Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 99.897 | genai-toolboxmcp · database | Provides a secure, configurable interface for executing pre-defined queries against multiple database systems including PostgreSQL, MySQL, SQL Server… | 16,293 stars · 1,706 forks · passed install test | No one-command install · Source | |
| 2 | 89.532 | z80-cryo-blockchainmcp · database | Provides a powerful Ethereum blockchain data extraction and analysis interface using Cryo and DuckDB, enabling efficient SQL-based querying of… | 91 stars · 11 forks | No one-command install · Source | |
| 3 | 87.567 | jasondsmith72-connectwise-manage-apimcp · database | Bridges Claude with the ConnectWise Manage API through a SQLite database built from API definitions, enabling natural language search, categorized… | 18 stars · 27 forks | No one-command install · Source | |
| 4 | 85.988 | rampmcp · database | Provides a bridge to Ramp's Developer API, enabling financial data analysis through an ephemeral SQLite database that loads corporate transactions… | 34 stars · 18 forks | No one-command install · Source | |
| 5 | 84.751 | campusx-expense-trackermcp · database | Tracks personal expenses through SQLite database with 20 predefined categories, enabling expense recording, date-range filtering, and spending… | 23 stars · 17 forks | No one-command install · Source | |
| 6 | 79.139 | sholajegede-todo-neon-kindemcp · database | Integrates Neon PostgreSQL with Kinde authentication to provide persistent todo management with user isolation, CRUD operations, and freemium billing… | 23 stars · 7 forks | No one-command install · Source | |
| 7 | 76.502 | webdevtodayjason-a2amcpmcp · database | Coordinates multiple AI agents working on shared codebases through Redis-backed infrastructure that provides real-time messaging, file locking to… | 20 stars · 5 forks | No one-command install · Source | |
| 8 | 74.783 | kydlikebtc-binance-spot-tradingmcp · database | Integrates with Binance spot trading API to enable automated cryptocurrency trading strategies using SQLite for data storage and secure credential… | 14 stars · 8 forks | No one-command install · Source | |
| 9 | 72.060 | luisrincon23-sec-edgarmcp · database | Integrates with the SEC EDGAR database to retrieve company filings, financial data, and structured XBRL information for financial analysis and… | 16 stars · 3 forks | No one-command install · Source | |
| 10 | 70.579 | tradercjz-dolphindbmcp · database | Provides a bridge between DolphinDB time-series database and natural language interaction, enabling data querying and manipulation without complex… | 7 stars · 7 forks | No one-command install · Source | |
| 11 | 70.328 | peoplesoft-mcp-servermcp · database | A Model Context Protocol (MCP) server that enables AI assistants to query and understand PeopleSoft HCM databases. It provides semantic tools for HR… | 12 stars · 4 forks | No one-command install · Source | |
| 12 | 69.255 | zhangzhongnan928-blockchain-signermcp · database | Enables secure blockchain interactions with user-controlled private keys and transaction signing, featuring a Node.js backend, PostgreSQL database… | 10 stars · 5 forks | No one-command install · Source | |
| 13 | 67.193 | quicken-mcp-servermcp · database | Converts Quicken QIF files into a queryable DuckDB database and exposes financial data through MCP tools, enabling LLMs to query transactions… | 16 stars · 1 fork | No one-command install · Source | |
| 14 | 66.172 | ww11-max-csmarmcp · database | CSMAR Chinese financial database access covering 240+ datasets for securities and accounting research. | 11 stars · 2 forks | No one-command install · Source | |
| 15 | 63.896 | maximbilan-moneywizmcp · database | Integrates with MoneyWiz personal finance data through SQLite database exports to provide account management, transaction analysis, spending trend… | 8 stars · 3 forks | No one-command install · Source | |
| 16 | 62.472 | kvantra-dev-nouz-mcpmcp · database | Semantic knowledge graph for Obsidian. Three modes (pure graph / semantic classification / strict hierarchy), local embeddings, sign classification… | 18 stars | No one-command install · Source | |
| 17 | 57.245 | leehack-sec-edgarmcp · database | Retrieves company financial data from SEC EDGAR database with financial statement analysis and investment research tools | 7 stars · 1 fork | No one-command install · Source | |
