | No signals yet | No one-command install · Source | |
| 1918 | Unranked | wechat-msg-mcpmcp · database | Provides AI clients read-only access to WeChat chat history by extracting and decrypting the local Mac database, enabling search, summary, and… | No signals yet | No one-command install · Source | |
| 1919 | Unranked | agentsquadmcp · database | This MCP server acts as a message broker for AI agents, enabling them to register, discover each other, form persistent squads or ad-hoc teams, and… | No signals yet | No one-command install · Source | |
| 1920 | Unranked | agentwispermcp · database | MCP-based message broker enabling AI agents to coordinate through P2P messaging, RPC, and pub/sub, with persistent squads and ad-hoc teams. It… | No signals yet | No one-command install · Source | |
| 1921 | Unranked | iris-bi-agentmcp · database | Enables verifiable business intelligence over federated data sources, supporting semantic queries, drill-down to source rows, and raw SQL with… | No signals yet | No one-command install · Source | |
| 1922 | Unranked | wiki-rag-mcpmcp · database | Enables searching enterprise wiki content via vector embeddings, using Qdrant for storage and FastMCP for SSE-based tool exposure. | No signals yet | No one-command install · Source | |
| 1923 | Unranked | soft1-mcpmcp · database | Enables read-only analysis of Soft1 ERP databases through guarded T-SQL queries, schema discovery, knowledge search, and CSV/XLSX exports. | No signals yet | No one-command install · Source | |
| 1924 | Unranked | duckdb-mcp-server-2mcp · database | A beginner-friendly MCP server that exposes a run_sql tool for querying a DuckDB employee database, returning results as Markdown tables. It enables… | No signals yet | No one-command install · Source | |
| 1925 | Unranked | employee-mcp-servermcp · database | MCP server that connects Claude to a MySQL employees database, enabling listing, searching, adding, and analyzing employee records through natural… | No signals yet | No one-command install · Source | |
| 1926 | Unranked | workshop-assistantmcp · database | Enables AI assistants to query a garage workshop database for live information on open jobs, vehicle history, parts availability, and bookings, and to… | No signals yet | No one-command install · Source | |
| 1927 | Unranked | db-performance-mcpmcp · database | A Python-based MCP server that analyzes PostgreSQL query plans, suggests indexes, and checks pagination safety to help optimize database performance. | No signals yet | No one-command install · Source | |
| 1928 | Unranked | agent-bridge-2mcp · database | An MCP central server that lets multiple AI agents (e.g., Claude Code, kimi-code) exchange private messages, shared channel broadcasts, and unified… | No signals yet | No one-command install · Source | |
| 1929 | Unranked | stape-mcp-servermcp · database | Enables AI agents to manage Stape.io infrastructure, including container management, custom domains, power-ups, request logs, and Stape Store NoSQL… | No signals yet | No one-command install · Source | |
| 1930 | Unranked | aiquerylab-mcp-servermcp · database | Enables AI to execute SQL queries against MySQL and ClickHouse connections, retrieve and manage results, and inject them into the aiQueryLab VSCode… | No signals yet | No one-command install · Source | |
| 1931 | Unranked | gong-nl-db-mcpmcp · database | Enables read-only querying of the gong-nl-db Postgres database through natural language via Claude Desktop. | No signals yet | No one-command install · Source | |
| 1932 | Unranked | openviking-grok-mcp-proxymcp · database | Bridges Grok CLI to an OpenViking context database over MCP, enabling memory and code tools like recall, search, and resource management. | No signals yet | No one-command install · Source | |
| 1933 | Unranked | homestackmcp · database | MCP server that exposes personal device data from sources like Oura into a unified SQLite store, allowing Claude to answer questions across metrics… | No signals yet | No one-command install · Source | |
| 1934 | Unranked | webcake-mcpmcp · database | Receives Webcake webhooks to store orders/leads in SQLite and exposes MCP tools for Claude to list, search, and retrieve order details. | No signals yet | No one-command install · Source | |
| 1935 | Unranked | claude-boardroommcp · database | A local MCP server enabling multiple Claude Code and Claude Desktop conversations to exchange messages through a shared SQLite file, with a UI for… | No signals yet | No one-command install · Source | |
| 1936 | Unranked | sql-mcp-2mcp · database | Formats SQL queries with support for 14 dialects, keyword casing, and tab width. | No signals yet | No one-command install · Source | |
| 1937 | Unranked | ainative-postgres-mcpmcp · database | Zero-config PostgreSQL MCP server with auto-provisioning. Drop-in replacement for @modelcontextprotocol/server-postgres — no DATABASE_URL needed. | No signals yet | No one-command install · Source | |
| 1938 | Unranked | orgintelmcp · database | Analyzes Salesforce permission architecture (profiles, permission sets, groups) to support RBAC remediation. It snapshots the permission model into… | No signals yet | No one-command install · Source | |
