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Scored on public signals; components with none are listed as Unranked · Formula

Component
Allmcp 61,707skill 1,132subagent 724rules 461hook 134workflow 62cli 57identity 38
4 More
eval 37memory 36observability 34infra 26
Domain
Allback-end 23,922ai-agents 13,106other 9,354search 4,535database 2,789front-end 2,201observability 1,987auth 1,508
5 More
devops 1,377browser 1,330comms 1,112payments 1,089github-vcs 929
Vertical
Allfinance 4,779ai-infra 3,606security 3,313productivity 2,190marketing 1,395data-analytics 1,204legal 1,129devtools 1,006
4 More
education 574healthcare 489e-commerce 468gaming 396
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Needs the armory CLI · not on npm yet, build it from cli/ in the repository

2,789 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
20122.557sap-abap-sql-mcpmcp · databaseProvides tools to prepare and validate ABAP Open SQL statements for SAP's ADT data-preview console, automatically fixing dialect issues like…1 starNo one-command install · Source
20222.557mac-mail-mcpmcp · databaseProvides read-only access to Apple Mail.app emails, accounts, and folders by directly reading the local SQLite database.1 starNo one-command install · Source
20322.557io-github-cunicopia-dev-knowledge-graph-rdbmsmcp · databaseAn embedded knowledge graph in one SQLite file, exposing a MCP server for agents to read and write entities and relationships with full audit trail…1 starNo one-command install · Source
20422.557mymoremcp · databaseA category-first, lightweight MCP memory server that provides persistent memory for AI agents using Markdown and SQLite FTS5, with triage…1 starNo one-command install · Source
20522.557mcp-data-integration-servermcp · databaseEnables reading, normalizing, validating, merging, and exporting data from Excel, CSV, JSON, and SQLite sources into a unified schema, with tools…1 starNo one-command install · Source
20622.557pg-mcp-2mcp · databaseEnables MCP-compatible clients to interact with PostgreSQL databases with multi-database support and connection pooling.1 starNo one-command install · Source
20722.557session-convertmcp · databaseEnables conversion of coding agent sessions between Claude Code, Codex CLI, and OpenCode, including full support for OpenCode's SQLite storage.1 starNo one-command install · Source
20822.557heropenmcp · databaseA local memory server for AI agents that stores and retrieves information via MCP, keeping all data in SQLite on your machine.1 starNo one-command install · Source
20922.557pmi-mcp-servermcp · databaseMCP server that exposes a single tool to execute SQL queries directly against Microsoft SQL Server via pyodbc, returning result sets as JSON. It…1 starNo one-command install · Source
21022.557md-mcpmcp · databaseExposes local markdown documentation, notes, and knowledge bases to AI tools via the Model Context Protocol without embeddings or uploading.1 starNo one-command install · Source
21122.557tsilva-openroutermcp · databaseProvides access to 300+ OpenRouter AI models for chat, image generation, embeddings, and model discovery.1 starNo one-command install · Source
21222.557thoth-memmcp · databasePersistent memory for AI coding agents, storing learned architecture decisions, patterns, and bug fixes in a local SQLite database with full-text…1 starNo one-command install · Source
21322.557athena-diarymcp · databaseProvides a SQLite-backed off-context diary for Letta agents with MCP tools for journaling and retrieval, keeping core memory uncluttered. Supports…1 starNo one-command install · Source
21422.557pg-contextmcp · databaseMCP server providing deep PostgreSQL context to AI assistants, including schema DDL, index health, foreign key associations, query execution plans…1 starNo one-command install · Source
21522.557mcp-db-analyzermcp · databaseA Model Context Protocol (MCP) server that gives AI assistants deep visibility into databases, inspecting schemas, detecting index problems, analyzing…1 starNo one-command install · Source
21622.557theyahia-claude-webcachemcp · databasePersistent cross-session WebFetch cache for Claude Code using SQLite with a 7-day time-to-live.1 starNo one-command install · Source
21722.557mcp-db-wrapper-examplemcp · databaseAn MCP server that wraps a small SQL database with tools for AI agents to query and insert data. It comes with a demo table for immediate use and can…1 starNo one-command install · Source
