Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1601 | Unranked | pipeworx-ncbi-eutilsmcp · database | Search and fetch biomedical records across NCBI Entrez databases via E-utilities. | No signals yet | No one-command install · Source | |
| 1602 | Unranked | mcp-myvariantmcp · database | Enables querying metadata from MyVariant.info, a comprehensive variant annotation database, providing dataset statistics, source information, and… | No signals yet | No one-command install · Source | |
| 1603 | Unranked | mcp-mychemmcp · database | Provides access to dataset statistics and metadata for MyChem.info, a chemical database. | No signals yet | No one-command install · Source | |
| 1604 | Unranked | pipeworx-mitre-cwemcp · database | Queries the MITRE Common Weakness Enumeration database for software vulnerability patterns. | No signals yet | No one-command install · Source | |
| 1605 | Unranked | mcp-malwarebazaarmcp · database | Enables querying the abuse.ch MalwareBazaar database for malware samples by tag, family, signature, or recent submissions. | No signals yet | No one-command install · Source | |
| 1606 | Unranked | pipeworx-io-malwarebazaarmcp · database | MalwareBazaar abuse.ch malware sample database for querying malware hashes, tags, and file metadata via Pipeworx. | No signals yet | No one-command install · Source | |
| 1607 | Unranked | mcp-gnomadmcp · database | Enables querying the gnomAD genome aggregation database for variant, gene, and region information. | No signals yet | No one-command install · Source | |
| 1608 | Unranked | mcp-geoboundariesmcp · database | Provides access to the geoBoundaries open database of political administrative boundaries, enabling querying and retrieval of boundary data through… | No signals yet | No one-command install · Source | |
| 1609 | Unranked | mcp-fda-devicesmcp · database | Enables querying FDA medical device regulatory databases including 510(k) clearances, PMA approvals, recalls, and adverse events through natural… | No signals yet | No one-command install · Source | |
| 1610 | Unranked | mcp-ebirdmcp · database | Enables querying recent bird observations from the eBird citizen-science database by location. | No signals yet | No one-command install · Source | |
| 1611 | Unranked | pipeworx-io-discogsmcp · database | Discogs music database — releases, artists, labels, and pressing-level details via the Pipeworx gateway. | No signals yet | No one-command install · Source | |
| 1612 | Unranked | mcp-data-nantesmcp · database | Enables AI agents to search and query Nantes Métropole open data datasets (mobility, urban services, environment, geography) using natural language… | No signals yet | No one-command install · Source | |
| 1613 | Unranked | crystallographymcp · database | Enables querying crystallographic data from the Crystallography Open Database (COD) via natural language or direct tool calls, allowing AI agents to… | No signals yet | No one-command install · Source | |
| 1614 | Unranked | pipeworx-comic-vinemcp · database | Search Comic Vine's database of characters, issues, volumes, creators, and publishers. | No signals yet | No one-command install · Source | |
| 1615 | 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 | |
| 1616 | Unranked | pipeworx-io-cfpbmcp · database | Consumer Financial Protection Bureau complaint database, free with no authentication required. | No signals yet | No one-command install · Source | |
| 1617 | Unranked | pipeworx-bioregistrymcp · database | Look up and resolve biomedical identifier prefixes via the Bioregistry meta-registry of biological databases. | No signals yet | No one-command install · Source | |
| 1618 | Unranked | mcp-arcgis-lubbockmcp · database | Enables querying City of Lubbock open geospatial data (parcels, zoning, public works) through ArcGIS Feature Services, including searching datasets… | No signals yet | No one-command install · Source | |
| 1619 | Unranked | arcgis-glasgowmcp · database | Enables querying Glasgow City Council GIS open geospatial datasets (parcels, zoning, public works) via natural language or direct tools: search… | No signals yet | No one-command install · Source | |
| 1620 | Unranked | mcp-arcgis-carlsbadmcp · database | Enables searching and querying City of Carlsbad, California open geospatial datasets (parcels, zoning, public works) via ArcGIS Feature Services… | No signals yet | No one-command install · Source | |
| 1621 | Unranked | mcp-arcgis-ashevillemcp · database | Enables querying City of Asheville open geospatial data (parcels, zoning, etc.) through ArcGIS Feature Services. Supports searching datasets, querying… | No signals yet | No one-command install · Source | |
