Armory
Source

Leaderboard

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

Component
Allmcp 58,209skill 1,132subagent 724rules 461hook 134workflow 62cli 57identity 38
5 More
eval 37memory 36observability 34infra 24browser 5
Domain
Allback-end 17,215ai-agents 11,349other 8,469search 6,353database 3,279observability 2,842front-end 2,427auth 2,179
5 More
devops 1,841browser 1,757comms 1,585payments 1,353github-vcs 1,090
Vertical
Allfinance 4,486ai-infra 3,509security 3,160productivity 2,110marketing 1,315data-analytics 1,124legal 1,050devtools 963
4 More
education 547healthcare 452e-commerce 445gaming 380
Sort
ScoreUsageTestedMentionsStarsName
Lowest FirstRows50100250Export

Needs the armory CLI · not on npm yet, build it from cli/ in the repository

61,739 results
RankScoreComponentDescriptionEvidenceLast commitInstall
530122.527siraya-mcp-workermcp · devopsA Cloudflare Worker MCP server that exposes SIRAYA model discovery and invocation tools to MCP-capable agents.1 starNo one-command install · Source
530222.527goodsender-mcp-servermcp · back-endA local email server for AI assistants that enables sending transactional and marketing emails with template management, recipient groups, and…1 starNo one-command install · Source
530322.527zerocrawl-mcpmcp · back-endZeroCrawl MCP is a 100% free web crawling and scraping server for AI agents, offering tools like page scraping, domain crawling, metadata extraction…1 starNo one-command install · Source
530422.527mcp-google-businessmcp · observabilityEnables managing Google Business Profiles through natural language: list locations, reply to reviews, create local posts, and fetch performance…1 starNo one-command install · Source
530522.527mcp-server-pluginmcp · back-endEnables recording Codex tool failures as redacted .tape evidence, inspecting captured runs, injecting failure conditions, and saving offline…1 starNo one-command install · Source
530622.527prerender-buddy-mcpmcp · browserProvides local MCP tools for checking what public crawlers can read from HTTP responses, including crawler readability, response comparison, and…1 starNo one-command install · Source
530722.527ai-web-testermcp · browserEnables AI coding agents to autonomously interact with and test web applications in a real browser, providing DOM/Accessibility tree extraction…1 starNo one-command install · Source
530822.527tokenlightenmcp · searchLocal-first MCP toolkit that provides coding agents focused repository context via read_file, search_files, and edit_file tools, reducing token usage…1 starNo one-command install · Source
530922.527reddit-trends-mcpmcp · otherProvides Reddit discussion volume trends, growth rates, and top trending topics for any keyword, accessible via MCP tools and Python client.1 starNo one-command install · Source
531022.527steam-trends-mcpmcp · otherTrack concurrent player counts and game momentum for any title on Steam via AI assistants.1 starNo one-command install · Source
531122.527youtube-trends-mcpmcp · observabilityEnables AI assistants to query YouTube search trends, including rising topics, growth metrics, and historical search demand, using natural language.1 starNo one-command install · Source
531222.527astro-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
531322.527shark-no-karimcp · front-endRemote MCP server for web scraping with anti-bot evasion. Provides stealth HTTP fetching, headless browser with Cloudflare bypass, CSS selectors…1 starNo one-command install · Source
531422.527castlemap-mcpmcp · back-endSearchable atlas of 2,400 castles, fortresses and palaces worldwide, with facts from Wikidata (CC0). Tools for name search, nearby lookup by…1 starNo one-command install · Source
531522.527mcp-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
531622.527procfymcp · back-endEnables financial management through the Procfy API, allowing AI agents to manage transactions, bank accounts, contacts, and more via natural…1 starNo one-command install · Source
531722.527banco-bmg-mcpmcp · ai-agentsConecta sua conta do Banco Bmg ao Claude, ChatGPT e agentes de IA via Open Finance Brasil, permitindo consultar saldos, extratos, faturas e…1 starNo one-command install · Source