21822.557querybridge-mcpmcp · databaseA Model Context Protocol (MCP) server that connects Claude Code to MySQL databases. Supports SSH tunnels, SSL/TLS, and multiple simultaneous…1 starNo one-command install · Source
21922.557portable-agent-memorymcp · databaseLocal-first, MCP-first cross-agent cognitive asset layer that enables agents to store, retrieve, govern, and migrate memory, roles, and verified…1 starNo one-command install · Source
22022.557data-nexus-mcpmcp · databaseEnables AI agents to interact with over 50 SQL and NoSQL databases through MCP tools for querying, schema inspection, and table management.1 starNo one-command install · Source
22122.557tartarus-mcpmcp · databaseA local-first MCP memory server providing persistent, searchable memory for AI agents, powered by SQLite.1 starNo one-command install · Source
22222.557sql-specialist-mcpmcp · databaseEnables natural-language querying of a SQLite database through a locally served, fine-tuned text-to-SQL model exposed as an MCP tool, offering fast…1 starNo one-command install · Source
22322.557queryforgemcp · databaseA unified MCP server that lets Claude query any SQLite database and build live Streamlit dashboards — all from a single conversation.1 starNo one-command install · Source
22422.557github-pages-retrieval-mcpmcp · databaseEnables AI agents to search private GitHub Pages by authenticating in a dedicated browser and retrieving indexed sections from a local SQLite…1 starNo one-command install · Source
22522.557agent-lab-mcp-servermcp · databaseExposes read-only PostgreSQL-backed HR data through seven structured tools, including employee directory lookups, late arrival and absence reporting…1 starNo one-command install · Source
22622.557cloudnativepg-mcp-servermcp · databaseEnables managing PostgreSQL clusters via the CloudNativePG operator, including CRUD operations for clusters, databases, and roles.1 starNo one-command install · Source
22722.557astra-knowledge-base-mcpmcp · databaseMCP server for managing and searching multi-tenant knowledge bases backed by SQLite with FTS5, enabling AI agents to persist and retrieve content via…1 starNo one-command install · Source
22822.557joy7758-chinese-legal-databasemcp · databaseProvides access to Chinese legal regulations and laws through a structured database interface, enabling legal research and compliance queries within…1 starNo one-command install · Source
22922.557local-os-brainmcp · databaseEnables safe local system command execution, file operations, hardware diagnostics, and persistent cross-session memory storage via SQLite.1 starNo one-command install · Source
23022.557cyanheads-faostat-mcp-servermcp · databaseGlobal food & agriculture statistics from the UN FAOSTAT bulk-download corpus, served from a local SQLite mirror with a DataCanvas SQL surface, over…1 starNo one-command install · Source
23122.557trustflow-companyxmcp · databaseEnables natural language queries to be converted into policy-verified SQL, vector search, and knowledge graph plans, with evidence-backed answers and…1 starNo one-command install · Source
23222.557chatmuxmcp · databaseLocal-first MCP server that puts your own LINE and Telegram chats behind one data layer — a daemon on your machine logs in with your own account…1 starNo one-command install · Source
23322.557cyanheads-usdamcp · databaseSearch foods, compare nutrients, and look up the full USDA FoodData Central database.1 starNo one-command install · Source
23422.557cudaq-docs-mcpmcp · databaseProvides AI agents with version-pinned NVIDIA CUDA-Q documentation, API reference, and runnable examples via MCP, using offline SQLite full-text…1 starNo one-command install · Source
23522.557pmgs-referencemcp · databaseProvides read-only access to JPO Patent Map Guidance System classification records via SQLite, enabling lookup, lexical search, and document retrieval…1 starNo one-command install · Source
23622.557mcp-gdeltmcp · databaseEnables querying the GDELT database for global events, language, and tone data through natural language.1 starNo one-command install · Source
23722.557pipeworx-io-ted-eumcp · databaseTenders Electronic Daily EU public procurement database for searching contract notices, award data, and supplier information via Pipeworx.1 starNo one-command install · Source