| 1622 | Unranked | mcp-arcgis-adamscountymcp · database | Enables searching and querying Adams County, Colorado open geospatial datasets (parcels, addresses, zoning) via ArcGIS Feature Services, with tools… | No signals yet | No one-command install · Source | |
| 1623 | Unranked | pipeworx-io-airtablemcp · database | Airtable database integration for listing, reading, and creating records across bases and tables. | No signals yet | No one-command install · Source | |
| 1624 | Unranked | fe4-oracle-readonlymcp · database | A Cursor plugin MCP server that enables read-only SQL queries to an FE4 Oracle database, enforcing SELECT-only access and credential pinning. | No signals yet | No one-command install · Source | |
| 1625 | Unranked | queue-aiopsmcp · database | Governed Redis + RabbitMQ middleware operations — memory-pressure, latency, backlog, and churn RCA, with guarded queue/key writes, unbypassable audit… | No signals yet | No one-command install · Source | |
| 1626 | Unranked | postgres-aiopsmcp · database | Governed PostgreSQL DBA operations — slow-query, bloat, and blocking-lock RCA, index management, vacuum/analyze, and replication lag, with… | No signals yet | No one-command install · Source | |
| 1627 | Unranked | mysql-aiopsmcp · database | Governed MySQL + MariaDB DBA operations — slow-query, lock-wait/deadlock, replication, and fragmentation RCA, with unbypassable audit logging (MCP +… | No signals yet | No one-command install · Source | |
| 1628 | Unranked | us-macro-mcpmcp · database | Provides AI assistants with clean access to 58 US macroeconomic indicators from the FRED database, with pre-computed changes and no need to know… | No signals yet | No one-command install · Source | |
| 1629 | Unranked | cogmemory-mcp-servermcp · database | Provides a unified context system for AI coding agents with memory, knowledge graph, specs, and code graph subsystems, all stored in SQLite. Enables… | No signals yet | No one-command install · Source | |
| 1630 | Unranked | mcp-blueprintmcp · database | A configuration-driven framework for building MCP servers that expose domain-oriented tools (e.g., get_customer, get_database_sizes) instead of… | No signals yet | No one-command install · Source | |
| 1631 | 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 | |
| 1632 | Unranked | cloudflare-memory-mcpmcp · database | Provides a per-project memory layer with plain notes, semantic vector recall, and a knowledge graph, all hosted on Cloudflare's free tier. It includes… | No signals yet | No one-command install · Source | |
| 1633 | Unranked | mcp-oraclemcp · database | Enables AI agents to connect to Oracle databases for schema exploration, PL/SQL source inspection, and read-only SQL queries, with optional write… | No signals yet | No one-command install · Source | |
| 1634 | Unranked | oracle-eim-dqmcp · database | Enables governed, read-only EIM data-quality checks against Oracle On-Prem and ATP by loading ACTIVE rules and running approved aggregate SQL to… | No signals yet | No one-command install · Source | |
| 1635 | Unranked | bdc-doc-mcpmcp · database | Provides a documentation search MCP tool (search_docs) that enables AI agents to retrieve relevant chunks from BDC documentation using semantic… | No signals yet | No one-command install · Source | |
| 1636 | Unranked | encrypted-sqlite-mcp-servermcp · database | An MCP server for working with encrypted SQLite databases (SQLCipher), enabling database exploration, SQL queries, and CRUD operations through natural… | No signals yet | No one-command install · Source | |
| 1637 | Unranked | rosch100-encrypted-sqlitemcp · database | Interact with encrypted SQLite databases using SQLCipher 4 | No signals yet | No one-command install · Source | |
| 1638 | Unranked | company-data-mcp-servermcp · database | Enables read-only access to company data across PostgreSQL, MongoDB Atlas, and flat files through MCP tools, allowing AI assistants to query and… | No signals yet | No one-command install · Source | |
| 1639 | Unranked | airsupmcp · database | Enables ChatGPT instances to exchange messages asynchronously through a Supabase-backed queue, with tools for identity, live chat, and scheduled… | No signals yet | No one-command install · Source | |
| 1640 | Unranked | fitness-tracker-mcpmcp · database | Offline MCP server for logging workouts, tracking dietary macros, and retrieving daily summaries, all stored in local SQLite. Enables fitness tracking… | No signals yet | No one-command install · Source | |
