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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

65,239 results
RankScoreComponentDescriptionEvidenceLast commitInstall
70122.557json-mcp-servermcp · back-endEnables reading, writing, and deleting JSON values using dot-notation paths, with automatic creation of files and nested objects.1 starNo one-command install · Source
70222.557cpanel-mcp-servermcp · back-endA complete MCP server enabling AI assistants to manage cPanel hosting through natural language, including file, database, email, subdomain, and system…1 starNo one-command install · Source
70322.557whykiki-anything-world-mcpmcp · back-endAn MCP server that enables Claude and other clients to generate, animate, and search 3D models using the Anything World API.1 starNo one-command install · Source
70422.557mochi-mcpmcp · otherEnables creating, managing, and reviewing Mochi flashcards via the Model Context Protocol, supporting card CRUD, deck organization, and spaced…1 starNo one-command install · Source
70522.557mcp-server-basic-examplemcp · back-endBasic MCP server demonstrating tools for arithmetic operations (add, subtract) and a personalized greeting resource.1 starNo one-command install · Source
70622.557surge-mcp-servermcp · back-endEnables natural language control of Surge proxy, including toggling features, managing policies, requests, DNS, and device settings via the Surge HTTP…1 starNo one-command install · Source
70722.557cornmankl-whatsapp-business-botmcp · observabilityAutomates WhatsApp Business messaging with AI-powered chat responses, broadcast management, scheduled messages, auto-responses, chat flows, group…1 starNo one-command install · Source
70822.557wahyurudiyan-dockermcp · devopsIntegrates with Docker's API to manage containers, images, and deployments by accepting Docker Compose configurations and handling the complete…1 starNo one-command install · Source
70922.557cloud-support-mcpmcp · back-endMCP server for Google Cloud Support API v2. Provides tools for managing Google Cloud support cases through AI assistants.1 starNo one-command install · Source
71022.557vb30-google-cloud-compliance-managermcp · devopsIntegrates with Google Cloud Compliance Manager to discover, deploy, and manage compliance frameworks like CIS, NIST, and FedRAMP across…1 starNo one-command install · Source
71122.557book-recommendermcp · ai-agentsMCP server that provides book recommendation tools, allowing an AI agent to search and filter books by genre, page count, and ratings using the…1 starNo one-command install · Source
71222.557selenium39-qiitamcp · back-endIntegrates with Qiita's API to enable full CRUD operations for articles, user management, tag following, stock/bookmark functionality, and comment…1 starNo one-command install · Source
71322.557elsrjuez-tinydb-emcipimcp · searchProvides lightweight JSON database management with schema validation, case-insensitive search, and multi-database switching for file-based data…1 starNo one-command install · Source
71422.557mcp-cli-geminimcp · back-endWraps the Gemini CLI as an MCP server, enabling AI tools to perform Gemini queries, interactive sessions, and extension management via a unified tool.1 starNo one-command install · Source
71522.557privy-io-mcp-servermcp · back-endProvides comprehensive access to user management, wallet operations, and blockchain interactions through the Privy.io Web3 wallet infrastructure.1 starNo one-command install · Source
71622.557danbooru-tagsmcp · otherExtract tags from any Danbooru post and explore categories at a glance. Analyze character-specific tag frequencies to surface top traits and clothing…1 starNo one-command install · Source
71722.557yikaikkk-wechat-official-accountmcp · commsIntegrates with WeChat Official Account platform to enable automated article management, publishing workflows, and bulk content operations for…1 starNo one-command install · Source
71822.557mcp-job-application-tracker-resume-customizermcp · commsAutomates job application tracking and resume/cover letter generation using AI, integrating with Google Drive, Notion, and Gmail.1 starNo one-command install · Source
71922.557clickup-mcp-server-2mcp · back-endEnables natural language management of ClickUp workspaces, including task CRUD operations, task listing, and user profile retrieval via Claude…1 starNo one-command install · Source