531822.527receita-federal-simples-emiss-o-de-das-de-meimcp · back-endMCP server for consulting and issuing DAS (payment slips) for MEI (Individual Microentrepreneur) from the official Brazilian Federal Revenue system…1 starNo one-command install · Source
531922.527keymaster-mcpmcp · authEnables AI agents to check whether approved credentials exist and are healthy without exposing the underlying secret values to the model, while also…1 starNo one-command install · Source
532022.527big-mailermcp · paymentsMCP server for the big-mailer self-hosted email platform, exposing 93 tools to manage subscribers, consent, sequences, broadcasts, segments, and…1 starNo one-command install · Source
532122.527eu-open-banking-mcpmcp · devopsEnables secure, read-only access to personal European bank accounts through Enable Banking and Cloudflare Workers, allowing MCP clients to list…1 starNo one-command install · Source
532222.527tickadoomcp · otherDiscover and book theatre, shows, events, and experiences in 700+ cities worldwide.1 starNo one-command install · Source
532322.527genai-solutions-mcpmcp · databaseAn MCP server that exposes a curated database of generative AI tools as four tools an AI assistant can query directly, enabling searches without…1 starNo one-command install · Source
532422.527cyanheads-uniprot-mcp-servermcp · databaseSearch UniProtKB by protein function, fetch curated records, map IDs across databases, and pull reference proteomes, taxonomy, and sequences via MCP…1 starNo one-command install · Source
532522.527planckbotmcp · ai-agentsAn adaptive tiny-model layer that sits between an LLM and its MCP tools, compressing verbose tool outputs to reduce token usage by up to two orders of…1 starNo one-command install · Source
532622.527mal-mcp-workermcp · searchEnables querying MyAnimeList data (anime search, rankings, seasonal anime, user lists) via natural language through the Model Context Protocol.1 starNo one-command install · Source
532722.527startup-law-mcpmcp · searchIntegrates Korean startup laws (19 curated laws) and K-Startup support programs, enabling legal article search, citation verification, reference…1 starNo one-command install · Source
532822.527gimp-local-mcpmcp · front-endEnables controlling GIMP 3 locally through natural language, providing tools for image editing, layer management, selections, and PDB procedure…1 starNo one-command install · Source
532922.527controlboard-mcp-servermcp · ai-agentsEnables AI coding tools like Claude Code, Codex, and Cursor to register with ControlBoard boards, providing 44 tools for task management, agent…1 starNo one-command install · Source
533022.527hivemcpmcp · back-endMCP server that generates and edits PowerPoint, Word, and Excel files for OpenWebUI, exposing both MCP and OpenAPI interfaces for document creation…1 starNo one-command install · Source
533122.527yiditumcp · otherI Ching hexagram analysis and geographic feng shui for Taiwan locations.1 starNo one-command install · Source
533222.527chilon-recallmcp · searchLocal-first knowledge retrieval MCP server that turns private text documents into a source-backed knowledge base, enabling retrieval, comparison…1 starNo one-command install · Source
533322.527gmail-mcpmcp · commsEnables AI assistants to manage Gmail emails, including sending, searching, and organizing with labels and attachments via OAuth2.1 starNo one-command install · Source
533422.527robo-cortexmcp · ai-agentsProvides a git-aware knowledge base for AI coding agents to store and retrieve memories anchored to code changes, with automatic staleness detection.1 starNo one-command install · Source
533522.527aws-billing-mcpmcp · paymentsEnables MCP clients to query AWS Billing and Cost Management data via local AWS CLI, including cost usage, forecasts, anomalies, budgets, and…1 starNo one-command install · Source
533622.527markapatent-mcpmcp · front-endEnables searching Turkish patent, trademark, and industrial design data via the TÜRKPATENT database using the MCP protocol.1 starNo one-command install · Source
533722.527openpapers-mcpmcp · searchEnables searching for scientific papers across OpenAlex, CrossRef, and Unpaywall, and downloading open-access PDFs directly through Claude Desktop.1 starNo one-command install · Source
533822.527clipboard-mcp-servermcp · back-endRead, write, and inspect the system clipboard across macOS, Linux (X11/Wayland), and Windows via MCP.1 starNo one-command install · Source