| 1641 | Unranked | mcp-sqlite-graph-memorymcp · database | Provides a dynamic SQLite-backed code knowledge graph for AI assistants, with MCP tools to inspect symbols, find dependency paths, and analyze code… | No signals yet | No one-command install · Source | |
| 1642 | Unranked | postgres-analytics-mcp-servermcp · database | Enables AI assistants to safely inspect and query PostgreSQL databases with read-only enforcement, row/timeout limits, and audit logging, providing… | No signals yet | No one-command install · Source | |
| 1643 | Unranked | dev-toolsmcp · database | Enables coding agents to run Playwright e2e tests, validate Supabase RLS policies with role-based SQL, typecheck TypeScript, execute npm scripts with… | No signals yet | No one-command install · Source | |
| 1644 | Unranked | edu-db-readonly-mcpmcp · database | Enables LLM agents to safely query educational administration databases through read-only MCP tools, enforcing SQL whitelisting, automatic LIMIT caps… | No signals yet | No one-command install · Source | |
| 1645 | Unranked | agent-notes-mcpmcp · database | Lets MCP clients search, read, create, append, replace, move, and batch-update local Markdown notes safely, with conflict detection via SHA-256 and… | No signals yet | No one-command install · Source | |
| 1646 | Unranked | epstein-files-pluginmcp · database | Enables AI agents to search and query the public DOJ Epstein Files release across 20 databases, resolve EFTA numbers to official DOJ PDFs, and… | No signals yet | No one-command install · Source | |
| 1647 | Unranked | mcp-notasmcp · database | Provides tools, resources, and prompts for managing a local Markdown notes database, including create, read, update, delete, search, and statistics… | No signals yet | No one-command install · Source | |
| 1648 | Unranked | codex-lcmmcp · database | Enables lossless context management for OpenAI Codex CLI by capturing and compressing conversation history in SQLite, with lexical recall via MCP… | No signals yet | No one-command install · Source | |
| 1649 | Unranked | db-readonly-mcpmcp · database | Enables an AI assistant to run guarded, read-only SQL queries against a Postgres database with enforced limits and validation. | No signals yet | No one-command install · Source | |
| 1650 | Unranked | shop-mcp-servermcp · database | Enables AI agents to analyze an SQLite e-commerce database via secure read-only SQL queries, providing tools for table inspection and analytical… | No signals yet | No one-command install · Source | |
| 1651 | 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 | |
| 1652 | Unranked | datyra-mcpmcp · database | Enables AI assistants to perform data analysis on local datasets through natural language, orchestrating Python, R, SQL, Spark, Jupyter, Power BI, and… | No signals yet | No one-command install · Source | |
| 1653 | Unranked | mcp-sqlservmcp · database | Enables AI agents to safely read SQL Server databases via MCP with structured queries, default-deny table permissions, OAuth authentication, and full… | No signals yet | No one-command install · Source | |
| 1654 | Unranked | light-agent-memory-mcp-servermcp · database | Provides persistent, searchable memory for AI agents across any MCP-compatible client, storing project context, user preferences, and session… | No signals yet | No one-command install · Source | |
| 1655 | Unranked | sql-explorermcp · database | Enables AI assistants to query SQLite databases using plain language, with strict read-only enforcement and column-level access control to prevent… | No signals yet | No one-command install · Source | |
| 1656 | Unranked | shop-database-mcp-servermcp · database | This server lets AI agents discover a SQLite shop database schema, compose read-only analytical SQL, and determine which questions the database cannot… | No signals yet | No one-command install · Source | |
| 1657 | Unranked | hu-eli-mcpmcp · database | Enables AI agents to query Hungary's official legislation database (NJT) using native ELI identifiers, retrieving metadata and full text with… | No signals yet | No one-command install · Source | |
| 1658 | Unranked | cz-eli-mcpmcp · database | Enables searching and retrieving Czech legal acts from the e-Sbirka database via SPARQL, including metadata and full consolidated text with verifiable… | No signals yet | No one-command install · Source | |
| 1659 | Unranked | magento-sql-mcp-servermcp · database | Enables AI assistants to interact with a Magento 2 or Adobe Commerce MySQL database through 50+ read-only tools for orders, catalog, customers, CMS… | No signals yet | No one-command install · Source | |