| 18 | 54.833 | drillrmcp · database | Financial data MCP for AI agents: 90+ SQL tables, SEC filings, earnings transcripts, and alternative data. | 9 stars | No one-command install · Source | |
| 19 | 53.790 | vanna-ai-mcp-servermcp · database | An MCP server that uses Vanna AI and Azure OpenAI to translate natural language questions into SQL queries and execute them against a SQLite financial… | 1 star · 4 forks | No one-command install · Source | |
| 20 | 52.443 | mcp-perfex-crm-2mcp · database | High-performance MCP server providing direct MySQL access to Perfex CRM, enabling fast and secure management of customers, invoices, projects, and… | 3 stars · 3 forks | No one-command install · Source | |
| 21 | 49.118 | personal-finance-trackermcp · database | A lightweight MCP server for tracking personal expenses, income, and budget summaries using SQLite. | 4 stars · 1 fork | No one-command install · Source | |
| 22 | 46.654 | guardvibemcp · database | Security scanner for AI-generated code with 330+ rules covering Next.js, Supabase, Stripe, Prisma, and the full vibe-coding stack. | 5 stars | No one-command install · Source | |
| 23 | 44.256 | at0mxploit-trackormcp · database | Personal expense tracking and financial management through SQLite database operations. | 3 stars · 1 fork | No one-command install · Source | |
| 24 | 43.275 | cdata-myob-accountrightmcp · database | Transforms MYOB AccountRight accounting data into SQL-queryable format using JDBC connectivity, enabling database-style access to financial records… | 4 stars | No one-command install · Source | |
| 25 | 38.412 | kukapay-eipsmcp · database | Provides semantic search across Ethereum Improvement Proposals using vector embeddings and LanceDB to retrieve relevant EIP documentation chunks for… | 3 stars | No one-command install · Source | |
| 25 | 38.412 | ingeniousidiocy-consumer-complaintsmcp · database | Provides access to the Consumer Financial Protection Bureau's complaint database for searching and retrieving banking and financial service complaints… | 3 stars | No one-command install · Source | |
| 27 | 37.006 | nordic-financial-mcpmcp · database | Semantic search across 1+ million vectors across Nordic financial data for AI agents. Covers company filings (annual and quarterly reports), exchange… | 2,164 installs | No commit datelisted | No one-command install · Source |
| 28 | 36.462 | philidormcp · database | Search and analyze 700+ DeFi vaults across Morpho, Aave, Spark, Yearn, Beefy, Compound, Uniswap and others. Multi-vector risk scoring (Asset 40%… | 2,116 installs | No commit datelisted | No one-command install · Source |
| 29 | 32.223 | mcp-tools-sqlmcp · database | Provides safe, configurable SQL database access via MCP tools, enabling schema introspection, predefined queries, and structured updates with… | 2 stars | No one-command install · Source | |
| 29 | 32.223 | benthecarman-bitcoin-op-returnmcp · database | Integrates with Bitcoin's blockchain through Lightning Network payments, enabling permanent embedding of custom messages in OP_RETURN outputs and… | 2 stars | No one-command install · Source | |
| 29 | 32.223 | khushi-c-sharma-expense-trackermcp · database | Personal expense tracking system using SQLite that enables adding, categorizing, and analyzing financial transactions with detailed category… | 2 stars | No one-command install · Source | |
| 29 | 32.223 | gyzhang-loan-credit-managementmcp · database | Provides loan and credit management system access through Spring Boot application with H2 database, enabling financial institutions to perform credit… | 2 stars | No one-command install · Source | |
| 29 | 32.223 | radup-sigmund-postgresql-bankingmcp · database | Integrates with PostgreSQL databases to provide banking transaction analysis, account balance monitoring, spending insights, and cashflow reporting… | 2 stars | No one-command install · Source | |
| 34 | 29.013 | atomno-labs-mcp-egrulmcp · database | Russian state registries EGRUL (legal entities) and EGRIP (individual entrepreneurs), built on official Federal Tax Service open-data dumps… | 1 star · 1 fork | No one-command install · Source | |
| 34 | 29.013 | ctxdmcp · database | A vendor-neutral, release-aware context contract and MCP runtime that provides reliable data agents with compact metadata, semantic definitions, and… | 1 star · 1 fork | No one-command install · Source | |