72022.557navmcpmcp · back-endA browser automation MCP server that enables web page interaction, content extraction, and academic search via Selenium and FastMCP.1 starNo one-command install · Source
72122.557dev-blog-mcp-servermcp · back-endEnables AI assistants to publish blog posts directly to Dev.to via the Model Context Protocol.1 starNo one-command install · Source
72222.557fourtrader-mcp-servermcp · back-endEnables AI assistants to trade Four.meme tokens on BNB Smart Chain via the Model Context Protocol, supporting buy/sell operations, real-time data, and…1 starNo one-command install · Source
72322.557incident-agentmcp · ai-agentsA Python FastMCP server for incident management and analysis, providing tools for greeting, echo, and server information retrieval.1 starNo one-command install · Source
72422.557da-colon-prompt-cleanermcp · ai-agentsSanitizes and redacts sensitive information from user prompts using OpenAI-compatible APIs to intelligently clean text while detecting and removing…1 starNo one-command install · Source
72522.557dacebt-prompt-cleaner-pymcp · ai-agentsTransforms raw, unpolished prompts into clear and effective versions using large language models with quality assessment, retry strategies, and…1 starNo one-command install · Source
72622.557woocommerce-mcp-servermcp · back-endAn MCP server that provides access to WooCommerce REST API functionality, enabling product, order, customer, and coupon management.1 starNo one-command install · Source
72722.557pdf-filler-recursive-simple-mcpmcp · ai-agentsProvides PDF analysis, data extraction, form filling, and comparison capabilities for Claude and Cursor, supporting both text and scanned documents…1 starNo one-command install · Source
72822.557transporeon-company-settings-mcp-servermcp · back-endProvides AI assistants with intelligent access to Transporeon's internal company settings API, enabling retrieval, search, and analysis of…1 starNo one-command install · Source
72922.557testrail-mcp-servermcp · back-endEnables AI assistants to interact with TestRail test management system, supporting full CRUD operations on projects, suites, sections, test cases…1 starNo one-command install · Source
73022.557trello-task-manager-mcpmcp · otherIntegrates with Trello to manage tasks and cards with features like creating, updating, and marking tasks as in-progress or completed, as well as…1 starNo one-command install · Source
73122.557csv-mcp-servermcp · back-endEnables Claude to directly access, query, and analyze local CSV files using natural language, keeping data private and local.1 starNo one-command install · Source
73222.557mcp-server-docxmcp · back-endEnables creating professional Word documents from markdown or structured content with fast, customized formatting via natural language.1 starNo one-command install · Source
73322.557cdata-jira-service-managementmcp · databaseProvides database connectivity through JDBC drivers, enabling query execution and schema exploration across various database systems including Jira…1 starNo one-command install · Source
73422.557cdata-sap-businessobjects-bimcp · databaseConnects to SAP BusinessObjects BI databases through JDBC drivers, enabling natural language queries of business intelligence data with table…1 starNo one-command install · Source
73522.557cdata-sap-hana-xs-advancedmcp · databaseConnects to SAP HANA databases through JDBC to enable querying tables, retrieving metadata, and executing SQL statements with CSV-formatted output for…1 starNo one-command install · Source
73622.557anatoliyaksenov-airflow-etl-pipeline-generatormcp · databaseIntegrates with Apache Airflow, GitLab, Kafka, PostgreSQL, S3, and SMB file systems to enable conversational ETL pipeline creation, data source…1 starNo one-command install · Source
73722.557tejascm007-local-expense-trackermcp · databaseProvides local SQLite-based expense tracking with predefined categorization across 19 expense categories, enabling expense recording with…1 starNo one-command install · Source
73822.557gemini-search-mcpmcp · searchEnables web search using Google Gemini with search grounding and question-answering on local documents, with support for chunked document reading.1 starNo one-command install · Source