23822.557pdfcompress-mcpmcp · databaseEnables AI agents to analyze, compress, and verify PDFs while preserving text, vectors, and document structure, with configurable presets and…1 starNo one-command install · Source
23922.557virtual-engineer-mcp-servermcp · databaseEnables AI-assisted chiller troubleshooting by exposing MCP tools to retrieve operational data, alarms, telemetry, and service history from MongoDB…1 starNo one-command install · Source
24022.557lhk714-bazi-mcpmcp · databaseEnables calculation of Four Pillars of Destiny (BaZi) charts using true solar time and a global geographic database, providing pillars, Da Yun, and…1 starNo one-command install · Source
24122.557semantic-kinematics-mcpmcp · databaseEmbedding space analysis toolkit that measures semantic drift, traces trajectory dynamics, and projects passages onto caller-defined semantic axes…1 starNo one-command install · Source
24222.557munin-memorymcp · databaseEnables AI assistants to have persistent, self-hosted memory across sessions and devices, storing context in a SQLite database you control.1 starNo one-command install · Source
24322.557zanguish-dbmcp · databaseRead-only database access for MySQL, PostgreSQL, SQLite, SQL Server, TiDB, GaussDB, and ClickHouse with SQL validation.1 starNo one-command install · Source
24422.557pdf-inline-image-rag-mcpmcp · databaseBuilds searchable SQLite databases from PDFs, preserving inline image locations for AI agents to discover and caption visual content. Supports…1 starNo one-command install · Source
24522.557postgres-mcp-hardenedmcp · databaseA drop-in Model Context Protocol (MCP) server that lets an AI agent query PostgreSQL — read-only, enforced at the database level, with real SQL…1 starNo one-command install · Source
24622.557membromcp · databaseMembro is a local-first memory service for AI assistants, providing MCP tools to recall ranked memories, search history, save memory notes, and…1 starNo one-command install · Source
24722.557mcp-mariadbmcp · databaseA simple MCP server that executes SQL queries on a MariaDB database using a YAML config file.1 starNo one-command install · Source
24822.557neo-memmcp · databaseProvides persistent, graph-based memory for AI agents using Neo4j and vector embeddings, enabling semantic recall across sessions via MCP.1 starNo one-command install · Source
24922.557astro-skill-mcp-servermcp · databaseProvides Vedic astrology calculations (kundali, dasha, panchang, yoga) and Hindi/English PDF reports via 11 MCP tools, with SQLite-backed…1 starNo one-command install · Source
25022.557mcp-multi-dbmcp · databaseRead-only MCP server for querying PostgreSQL, MySQL, and SQLite from AI agents — multi-database, safe by default.1 starNo one-command install · Source
25122.557wpxmcpmcp · databaseEnables managing self-hosted WordPress sites from any MCP client, covering content, themes, plugins, menus, users, and SQL with credentials in…1 starNo one-command install · Source
25222.557steps-mcpmcp · databaseTask planning and execution MCP server with durable SQLite storage and a browser UI for reviewing plans and following progress.1 starNo one-command install · Source
25322.557code-impact-mcpmcp · databaseFast pre-commit dependency gate for AI-assisted code changes. Answers "is this safe to commit?" with a PASS/WARN/BLOCK verdict in seconds, so you can…1 starNo one-command install · Source
25422.557serve-mcpmcp · databaseA local MCP-controlled artifact shelf for agents to publish generated content with stable preview URLs. Provides a shared SQLite registry and HTTP…1 starNo one-command install · Source
25522.557garminsynapsemcp · databaseEnables AI assistants to retrieve and analyze Garmin Connect health data, including daily summaries, sleep, HRV, workouts, and raw FIT files, while…1 starNo one-command install · Source
25622.557usrcpmcp · databaseLocal-first MCP server providing a shared, AES-256-GCM encrypted SQLite ledger of structured user state (stack, projects, preferences) that any…1 starNo one-command install · Source
25722.557seob717-redashmcp · databaseQuery Redash data, manage dashboards, run SQL, and configure alerts with natural language.1 starNo one-command install · Source
25822.557carbon-factor-matchermcp · databaseEnables carbon accounting by matching activities to emission factors via semantic search and AI ranking, supporting ELCD and ecoinvent databases.1 starNo one-command install · Source