| 34 | 29.013 | chainfetchmcp · database | Provides semantic search and natural language querying of Ethereum blockchain data including addresses, transactions, blocks, tokens, and smart… | 1 star · 1 fork | No one-command install · Source | |
| 37 | 23.374 | table-context-mcpmcp · database | Converts Excel table definitions to structured JSON and exposes them to LLMs via MCP tools like list_tables and get_table_schema, enabling accurate… | 1 fork | No one-command install · Source | |
| 38 | 22.557 | bukio-climcp · database | MCP server for agent-first double-entry bookkeeping for Dutch SMEs, supporting VAT, Peppol BIS 3.0 e-invoicing, and local-first SQLite storage with… | 1 star | No one-command install · Source | |
| 38 | 22.557 | carbon-factor-matchermcp · database | Enables carbon accounting by matching activities to emission factors via semantic search and AI ranking, supporting ELCD and ecoinvent databases. | 1 star | No one-command install · Source | |
| 38 | 22.557 | semantic-kinematics-mcpmcp · database | Embedding space analysis toolkit that measures semantic drift, traces trajectory dynamics, and projects passages onto caller-defined semantic axes… | 1 star | No one-command install · Source | |
| 38 | 22.557 | openfinance-analystmcp · database | MCP server for personal finance via Open Finance, consolidating accounts and cards and answering spending questions with aggregated numbers. Provides… | 1 star | No one-command install · Source | |
| 38 | 22.557 | spendlogmcp · database | Cost and expense tracking for solo entrepreneurs, with local-first SQLite storage, natural language interaction, invoicing, budgets, and multi-project… | 1 star | No one-command install · Source | |
| 38 | 22.557 | mjiga-notion-financemcp · database | Bridges natural language commands with Notion databases for personal finance management, enabling expense tracking, income recording, credit card… | 1 star | No one-command install · Source | |
| 38 | 22.557 | tejascm007-local-expense-trackermcp · database | Provides local SQLite-based expense tracking with predefined categorization across 19 expense categories, enabling expense recording with… | 1 star | No one-command install · Source | |
| 38 | 22.557 | lijin-durairaj-expense-trackermcp · database | Provides expense tracking and categorization capabilities through an SQLite database with 19 predefined categories and subcategories for adding… | 1 star | No one-command install · Source | |
| 38 | 22.557 | mcp-finance-assistantmcp · database | Connects Notion databases with LLMs to manage and analyze personal finances through natural language queries and bank statement uploads. | 1 star | No one-command install · Source | |
| 47 | Unranked | kasb-accounting-mcpmcp · database | Enables searching and retrieving Korean accounting standards (K-IFRS, general corporate accounting standards) and Q&A summaries from the Korea… | No signals yet | No one-command install · Source | |
| 48 | Unranked | alpha-librarymcp · database | MCP server for searching and retrieving trading knowledge from a centralized SQLite library of book summaries, strategies, and document chunks. | No signals yet | No one-command install · Source | |
| 49 | Unranked | invoice-mcpmcp · database | MCP server that gives AI agents read access to subscription/SaaS invoice history, ingested from Gmail and stored in Postgres and MongoDB, with tools… | No signals yet | No one-command install · Source | |
| 50 | Unranked | mcp-cfpbmcp · database | Enables querying the Consumer Financial Protection Bureau (CFPB) complaint database to retrieve consumer complaint data without authentication. | No signals yet | No one-command install · Source | |
| 51 | Unranked | pipeworx-io-cfpbmcp · database | Consumer Financial Protection Bureau complaint database, free with no authentication required. | No signals yet | No one-command install · Source | |
| 52 | Unranked | finance-manager-mcpmcp · database | Enables self-hosted personal finance management for MCP clients by connecting read-only bank accounts via SimpleFIN, syncing transactions into a local… | No signals yet | No one-command install · Source | |
| 53 | Unranked | simplifi-local-read-only-mcpmcp · database | Enables local read-only exploration of Quicken Simplifi financial data through MCP, with tools for searching transactions, categories, tags, and… | No signals yet | No one-command install · Source | |