73922.557rklugsederoeaw-kulturpool-austriamcp · back-endSearch Austrian cultural heritage collections via the Kulturpool API1 starNo one-command install · Source
74022.557excel-mcp-server-miniomcp · back-end基于Excel MCP Server扩展，支持通过Minio远程存储访问和编辑Excel文件，实现上传、读取、修改及下载链接返回。1 starNo one-command install · Source
74122.557efikuta-youtube-knowledgemcp · back-endTransforms YouTube into a queryable knowledge source with video search, content analysis, trending discovery, channel research, and transcript…1 starNo one-command install · Source
74222.557bigosprite-twimcp · ai-agentsIntegrates with machine learning models through the transformers library to generate images from text prompts with robust data validation and…1 starNo one-command install · Source
74322.557my-mcp-servermcp · back-endA minimal starter template for building Model Context Protocol (MCP) servers using TypeScript and FastMCP, including an example weather tool for…1 starNo one-command install · Source
74422.557simple-mcp-server-star-wars-apimcp · back-endEnables searching characters, planets, and films from the Star Wars universe via the SWAPI API.1 starNo one-command install · Source
74522.557quanticsoul4772-bearmcp · databaseConnects to Bear's local SQLite database to provide read-only access for searching notes by text or tags, retrieving complete note content, browsing…1 starNo one-command install · Source
74622.557ogumarusuisan-excel-read-toolsmcp · searchProvides read-only Excel workbook analysis with tools for extracting metadata, reading sheet content with range specifications, bulk processing with…1 starNo one-command install · Source
74722.557jojoslice-readme-generatormcp · otherAutomatically analyzes project directories to generate professional README.md files with badges, project structure visualization, technology…1 starNo one-command install · Source
74822.557mirithebest-workatomcp · observabilityIntegrates with Workato automation platform API to provide read-only access for retrieving and analyzing integration workflows, recipes, connections…1 starNo one-command install · Source
74922.557markdown-rag-mcpmcp · searchProvides semantic search over markdown documentation using RAG, allowing natural language queries and integration with MCP clients.1 starNo one-command install · Source
75022.557structured-products-mcp-servermcp · back-endEnables comprehensive financial analysis including structured products, portfolio optimization, risk analytics, and backtesting through Claude Desktop…1 starNo one-command install · Source
75122.557mcp-md-pdfmcp · otherConverts Markdown files to Word (.docx) and PDF documents. Supports .dotx templates for branded styling and batch conversion.1 starNo one-command install · Source
75222.557airflow-mcpmcp · observabilityEnables natural language interaction with Apache Airflow for querying DAGs, monitoring execution, and troubleshooting failures.1 starNo one-command install · Source
75322.557rftsngl-mediastack-newsmcp · back-endIntegrates with Mediastack API to provide real-time news retrieval with filtering by keywords, sources, countries, languages, and categories, plus…1 starNo one-command install · Source
75422.557postgresql-github-oauthmcp · databaseProvides secure PostgreSQL database operations with GitHub OAuth authentication, role-based access control, and comprehensive security measures…1 starNo one-command install · Source
75522.557playwright-mcp-2mcp · browserProvides browser automation capabilities using Playwright, allowing LLMs to interact with web pages through structured accessibility snapshots without…1 starNo one-command install · Source
75622.557freee-chat-mcp-servermcp · back-endEnables Claude Desktop to interact with freee accounting API for expense registration, transaction management, and receipt image processing.1 starNo one-command install · Source
75722.557bioopenmcpmcp · ai-agentsBioOpenMCP enables users to run bioinformatics tools like FastQC, Cutadapt, and STAR with background execution and status checking. It integrates with…1 starNo one-command install · Source
75822.557dex-mcp-servermcp · back-endProvides AI agents with comprehensive contact relationship management (CRM) capabilities through the Dex API, enabling management of contacts, notes…1 starNo one-command install · Source
75922.557mcp-server-9mcp · back-endA secure Model Context Protocol server providing HTTP endpoints for AI agent tool execution, including file system operations, shell commands, and…1 starNo one-command install · Source