25922.557eax3010-postgresmcp · databaseProvides secure PostgreSQL database operations with comprehensive safety guards, audit logging, and multi-database connection management.1 starNo one-command install · Source
26022.557agent-ebpf-mcpmcp · databaseEnables AI agents to inspect and manage Linux kernel-level eBPF security policies, including real-time status monitoring, policy retrieval, dynamic…1 starNo one-command install · Source
26122.557argos-mcpmcp · databaseEnables Claude Code to securely interact with PostgreSQL, MySQL, SQLite, and SQL Server databases, featuring read-only mode, query validation, SSH…1 starNo one-command install · Source
26222.557bukio-climcp · databaseMCP 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 starNo one-command install · Source
26322.557hpo-linkmcp · databaseMCP server that provides tools for querying the Human Phenotype Ontology (HPO) including term lookup, hierarchy exploration, cross-ontology mappings…1 starNo one-command install · Source
26422.557avantifellows-postgresmcp · databaseRead-only PostgreSQL database server with six tools for secure data exploration including queries, schema inspection, and cross-table search1 starNo one-command install · Source
26522.557mcp-personal-notes-servermcp · databaseMCP server for managing personal notes with tools to save, list, get, search, and delete notes, persisting data in PostgreSQL.1 starNo one-command install · Source
26622.557bch1212-queryshieldmcp · databaseSecure SQL proxy for AI agents with natural language to SQL translation, AST safety checks, per-agent row-level security, and audit logging.1 starNo one-command install · Source
26722.557garage-mcpmcp · databaseEnables managing personal vehicle history including mileage, maintenance, expenses, reminders, and document references through MCP tools and…1 starNo one-command install · Source
26822.557sudoku-mcp-servermcp · databaseA Cloudflare Worker-based MCP server for playing Sudoku, exposing five tools (start_game, get_game, play_move, check_game, reset_game) that let users…1 starNo one-command install · Source
26922.557kleapmcp · databaseEnables AI agents to build, edit, and publish live websites with hosting, database, auth, and domains via the Model Context Protocol.1 starNo one-command install · Source
27022.557cohesivitymcp · databaseCohesivity lets AI agents provision and manage infrastructure like postgres, hosting, storage, redis, realtime, etc. and other useful APIs.1 starNo one-command install · Source
27123.374arre-ankit-notionmcp · databaseIntegrates with Notion to enable creating, reading, updating, and deleting pages and databases for automated note-taking, task management, and…1 forkNo one-command install · Source
27223.374epsilla-epsillamcp · databaseIntegrates with Epsilla databases using pyepsilla to enable efficient creation, manipulation, and querying of vector data.1 forkNo one-command install · Source
27323.374wllcnm-mysqlmcp · databaseIntegrates with MySQL databases using Python and Docker to enable structured data storage, querying, and manipulation.1 forkNo one-command install · Source
27423.374kerongon-mysqlmcp · databaseConnects to MySQL databases via sockets to enable querying, schema analysis, and read-only data retrieval.1 forkNo one-command install · Source
27523.374wwwyo-mysqlmcp · databaseIntegrates with MySQL databases to enable SQL query execution, connection management, and data retrieval for applications requiring relational…1 forkNo one-command install · Source
27623.374shivaylamba-star-wars-planetary-datamcp · databaseIntegrates with Couchbase and Nebius AI to provide fast, scalable access to Star Wars planetary data with vector search capabilities and generated…1 forkNo one-command install · Source
27723.374direkt-log-analysis-sqlitemcp · databaseTransforms compressed log files into a queryable SQLite database with tables for logs, stack traces, and errors, enabling efficient analysis and…1 forkNo one-command install · Source
27823.374postgres-querymcp · databaseProvides a read-only PostgreSQL query server with strict validation, 10-second timeout, and secure database access via command-line connection…1 forkNo one-command install · Source
27923.374rock913-mongodbmcp · databaseIntegrates with MongoDB databases to enable direct querying, inserting, updating, and managing data collections without leaving the conversation…1 forkNo one-command install · Source
28023.374jimmy974-qdrantmcp · databaseIntegrates with Qdrant vector database to provide semantic search capabilities for storing and retrieving information using multiple embedding…1 forkNo one-command install · Source