533922.527iso20022-evidence-pack-mcpmcp · otherCompiles ISO 20022 readiness findings, remediation diffs, and simulated bank responses into sealed, tamper-evident audit evidence packs with Ed25519…1 starNo one-command install · Source
534022.527espn-fantasy-mcp-servermcp · ai-agentsMCP server providing access to ESPN Fantasy Baseball data, enabling league settings, rosters, player lookup, free agents, waiver claims, lineup…1 starNo one-command install · Source
534122.527dsh-agentlinkmcp · ai-agentsEnables Codex and Claude Code to delegate implementation, research, debugging, and long-log work to DeepSeek Harness, then observe, continue, or…1 starNo one-command install · Source
534222.527codex-memory-intelligencemcp · ai-agentsA local-first MCP server that gives AI coding agents durable project memory, dependency graphs, and impact analysis to answer team knowledge and…1 starNo one-command install · Source
534322.527iso20022-readiness-suite-mcpmcp · paymentsAn MCP server that provides a readiness gateway for ISO 20022 payments, offering readiness checks, automated remediation, clearing-profile linting…1 starNo one-command install · Source
534422.527gachi-datamcp · otherProvides Japanese station accessibility and hazard data via MCP tools, including toilet information, public toilet locations, and official hazard…1 starNo one-command install · Source
534522.527corresyncmcp · commsA local MCP server that unifies email and calendar management across multiple providers, enabling AI agents to search, read, and write with explicit…1 starNo one-command install · Source
534622.527wcag-accessibility-mcpmcp · ai-agentsA WCAG accessibility testing MCP for AI agents, Codex, Claude Code, and automated UI audits.1 starNo one-command install · Source
534722.527wpxmcpmcp · 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
534822.527open-webui-mcpmcp · back-endExposes OpenWebUI's admin REST API as an MCP server, enabling administrative operations on OpenWebUI through natural language via MCP tools.1 starNo one-command install · Source
534922.527caldav-mcp-wrappermcp · otherEnables interacting with CalDAV calendars (like iCloud) through natural language, supporting reading and writing events.1 starNo one-command install · Source
535022.527orbit-remote-mcpmcp · ai-agentsA public, read-only remote MCP bridge for Equinox Orbit, enabling exploration of public posts, agents and conversations on Orbit via ChatGPT.1 starNo one-command install · Source
535122.527tether-mcp-servermcp · ai-agentsEnables AI agents to securely access Apple Health data (sleep, heart rate, menstrual cycle, etc.) via end-to-end encrypted local decryption from the…1 starNo one-command install · Source
535222.527trm-mcpmcp · searchA local, offline-first MCP server for searching, grepping, reading, rendering, and comparing long datasheet/TRM PDFs, using hybrid retrieval with…1 starNo one-command install · Source
535322.527vmware-vdimcp · back-endMCP server for AI-powered operations on VMware/Omnissa Horizon VDI, enabling management of desktop pools, user sessions, machines, entitlements, and…1 starNo one-command install · Source
535422.527io-github-zw008-vmware-debugmcp · github-vcsEnables systematic investigation of VMware errors and events by correlating event timelines, ranking root-cause hypotheses, and suggesting next…1 starNo one-command install · Source
535522.527mobile-use-mcpmcp · front-endEnables coding agents to observe and operate Android devices through ADB and uiautomator2, supporting screenshot capture, UI hierarchy access, and…1 starNo one-command install · Source
535622.527ms-sql-server-mcp-servermcp · back-endA secure, read-only MCP server for Microsoft SQL Server with built-in performance monitoring and lock detection.1 starNo one-command install · Source
535722.527memory-engine-mcpmcp · ai-agentsEnables AI assistants to have a living memory with atomic knowledge storage, multi-factor recall, organic decay, automatic learning, and graph…1 starNo one-command install · Source
535822.527analyzemcp · otherLet me evaluate the README content.1 starNo one-command install · Source
535922.527mywebsearchmcp · github-vcsName: MyWebSearch Type: MCP Server (stdio + streamable-http/SSE) Repository: https://github.com/wtznicy/my-websearch npm: my-websearch (npx -y…1 starNo one-command install · Source