76022.557nphenix-unitylangpxmcp · back-endMulti-platform translation system that provides document and text translation through CLI, HTTP server, and Obsidian plugin interfaces with advanced…1 starNo one-command install · Source
76122.557krds-design-systemmcp · front-endBuild interfaces that follow the Korea Responsive Design System (KRDS) faster. Search and insert official components, retrieve ready-to-use HTML, and…1 starNo one-command install · Source
76222.557agentsyun-mcpmcp · ai-agents提供多品类优惠券查询和推广链接生成功能，涵盖外卖、美食、休闲娱乐、酒店、旅游和医药等类目。1 starNo one-command install · Source
76322.557binadox-terraformmcp · devopsValidates, secures, and estimates cloud costs for Terraform configurations with automatic code completion1 starNo one-command install · Source
76422.557tejascm007-remote-expense-trackermcp · otherProvides structured expense categorization through a JSON-based system covering 20 major expense types with detailed subcategories for building…1 starNo one-command install · Source
76522.557halans-mcp-servermcp · searchEnables querying halans.com content via search, section retrieval, full content, and summaries.1 starNo one-command install · Source
76622.557redaction-compliance-mcp-servermcp · back-endProvides a pre-flight/post-flight firewall for LLM calls with comprehensive detection, classification, policy enforcement, reversible redaction…1 starNo one-command install · Source
76722.557code-analysis-context-python-mcpmcp · back-endA Model Context Protocol server for deep codebase understanding of Python projects, focusing on data analysis and scientific computing. It provides…1 starNo one-command install · Source
76822.557frityet-teal-mcpmcp · devopsProvides sandboxed Lua code execution environments with session management, package installation via LuaRocks, and filesystem operations using Teal's…1 starNo one-command install · Source
76922.557judicature-mcpmcp · searchEnables searching the ak-vrana.cz website for articles by keywords and extracting webpage content to Markdown format.1 starNo one-command install · Source
77022.557ivanrublev-keyphrasesmcp · otherExtracts meaningful keyphrases from text documents using BERT-based sentence transformers and spaCy tokenization with customizable stop word filtering…1 starNo one-command install · Source
77122.557geekshacking-mcpmcp · otherManages #TODO comments in source code files, enabling you to add and query TODOs via MCP.1 starNo one-command install · Source
77222.557mcp-keyword-searchmcp · back-endA Model Context Protocol server that enables keyword search within files, returning matching lines with line numbers.1 starNo one-command install · Source
77322.557pokeapi-mcp-servermcp · back-endEmpowers AI assistants to fetch and explore comprehensive Pokémon data from PokeAPI via 47 tools covering Pokémon, moves, items, game mechanics, and…1 starNo one-command install · Source
77422.557asthanaji05-pokeapimcp · otherAccess comprehensive Pokémon data from PokeAPI1 starNo one-command install · Source
77522.557vaibhavanand31-zk-lighter-trading-botmcp · otherIntegrates with ZK Lighter protocol for automated cryptocurrency trading on BTC, ETH, SOL, and HYPE markets using technical analysis indicators…1 starNo one-command install · Source
77622.557golto-pylpexmcp · otherProvides code execution, tokenization, and interpreter state management for the Pylpex programming language with Python-like syntax supporting…1 starNo one-command install · Source
77722.557mcp-keyword-search-servermcp · back-endEnables searching for a keyword within a text file using Model Context Protocol tools via standard input/output.1 starNo one-command install · Source
77822.557unified-ads-mcp-servermcp · back-endA FastMCP-powered server integrating Google Ads and Facebook Ads APIs with automatic OAuth 2.0 authentication, enabling GAQL queries, keyword…1 starNo one-command install · Source
77922.557vedantparmar12-airbnbmcp · searchProvides direct access to Airbnb's search and listing data through web scraping, enabling property research, price analysis, budget calculations, and…1 starNo one-command install · Source
78022.557caijianying-emailmcp · commsProvides email sending capabilities through SMTP and AWS SES integration with unified interface for notifications, reports, and automated…1 starNo one-command install · Source