| 1660 | Unranked | datagatemcp · database | Provides a secure, policy-driven read-only gateway that exposes multiple databases to AI tools via MCP, with governed select, search, and aggregate… | No signals yet | No one-command install · Source | |
| 1661 | Unranked | redis-guard-mcpmcp · database | Enables safe, read-only interaction with Redis databases via cursor-based tools for retrieving keys, hashes, lists, sets, and sorted sets, backed by… | No signals yet | No one-command install · Source | |
| 1662 | Unranked | p6aimcp · database | Provides MCP tools to validate structured construction plan JSON and create projects in Primavera P6 Professional standalone SQLite databases, with… | No signals yet | No one-command install · Source | |
| 1663 | Unranked | maxkb-knowledge-mcpmcp · database | Enables querying MaxKB knowledge bases through MCP, supporting vector, hybrid, and full-text retrieval of relevant segments, as well as listing… | No signals yet | No one-command install · Source | |
| 1664 | Unranked | shop-db-mcp-servermcp · database | Gives AI agents read-only analytical access to an e-commerce SQLite database (customers, orders, order_items, products) via SQL queries, table… | No signals yet | No one-command install · Source | |
| 1665 | 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 | |
| 1666 | Unranked | bigesqlmcp · database | Multi-database management tool and MCP server supporting MySQL, PostgreSQL, SQLite, and Dameng DM8, enabling AI assistants to query and manage… | No signals yet | No one-command install · Source | |
| 1667 | Unranked | llm-safe-sqlmcp · database | Enables LLMs to propose UPDATE/DELETE SQL that is run in a transaction, measured, and rolled back, requiring human approval before applying to prevent… | No signals yet | No one-command install · Source | |
| 1668 | Unranked | tai42-dynamic-postgres-mcpmcp · database | Generates safe, scoped PostgreSQL DML tools for FastMCP agents, enabling controlled database interactions without raw SQL. | No signals yet | No one-command install · Source | |
| 1669 | Unranked | gmail-fanmcp · database | Synchronizes multiple Gmail and Google Workspace accounts into a local SQLite database and exposes search and mailbox operations through a stdio MCP… | No signals yet | No one-command install · Source | |
| 1670 | Unranked | mcp-legacy-lanemcp · database | Monitors MCP protocol traffic across legacy and modern lanes, records usage evidence in a durable SQLite ledger, and recommends when the legacy… | No signals yet | No one-command install · Source | |
| 1671 | Unranked | mcp-sqlite-server-read-onlymcp · database | Enables AI agents to safely inspect and query a SQLite database through read-only MCP tools for listing tables, describing schemas, and running… | No signals yet | No one-command install · Source | |
| 1672 | Unranked | shop-dbmcp · database | Enables AI agents to read-only query an online store's SQLite database, listing tables, inspecting schemas, and running SELECT queries over customers… | No signals yet | No one-command install · Source | |
| 1673 | Unranked | read-only-sqlite-shop-database-mcp-servermcp · database | Enables AI agents to safely inspect and query an SQLite e-commerce database with tools for listing tables, describing schemas, and running read-only… | No signals yet | No one-command install · Source | |
| 1674 | Unranked | shop-analytics-mcp-servermcp · database | Enables AI agents to answer analytical questions about an online store's SQLite database through specialized read-only tools, without any risk of… | No signals yet | No one-command install · Source | |
| 1675 | Unranked | operations-pulsemcp · database | Enables AI assistants to run local-first operations checks, review evidence, and manage durable tickets in a SQLite-backed ledger through… | No signals yet | No one-command install · Source | |
| 1676 | Unranked | shop-mcp-2mcp · database | Enables AI agents to safely explore and query a SQLite database in read-only mode, allowing them to inspect schema and run analytical SQL queries… | No signals yet | No one-command install · Source | |
| 1677 | Unranked | shop-database-mcpmcp · database | Enables read-only exploration and analysis of an included SQLite shop database through tools for listing tables, describing schemas, and running SQL… | No signals yet | No one-command install · Source | |
| 1678 | Unranked | alrm-mcpmcp · database | Enables AI coding agents to reserve unique AL object IDs via the ALRM database in Business Central, ensuring consistent ID allocation across team… | No signals yet | No one-command install · Source | |