536022.527lightworkermcp · ai-agentsLocal-first multi-agent delegation and approval control for Codex via MCP, with persistent task DAG, isolated worktrees, and a web console.1 starNo one-command install · Source
536122.527frontal-mcp-servermcp · github-vcsEnables management of GitHub workflows, issue templates, and repository configuration for the Frontal MCP Server project through CI/CD pipelines and…1 starNo one-command install · Source
536222.527notion-terminal-mcpmcp · back-endEnables Notion Custom Agents to execute terminal commands and manage files on a Windows host via MCP, with restricted mode for safety.1 starNo one-command install · Source
536322.527marketplacemcp · searchSearch products and stores in nearby physical stores near you.1 starNo one-command install · Source
536422.527autocontinue-mcpmcp · back-endMCP server that automatically clicks 'Continue' buttons on AI web pages using OCR and pyautogui, enabling uninterrupted generation.1 starNo one-command install · Source
536522.527brain-v42mcp · ai-agentsProvides persistent memory and knowledge management for coding agents via MCP, including typed decision/snippet/runbook storage, semantic search…1 starNo one-command install · Source
536622.527bulkpublishmcp · back-endPublish, schedule, and manage social media posts across 11 platforms via BulkPublish's API.1 starNo one-command install · Source
536722.527cute-web-scrapermcp · browserMCP server for web scraping with natural language, enabling site crawling, page fetching, and extraction of emails, phones, links, and social…1 starNo one-command install · Source
536822.527pain001-mcpmcp · back-endA Model Context Protocol server that exposes the pain001 ISO 20022 Customer Credit Transfer Initiation library as agent tools, enabling AI assistants…1 starNo one-command install · Source
536922.527i18n-mcpmcp · ai-agentsMCP server for managing i18n JSON translation files. Provides Claude with structured read/write access to translation files for adding keys, checking…1 starNo one-command install · Source
537022.527nuki-mcpmcp · back-endMCP server for controlling Nuki Smart Locks via Home Assistant, enabling lock/unlock, intercom buzzing, and battery checks.1 starNo one-command install · Source
537122.527openbci-mcpmcp · back-endMCP server for OpenBCI hardware via BrainFlow, enabling board connection, streaming, signal processing, and export with a web dashboard.1 starNo one-command install · Source
537222.527podman-mcpmcp · observabilityEnables management of Podman containers, pods, images, and compose stacks via natural language, with support for container stats, logs, exec, health…1 starNo one-command install · Source
537322.527redacted-context-mcpmcp · ai-agentsProvides redacted access to a private local knowledgebase for coding agents, allowing them to inspect files while hiding sensitive names and…1 starNo one-command install · Source
537422.527smartbill-mcpmcp · paymentsAn MCP server for the SmartBill Cloud API. It lets an MCP client issue and manage Romanian invoices, proformas and payments, download document PDFs…1 starNo one-command install · Source
537522.527trovemcp · commsA macOS-only local-private runtime that returns bounded cited evidence to external Agents via MCP, with optional Reply Runtime and WeChat source…1 starNo one-command install · Source
537622.527tut-context-hubmcp · ai-agentsAn MCP server that provides shared memory and state projection for multi-agent collaboration, enabling agents to read/write an append-only task log…1 starNo one-command install · Source
537722.527mcp-server-zapsignmcp · back-endEnables integration with the ZapSign API for electronic document signing and management, including document, template, signer, webhook, and background…1 starNo one-command install · Source
537822.527anythingllm-control-plane-mcp-servermcp · databaseEnables managing and controlling AnythingLLM instances through MCP, providing tools to list, create, and delete workspaces, retrieve system…1 starNo one-command install · Source
537922.527kontextamcp · ai-agentsA local-first MCP server that gives AI coding agents persistent memory and controlled commands. Features a git-backed markdown knowledge vault with…1 starNo one-command install · Source