78122.557mnemexmcp · ai-agentsProvides human-like memory dynamics for AI assistants, enabling natural forgetting and reinforcement of memories over time.1 starNo one-command install · Source
78222.557kaina3-python-debuggermcp · otherProvides Python debugging capabilities through breakpoint-based execution control and variable inspection, enabling controlled script execution with…1 starNo one-command install · Source
78322.557ctaylor86-rendimcp · back-endCloud-based FFmpeg video and audio processing through Rendi API for transcoding, format conversion, and media analysis1 starNo one-command install · Source
78422.557xelber-newrelicmcp · observabilityIntegrates with New Relic's NerdGraph API to provide direct access to log data through custom NRQL queries, keyword-based searches, and recent log…1 starNo one-command install · Source
78522.557jottinger-jekyll-blogmcp · searchIndexes Jekyll blog posts and drafts with keyword search, category filtering, and content retrieval to enable content analysis, duplicate detection…1 starNo one-command install · Source
78622.557autopilot-browsermcp · browserIntegrates with Autopilot Browser's workflow automation platform to search for and execute pre-built browser automation workflows with custom inputs…1 starNo one-command install · Source
78722.557datastax-opscenter-mcp-servermcp · back-endEnables monitoring and management of Apache Cassandra and DataStax Enterprise clusters through the DataStax OpsCenter API, providing tools for cluster…1 starNo one-command install · Source
78822.557mcp-websearchmcp · back-endA web search MCP server using DuckDuckGo, supporting streaming HTTP and session management.1 starNo one-command install · Source
78922.557bluetooth-specifications-mcp-servermcp · back-endEnables natural language search over Bluetooth specification PDFs with hybrid search (BM25 + semantic embeddings), returning precise answers with…1 starNo one-command install · Source
79022.557armor-cryptomcp · otherMulti-blockchain cryptocurrency portfolio management with 30+ tools for trading, DCA, staking, and cross-chain operations1 starNo one-command install · Source
79122.557jrszilard-diy-helper-building-codesmcp · otherBuilding code lookup and compliance checking for residential construction projects with National Electrical Code, International Residential Code, and…1 starNo one-command install · Source
79222.557forceinjection-markdown-tocmcp · otherParses markdown documents to extract heading structures and generate formatted table of contents with support for various markdown heading formats.1 starNo one-command install · Source
79322.557kanpou-mcpmcp · back-endMCP server for searching Japanese government procurement notices via the Kanpou API. Enables LLMs to search by date, keyword, or detailed criteria.1 starNo one-command install · Source
79422.557aihub-mcpmcp · searchEnables searching and querying AI Hub datasets, including listing datasets, getting details, searching by keyword, and retrieving download…1 starNo one-command install · Source
79522.557subnet-calculator-mcpmcp · otherEnables IPv4 subnet planning and validation, including CIDR prefix calculation, wildcard mask generation, and host position lookup for network…1 starNo one-command install · Source
79622.557persona-switcher-mcp-servermcp · back-endDynamic AI persona management for Claude with file-based storage. Switch between different AI personas mid-conversation or start conversations with…1 starNo one-command install · Source
79722.557meducate-mcpmcp · back-endA self-aware, AI-powered MCP server that acts as a personal medical education assistant for African students, understanding natural language and…1 starNo one-command install · Source
79822.557jayvps-ghidramcp · ai-agentsBridges Ghidra reverse engineering platform with AI assistants for decompilation, memory mapping, and security analysis1 starNo one-command install · Source
79922.557preetash88-ecommerce-product-inventorymcp · databaseCRUD operations for product inventory through MySQL with repository pattern and Zod validation1 starNo one-command install · Source
80022.557radutopala-onemcpmcp · back-endAggregates tools from multiple MCP servers with TF-IDF semantic search for natural language tool discovery1 starNo 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