28123.374lowes-toolkitmcp · databaseCollection of specialized servers for dice rolling, price checking, notifications, and Lowe's-specific integrations with GitHub, Redis, PostgreSQL…1 forkNo one-command install · Source
28223.374vurtnec-lancedb-vector-searchmcp · databaseEnables vector search capabilities using LanceDB and Ollama's embedding model for similarity searches on document collections without context…1 forkNo one-command install · Source
28323.374dennismartis-sqlmcp · databaseProvides a bridge to Microsoft SQL Server databases for executing queries, exploring schemas, and managing data through natural language interaction…1 forkNo one-command install · Source
28423.374supabase70f9mcp · databaseEnables AI to perform database operations with Supabase including reading, creating, updating, and deleting records with filtering, pagination, and…1 forkNo one-command install · Source
28523.374tapdata-database-explorermcp · databaseBridges AI assistants with TapData database connections, enabling natural language exploration of schemas and execution of CRUD operations across…1 forkNo one-command install · Source
28623.374mcp-cwp-servermcp · databaseEnables management of CentOS Web Panel hosting accounts, SSL certificates, FTP users, MySQL databases, and packages through natural language commands…1 forkNo one-command install · Source
28723.374gepuro-company-lensmcp · databaseSearch Japanese company database1 forkNo one-command install · Source
28823.374mcp-leave-manager-servermcp · databaseEnables managing employee leave requests, balances, and approvals through natural language with Claude Desktop, using SQLite for persistence and fuzzy…1 forkNo one-command install · Source
28923.374r3-yamauchi-cdata-connect-cloudmcp · databaseIntegrates with CData Connect Cloud to enable SQL query execution across diverse data sources, facilitating seamless data integration for analytics…1 forkNo one-command install · Source
29023.374sqlite-explorermcp · databaseEnables exploring and querying SQLite databases through natural language, with tools to list tables, describe table structures, and run SELECT…1 forkNo one-command install · Source
29123.374keevor-mysql-mcp-servermcp · database一个连接MySQL数据库的MCP服务器，支持列出表、描述表结构和执行SQL语句。1 forkNo one-command install · Source
29223.374staruml-controller-erd-mcpmcp · databaseAn MCP server for AI assistants to programmatically create and manage Entity-Relationship Diagrams in StarUML, including full CRUD operations and…1 forkNo one-command install · Source
29323.374ygtdgn-codebase-indexermcp · databaseIndexes source code using Ollama embeddings and Qdrant vector database to enable natural language semantic search across codebases.1 forkNo one-command install · Source
29423.374karp-graph-litemcp · databaseProvides Claude Desktop with persistent, structured memory and semantic search via a local SQLite knowledge graph, plus a web UI for visualization and…1 forkNo one-command install · Source
29523.374sanitized-db-mcpmcp · databaseEnables SQL query sanitization by rewriting queries at the AST level to prevent PII/PHI exposure, acting as a proxy between AI agents and PostgreSQL…1 forkNo one-command install · Source
29623.374mcp-knowledgebasemcp · databaseEnables AI agents to explore MySQL database schemas and execute read-only queries through a safe, MCP interface.1 forkNo one-command install · Source
29723.374headcrab-clickhousemcp · databaseConnects Claude to ClickHouse databases for direct query execution and data retrieval from time-series data, analytics datasets, or large-scale data…1 forkNo one-command install · Source
29823.374donn-es-qu-bec-mcpmcp · databaseEnables AI agents to search, explore, and analyze Québec open data (Données Québec, Ville de Montréal, IGO) via natural language, including SQL…1 forkNo one-command install · Source
29923.374oschwald-maxminddbmcp · databaseProvides geolocation and network intelligence through MaxMind databases with IP lookup, network range iteration with advanced filtering operators, and…1 forkNo one-command install · Source
30023.374musaddiq-dev-mysqlmcp · databaseInspects and queries MySQL databases with schema discovery, read-only SELECT execution, write operation support, and table summarization.1 forkNo 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.

Leaderboard · Armory