538022.527paperless-mcpmcp · searchEnables searching, tagging, uploading, and reading documents in Paperless-NGX, with management of tags, correspondents, document types, and custom…1 starNo one-command install · Source
538122.527datadive-mcpmcp · back-endAn MCP server that lets Claude and other clients query DataDive niches, keywords, competitors, and Rank Radar data using your API key, including tools…1 starNo one-command install · Source
538222.527steps-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
538322.527nextcloud-mcp-gatewaymcp · back-endHigh-performance MCP data plane server for Nextcloud integration, enabling AI agents to read, write, organize, and manage files and CRM assets over…1 starNo one-command install · Source
538422.527hated-wow-mcpmcp · front-endMCP server for writing World of Warcraft addons, providing in-game Lua API references, Blizzard's UI source code, and game asset data to AI…1 starNo one-command install · Source
538522.527cwtools-mcpmcp · ai-agentsRead-only MCP server exposing CWTools Paradox/Stellaris semantic tools (syntax checking, scope queries, definitions, references, diagnostics, scripted…1 starNo one-command install · Source
538622.527searxng-control-plane-mcp-servermcp · back-endAn MCP server for managing SearXNG instances, enabling configuration inspection, engine toggling, health checks, and container lifecycle control.1 starNo one-command install · Source
538722.527cmendezs-fattura-pamcp · paymentsGenerate, validate, and analyze Italian FatturaPA XML electronic invoices using 21 MCP tools.1 starNo one-command install · Source
538822.527loommcp · ai-agentsProvides persistent identity and memory for AI agents across MCP-compatible harnesses, enabling agents to retain their name, values, and episodic…1 starNo one-command install · Source
538922.527cabal-huntermcp · paymentsOn-chain Solana token safety for trading agents — traces coordinated wallet funding, same-block Jito bundles, serial-rug deployers and live…1 starNo one-command install · Source
539022.527somamcp · back-endA batteries-included server runtime for provider-backed agents, offering MCP, CLI, REST, and plugin support.1 starNo one-command install · Source
539122.527nextcloud-control-plane-mcp-servermcp · databaseEnables management and administration of Nextcloud instances through OCC commands, including status checks, trusted domain configuration, and database…1 starNo one-command install · Source
539222.527memberpass-mcpmcp · paymentsConnects MCP clients like Claude and Cursor to MemberPass workspace, exposing 42 tools for managing projects, plans, subscriptions, members, access…1 starNo one-command install · Source
539322.527worbrowmcp · browserFree agent web-search MCP server driving local headless Chrome/Firefox via self-built CDP/Marionette — no API key, no playwright deps, data stays…1 starNo one-command install · Source
539422.527css-mcp-servermcp · front-endEnables CSS analysis with 150+ metrics, MDN documentation retrieval, and browser compatibility checks for CSS properties.1 starNo one-command install · Source
539522.527sigmatek-lasal-mcp-servermcp · back-endAutomates the Sigmatek LASAL software suite for PLC and HMI engineering, enabling AI assistants to inspect projects, apply structural changes…1 starNo one-command install · Source
539622.527rotifer-protocolmcp · searchSearches, compares, and ranks AI Genes in the Rotifer Protocol ecosystem for autonomous agent capability evolution.1 starNo one-command install · Source
539722.527gw1-mcpmcp · ai-agentsAn MCP server that gives LLM clients reliable, deterministic knowledge of Guild Wars 1 builds: skill data lookup, official template code…1 starNo one-command install · Source
539822.527timecamp-org-timecampmcp · back-endIntegrates with TimeCamp's time tracking API to create, retrieve, update, and delete time entries with project and task assignments for automated…1 starNo one-command install · Source
539922.527felixgeelhaar-coverctlmcp · otherProvides domain-aware test coverage enforcement for Go projects.1 starNo one-command install · Source
540022.527coverctlmcp · ai-agentsAgent-loop coverage governance that provides coverage feedback to AI coding agents before commit, preventing regressions from reaching CI.1 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