| 1939 | Unranked | datapilot-ai-mcp-servermcp · database | Enables natural language data analysis on uploaded CSV files by converting them to SQLite and exposing read-only database tools via MCP. Integrates… | No signals yet | No one-command install · Source | |
| 1940 | Unranked | ai-orchestrator-mcpmcp · database | Enables AI agents to interact with heterogeneous databases (MySQL, MongoDB, BigQuery) through MCP tools, allowing natural language queries and… | No signals yet | No one-command install · Source | |
| 1941 | Unranked | mcp-sqlite-rbac-demomcp · database | A secure MCP server that exposes a SQLite database to AI agents with Role-Based Access Control, supporting authentication, customer/order/user… | No signals yet | No one-command install · Source | |
| 1942 | Unranked | oscar-mcp-servermcp · database | A read-only MCP server that allows AI assistants to analyze CPAP/BiPAP therapy data from OSCAR by querying its local SQLite database, with privacy… | No signals yet | No one-command install · Source | |
| 1943 | Unranked | hotel-booking-mcp-servermcp · database | An MCP server that connects AI assistants like Claude to a Microsoft SQL Server hotel booking database, exposing tools to query customers, rooms, and… | No signals yet | No one-command install · Source | |
| 1944 | Unranked | expense-tracker-mcp-server-4mcp · database | An MCP server that lets AI assistants add, list, and summarize personal expenses using natural language, backed by SQLite. | No signals yet | No one-command install · Source | |
| 1945 | Unranked | company-documents-mcp-servermcp · database | Manages company document metadata and URLs in a local SQLite database, with automatic summarization via Mistral OCR and Chat Completions API. | No signals yet | No one-command install · Source | |
| 1946 | Unranked | stay-search-mcpmcp · database | Enables searching and comparing Airbnb (Korea) and Yanolja accommodation prices, with tools for price distribution, historical trends, and snapshot… | No signals yet | No one-command install · Source | |
| 1947 | Unranked | local-dev-toolsmcp · database | A read-only MCP server providing SQLite querying, port checking, and git diff summary tools for local development. | No signals yet | No one-command install · Source | |
| 1948 | Unranked | mcp-ecotaxamcp · database | Enables querying a local cache of EcoTaxa data via SQL, with tools for table inspection, SQL queries, TSV export, and enrichment from EcoPart and… | No signals yet | No one-command install · Source | |
| 1949 | Unranked | sndevore77-glp1searchmcp · database | GLP-1 provider directory, peptide database, and medication comparison tools. | No signals yet | No one-command install · Source | |
| 1950 | Unranked | ts-mcp-durable-browser-automationmcp · database | MCP server for robust browser automation of legacy web portals, featuring exactly-once execution via an SQLite-backed idempotency lock and resilient… | No signals yet | No one-command install · Source | |
| 1951 | Unranked | multi-database-crud-mcp-servermcp · database | Exposes typed MCP tools for product CRUD operations, supporting SQLite, PostgreSQL, and planned MySQL. | No signals yet | No one-command install · Source | |
| 1952 | Unranked | personal-reflection-mcpmcp · database | A FastMCP server for journaling, habit tracking, and task management with SQLite storage. | No signals yet | No one-command install · Source | |
| 1953 | Unranked | tg-mcp-spymcp · database | Caches Telegram channel posts locally in SQLite and exposes them via MCP tools for querying and management. | No signals yet | No one-command install · Source | |
| 1954 | Unranked | agentbraidmcp · database | A local-first MCP orchestration server that uses Codex as lead planner and Antigravity as host to delegate and review bounded tasks with Git… | No signals yet | No one-command install · Source | |
| 1955 | Unranked | meridian-commercial-intelligence-mcp-servermcp · database | Provides governed, deterministic SQL tools over DuckDB for querying sales pipeline data, returning verified results with full source traces. Enables… | No signals yet | No one-command install · Source | |
| 1956 | Unranked | factorio-docs-mcpmcp · database | Synchronizes Factorio mod API docs to a local SQLite index, enabling search, version comparison, and migration checklists via MCP tools. | No signals yet | No one-command install · Source | |
| 1957 | Unranked | semdexmcp · database | A local MCP server that parses codebases into semantic chunks, indexes them in SQLite with vector embeddings, and exposes MCP tools for LLM agents to… | No signals yet | No one-command install · Source | |
| 1958 | Unranked | datahub-okf-governed-querymcp · database | Security-focused MCP adapter that combines read-only DataHub metadata with a reviewed OKF-derived policy IR to execute closed, typed SQL queries… | No signals yet | No one-command install · Source | |