| 54 | Unranked | fd-daas-mcpmcp · database | Consolidated MCP server exposing 161 tools across 9 groups to manage a layered data platform (financial, economic, statistical) backed by a single… | No signals yet | No one-command install · Source | |
| 55 | Unranked | mcp-autonomous-data-agentmcp · database | Enables secure, read-only analytical querying of financial data through natural language, with built-in SQL injection defense and automatic query… | No signals yet | No one-command install · Source | |
| 56 | 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 | |
| 57 | 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 | |
| 58 | 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 | |
| 59 | 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 | |
| 60 | 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 | |
| 61 | Unranked | quantdb-mcpmcp · database | Read-only SQL MCP server for quantitative finance data (DuckDB) with stock quotes, financials, and historical K-lines, enabling cross-database JOIN… | No signals yet | No one-command install · Source | |
| 62 | 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 | |
| 63 | 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 | |
| 64 | 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 | |
| 65 | 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 | |
| 66 | 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 | |
| 67 | Unranked | finance-intelligence-mcpmcp · database | Enables AI assistants to securely manage and analyze personal finances through natural language, with full control over data via a private PostgreSQL… | No signals yet | No one-command install · Source | |
| 68 | Unranked | contabilidad-mcpmcp · database | Double-entry accounting MCP server for Claude Desktop. Supports accounts, transactions, ledgers, profit & loss, balance sheet, IVA summary, and QIF… | No signals yet | No one-command install · Source | |
| 69 | Unranked | caseware-procurement-document-mcp-servermcp · database | Enables AI agents to search, retrieve, and answer grounded questions over procurement documents (invoices, purchase orders, contracts, etc.) using… | No signals yet | No one-command install · Source | |
| 70 | 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 | |
| 71 | 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 | |
| 72 | 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 | |
| 73 | Unranked | syntax-map-mcpmcp · database | Enables code analysis of JavaScript, TypeScript, TSX, Python, and Rust files using Tree-sitter, providing symbol listing, definition/reference lookup… | No signals yet | No one-command install · Source | |
| 74 | Unranked | microquerymcp · database | SQL access to public datasets including FDA, SEC, blockchain, genomics, and CVE data without configuration. | No signals yet | No one-command install · Source | |
| 75 | Unranked | egon89-finance-controlmcp · database | Personal finance management with SQLite-backed data storage and SSE transport for tracking financial records. | No signals yet | No one-command install · Source | |
| 76 | Unranked | expense-tracker-mcp-servermcp · database | Tracks expenses and income with budgeting rules and financial summaries via SQLite persistence. | No signals yet | No one-command install · Source | |
| 77 | Unranked | finance-appmcp · database | Double-entry accounting service for personal finance with MCP tools, enabling AI agents to manage accounts, transactions, budgets, and analytics via… | No signals yet | No one-command install · Source | |
| 78 | Unranked | nckhemanth0-subscription-tracker-mcpmcp · database | MCP server for intelligent subscription management with Gmail + MySQL integration. | No signals yet | No one-command install · Source | |
| 79 | Unranked | beatandraise-sec-filingsmcp · database | Provides direct access to SEC filings database since 1995, enabling natural language queries, financial analysis, and structured data extraction from… | No signals yet | No commit datelisted | No one-command install · Source |
| 80 | Unranked | school-finance-mcpmcp · database | MCP server for SchoolFinance, a single-user school finance app, exposing tools and resources for managing students, classes, payments… | No signals yet | No commit datelisted | 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.