| 1679 | 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 | |
| 1680 | Unranked | shop-sql-mcpmcp · database | Provides AI agents read-only analytical access to a SQLite database over stdio, with tools for listing tables, describing schemas, and running… | No signals yet | No one-command install · Source | |
| 1681 | Unranked | shop-db-2mcp · database | This MCP server lets an AI agent securely connect to a read-only SQLite store database, inspect its tables and schema, and run analytical SQL queries… | No signals yet | No one-command install · Source | |
| 1682 | Unranked | vetroscope-mcpmcp · database | A read-only Model Context Protocol server for Vetroscope that provides LLMs with detailed time-tracking data, including reports, app/project… | No signals yet | No one-command install · Source | |
| 1683 | Unranked | college-tools-mcpmcp · database | Provides structured MCP tools for querying college database records, including student profiles, course details, enrollments, faculty teaching… | No signals yet | No one-command install · Source | |
| 1684 | Unranked | shopmcp · database | Enables read-only interaction with an online store's SQLite database over MCP stdio, including table listing, schema inspection, safe read-only SQL… | No signals yet | No one-command install · Source | |
| 1685 | Unranked | sap-b1-hana-mcpmcp · database | Enables querying SAP Business One HANA databases through direct SQL, including read-only safeguards and tools for inspecting schemas, tables, and… | No signals yet | No one-command install · Source | |
| 1686 | Unranked | mcp-toolservermcp · database | Enables document search, read-only SQL querying, arithmetic calculation, and corpus introspection through MCP tools, allowing Claude to dynamically… | No signals yet | No one-command install · Source | |
| 1687 | Unranked | mcp-server-bm25-code-searchmcp · database | Enables fast, low-token code search for AI coding agents via a local BM25 engine built on SQLite FTS5, with support for camelCase, snake_case, and… | No signals yet | No one-command install · Source | |
| 1688 | Unranked | toolscopemcp · database | Enables AI agents to query a local SQLite catalog of installed macOS GUI apps and CLI tools, searching by capability, retrieving tool details, and… | No signals yet | No one-command install · Source | |
| 1689 | Unranked | mcp-mysql-clientmcp · database | Provides AI agents a secure MCP interface to a single MySQL or MariaDB database, enabling schema inspection, read-only queries, query planning, and… | No signals yet | No one-command install · Source | |
| 1690 | Unranked | claude-lensmcp · database | Enables Claude Code to search and retrieve information from its past session transcripts, including tool calls, errors, and project-specific history… | No signals yet | No one-command install · Source | |
| 1691 | Unranked | hrssc-elm-reference-mcp-servermcp · database | Enables offline semantic-search retrieval from the USPS Employee and Labor Relations Manual and the 2024-2029 APWU-HRSSC National Agreement, each as a… | No signals yet | No one-command install · Source | |
| 1692 | Unranked | runtime-mcp-connectmcp · database | Exposes a live application's runtime state to coding agents, including logs, DB schema, config, and feature flags, with read-only SQL and secret… | No signals yet | No one-command install · Source | |
| 1693 | Unranked | opsbridge-mcpmcp · database | Enables AI clients to search and retrieve customer and support-ticket data from a SQLite database, and to create support tickets only when an explicit… | No signals yet | No one-command install · Source | |
| 1694 | Unranked | shop-analytics-mcpmcp · database | Enables secure analytics on an SQLite database of an online store via six specialized tools covering schema, customer metrics, product sales, category… | No signals yet | No one-command install · Source | |
| 1695 | Unranked | lab-notebook-mcpmcp · database | Enables persistent, append-only storage of measurement data and experimental records using a SQL schema, with read-only and read-write modes for… | No signals yet | No one-command install · Source | |
| 1696 | 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 | |
| 1697 | 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 | |
| 1698 | 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 | |
| 1699 | 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 | |
| 1700 | 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 |
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.