| 1959 | Unranked | kernel-mcpmcp · database | Provides a persistent Jupyter kernel for executing code, inspecting variables and dataframes, and checking SQL query plans, enabling agents to work… | No signals yet | No one-command install · Source | |
| 1960 | Unranked | aint-mcpmcp · database | Modular MCP server integrating Redmine, SQL Server, and GitLab for investigating incidents, enabling issue tracking, database queries, and merge… | No signals yet | No one-command install · Source | |
| 1961 | Unranked | sql-stewardmcp · database | A governed SQL gateway that exposes typed tools to AI agents, compiling safe read-only queries from a semantic layer while blocking PII before… | No signals yet | No one-command install · Source | |
| 1962 | Unranked | sql-explorer-mcpmcp · database | Read-only MCP server for SQL databases (SQL Server, Postgres, SQLite) with multi-server support and three-layer safety using AST validation and… | No signals yet | No one-command install · Source | |
| 1963 | Unranked | datasearcher-mcpmcp · database | Connects databases to AI assistants, enabling natural language data analysis, cross-database queries, automated insights, and visualizations. | No signals yet | No one-command install · Source | |
| 1964 | Unranked | hive-mcp-cdnmcp · database | A caching MCP server for A2A capabilities that stores and retrieves arbitrary objects with ETag support, two-tier LRU/SQLite storage, and x402… | No signals yet | No one-command install · Source | |
| 1965 | Unranked | srotzin-hive-cdnmcp · database | Edge cache layer for agent-to-agent communication with two-tier LRU and SQLite storage, ETag support, and USDC metering. | No signals yet | No one-command install · Source | |
| 1966 | Unranked | zero-trust-mcpmcp · database | A lightweight, local-first MCP server that enforces zero-trust data privacy for AI agents by encrypting tool call payloads locally using AES-256-GCM… | No signals yet | No one-command install · Source | |
| 1967 | Unranked | champollion-sulcal-mcpmcp · database | Exposes each stage of the Champollion sulcal embedding pipeline as MCP tools, enabling agents to run, monitor, and debug the pipeline without manual… | No signals yet | No one-command install · Source | |
| 1968 | Unranked | plureslm-mcpmcp · database | Provides persistent vector memory with semantic search and P2P synchronization across devices for AI assistants. | No signals yet | No one-command install · Source | |
| 1969 | Unranked | mcp-server-datamcp · database | Enables AI agents to query a SQLite database using natural language through the Model Context Protocol (MCP). Includes security guardrails that block… | No signals yet | No one-command install · Source | |
| 1970 | Unranked | pg-mcp-bridgemcp · database | A local stdio MCP bridge that enables Cursor to interact with a remote PostgreSQL database through a PHP/Apache HTTP tunnel. | No signals yet | No one-command install · Source | |
| 1971 | Unranked | pg-readonly-mcpmcp · database | Enables read-only exploration of a Postgres database using natural language, with multiple safety layers to prevent any modifications. | No signals yet | No one-command install · Source | |
| 1972 | Unranked | knocophmcp · database | Transforms TypeScript and JavaScript codebases into a persistent code knowledge graph in SQLite, enabling structural codebase navigation via… | No signals yet | No one-command install · Source | |
| 1973 | Unranked | mcp-postgres-guardmcp · database | An MCP server that enables AI agents to securely interact with PostgreSQL databases with least-privilege scopes, PII masking, and human approval for… | No signals yet | No one-command install · Source | |
| 1974 | Unranked | datadiffermcp · database | Enables AI agents to compare database tables using read-only tools, with credentials managed locally and never exposed to the model. | No signals yet | No one-command install · Source | |
| 1975 | Unranked | mcp-recallmcp · database | A self-hosted MCP memory server that gives AI assistants persistent, semantic memory by storing facts as vector embeddings locally, supporting… | No signals yet | No one-command install · Source | |
| 1976 | Unranked | delapanmcp · database | MCP server that grounds AI answers in a local, maintained knowledge base and optionally fills gaps from the web, fully local with SQLite. | No signals yet | No one-command install · Source | |
| 1977 | Unranked | web2kbmcp · database | Enables AI assistants to fetch webpages, convert them to Markdown, index into SQLite FTS5, and query the knowledge base through MCP tools. | No signals yet | No one-command install · Source | |
| 1978 | Unranked | fde-week3-agentmcp · database | MCP server that exposes tools for natural-language querying of the Chinook SQLite database, enabling agents to discover schema and execute read-only… | No signals yet | No one-command install · Source | |
| 1979 | Unranked | garmin-mcp-localmcp · database | A local MCP server that caches Garmin Connect data in SQLite for fast, read-only queries, with tools for bulk import, rate-limited sync, and failure… | No signals yet | No one-command install · Source | |
| 1980 | Unranked | generate-tech-stackmcp · database | Visual tech-stack inventory of any codebase: languages, frameworks, databases, AI SDKs, infra. | No signals yet | No one-command install · Source | |
| 1981 | Unranked | markboxmcp · database | A local notes app that enables AI tools to manage notes via MCP (list, get, create, update, delete) using the same SQLite database as the GUI. | No signals yet | No one-command install · Source | |
| 1982 | Unranked | codelens-mcpmcp · database | A local MCP server that enables LLM clients like Claude to perform semantic code search and answer questions about a codebase using tree-sitter… | No signals yet | No one-command install · Source | |
| 1983 | Unranked | memtreemcp · database | Collects session JSONL from Codex and Claude Code into local SQLite memory, exposed through MCP with tools for memory context, search, get, put… | No signals yet | No one-command install · Source | |
| 1984 | Unranked | cnes-mcp-testmcp · database | Read-only MCP server for querying Brazilian CNES health establishment data in PostgreSQL, enabling AI-assisted database exploration and analysis. | No signals yet | No one-command install · Source | |
| 1985 | Unranked | kond-royalties-agentmcp · database | MCP server for querying artist royalty performance in Brazilian Portuguese, using natural language, charts, and PDF reports from a Postgres database. | No signals yet | No one-command install · Source | |
| 1986 | Unranked | agent-handoff-protocolmcp · database | Enables durable agent session transfer between machines by serializing state, provisioning sandboxes, and metering costs via MCP tools over a… | No signals yet | No one-command install · Source | |
| 1987 | Unranked | citation-safemcp · database | Deterministic legal citation verification for AI-generated legal briefs. Three-layer verification: CourtListener database lookup, quote-match against… | No signals yet | No one-command install · Source | |
| 1988 | Unranked | memgatemcp · database | Access control, conflict resolution, and audit for shared agent memory. Policy-gated memory tools over Postgres + pgvector, exposed via MCP. | No signals yet | No one-command install · Source | |
| 1989 | Unranked | refinedatamcpmcp · database | Provides data preparation, anonymization, and processing tools for AI agents, handling big data with Polars and DuckDB. | No signals yet | No one-command install · Source | |
| 1990 | Unranked | urmusic-mcpmcp · database | A personal MCP server that analyzes your Spotify streaming history locally, enabling queries, artist insights, and recommendations using a local… | No signals yet | No one-command install · Source | |
| 1991 | Unranked | multi-tenant-analytics-mcpmcp · database | Enables e-commerce clients to query their own analytics data in plain English with strict tenant isolation enforced by the database. | No signals yet | No one-command install · Source | |
| 1992 | Unranked | mcp-pocket-memorymcp · database | Persistent memory storage using SQLite for AI agents to store, search, update, and manage contextual memory via the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 1993 | Unranked | corpus-search-mcpmcp · database | A local, private hybrid-search MCP server for searching markdown notes using BM25 + vector fusion with local embeddings via Ollama. | No signals yet | No one-command install · Source | |
| 1994 | Unranked | arknights-intelligence-mcpmcp · database | Provides read-only Arknights intelligence over MCP, enabling structured queries about stages, enemies, operators, and modules with region tagging and… | No signals yet | No one-command install · Source | |
| 1995 | Unranked | hermes-crawler-mcp-servicemcp · database | A single-process MCP server that crawls web pages, handles anti-bot challenges, converts HTML to Markdown, and caches results in PostgreSQL, providing… | No signals yet | No one-command install · Source | |
| 1996 | Unranked | spanner-mcp-servermcp · database | Enables read-only SQL queries and schema introspection for Google Cloud Spanner, supporting both GoogleSQL and PostgreSQL dialects. | No signals yet | No one-command install · Source | |
| 1997 | Unranked | claims-data-mcp-servermcp · database | Enables natural language querying of healthcare claims data by exposing a SQLite database with read-only SQL tools, allowing users to ask questions in… | No signals yet | No one-command install · Source | |
| 1998 | Unranked | mcp-commerce-servermcp · database | Enables natural-language querying of e-commerce data (products, users, orders) from a PostgreSQL database, using a Hugging Face model for safe intent… | No signals yet | No one-command install · Source | |
| 1999 | Unranked | memorypatchmcp · database | A local MCP memory server for AI agents to manage memory with evidence-backed, versioned mutations, using SQLite with FTS5 for storage and search. | No signals yet | No one-command install · Source | |
| 2000 | Unranked | oracle-unshipped-orders-mcpmcp · database | Enables retrieval of unshipped orders from an Oracle/Blue Yonder WMS database, filtering by customer and excluding shipped items. | 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.