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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
210122.557prizmadmcp · otherGenerate AI UGC video ads from any product URL.1 starNo one-command install · Source
210222.557toonight-mnemoscopemcp · ai-agentsObservability layer for LLM agent memory systems with predictive context degradation scoring, signed audit journals, and hierarchical knowledge…1 starNo one-command install · Source
210322.557youmind-mcpmcp · searchBridges YouMind content to AI assistants via MCP, enabling retrieval of craft content by ID.1 starNo one-command install · Source
210422.557nosugarcoffee-youmindmcp · authRetrieves plain text content from YouMind crafts using unique IDs and browser session authentication.1 starNo one-command install · Source
210522.557codex-bridgemcp · ai-agentsMCP server that lets Claude Code ask GPT Codex for adversarial planning, code review, debugging, research, and risk triage without leaving your…1 starNo one-command install · Source
210622.557moncky-uk-scouts-pormcp · searchProvides automated access to the UK Scouts Policy, Organisation and Rules document through PDF processing and text search.1 starNo one-command install · Source
210722.557meltingpixelsai-harvey-intelmcp · otherToken safety analysis, trading signals, and social intelligence for crypto markets.1 starNo one-command install · Source
210822.557zero-core-verifymcp · ai-agentsPost-transaction outcome verification for agents using LLM-as-judge scoring.1 starNo one-command install · Source
210922.557nse-stock-insightsmcp · ai-agentsIndian Nifty 500 stock analysis for AI agents — price action, demand zones, technicals, and screener.1 starNo one-command install · Source
211022.557indian-nse-stock-insightsmcp · back-endPublic MCP server for Indian stock market analysis covering Nifty 500 stocks with 12 tools (quotes, technical indicators, patterns, screening) across…1 starNo one-command install · Source
211122.557sterion66-godotmcp · otherComprehensive Godot 4 integration with 40+ tools for project management, scripting, assets, and runtime control.1 starNo one-command install · Source
211222.557wikicitation-mcpmcp · commsProvides 40 tools to Claude for Wikipedia citation analysis, edit history, and DOI/ISBN annotation, enabling citation quality scoring and metadata…1 starNo one-command install · Source
211322.557qidi-studio-mcp-servermcp · back-endManages QIDI Studio 3D printing profiles locally, enabling AI assistants to read and write filament, process, and machine presets via the Model…1 starNo one-command install · Source
211422.557datafoodmcp · back-endDataFood is a remote MCP server that gives AI agents one-call access to 16 cross-niche data sources — crypto, DeFi, security, weather, news, finance…1 starNo one-command install · Source
211522.557atmflow55-datafoodmcp · back-endMCP server providing unified access to 16 cross-niche data sources including crypto, DeFi, weather, news, finance, and web3 via a single endpoint.1 starNo one-command install · Source
211622.557emoncms-mcp-servermcp · back-endMCP server for EmonCMS energy monitoring API, enabling AI assistants to query energy feeds, inputs, and historical data.1 starNo one-command install · Source
211722.557mcp-working-context-optimizermcp · otherPrevents context bloat and the 'Lost in the Middle' phenomenon by distilling action histories into concise summaries while maintaining a clear core…1 starNo one-command install · Source
211822.557gregario-tft-oraclemcp · otherProvides accurate Teamfight Tactics champion, trait, item, augment, and rolling odds data sourced from CommunityDragon.1 starNo one-command install · Source
211922.557solana-trading-mcp-servermcp · back-endAI-powered Solana trading bot with MCP integration for trading and monitoring.1 starNo one-command install · Source
212022.557spatial-memory-mcpmcp · ai-agentsA persistent semantic memory system for LLMs with time-based decay, automatic memory capture, and spatial navigation tools for exploring knowledge…1 starNo one-command install · Source
212122.557mcp-reverse-engineeringmcp · back-endA sandboxed MCP tool for reverse engineering that provides a unified interface to various reverse engineering tools with security restrictions.1 starNo one-command install · Source
212222.557gh-daedalus-reverse-engineeringmcp · devopsSandboxed reverse engineering tools with multiple framework integrations.1 starNo one-command install · Source
212322.557nall-hangfire-mcpmcp · back-endRemote MCP server for Hangfire that exposes background jobs as dynamic MCP tools, allowing clients like VS Code to inspect, trigger, and manage jobs…1 starNo one-command install · Source
212422.557atmospore-atmospore-mcpmcp · back-endPer-species pollen forecasts at any point on Earth, seven days ahead, via the Atmospore API. Tools: `get_pollen`, `get_top_species`…1 starNo one-command install · Source
212522.557renl-meshimizemcp · ai-agentsConnect AI agents to a network of authoritative knowledge sources for Q&A, group discovery, and real-time messaging.1 starNo one-command install · Source
212622.557spendnodmcp · authHuman authorization gateway for AI agent financial transactions with spending rules, approval workflows, and audit trails.1 starNo one-command install · Source
212722.557dynadot-mcpmcp · back-endMCP server for Dynadot API to manage domains, DNS, contacts, nameservers, folders, and aftermarket.1 starNo one-command install · Source
212822.557mcp-server-google-search-consolemcp · back-endEnables interaction with Google Search Console via MCP, offering search analytics, performance summaries, URL inspection, sitemap management, and…1 starNo one-command install · Source
212922.557codeaudit-mcpmcp · ai-agentsA read-only MCP server for AI coding agents to inspect repositories, audit code quality, route engineering skills, and plan safe issue/PR workflows.1 starNo one-command install · Source
213022.557goldmembrane-cleaner-codemcp · back-endAI code security scanner MCP server. Detects 9 categories of threats in AI-generated code (invisible Unicode, Trojan Source, homoglyphs, Glassworm…1 starNo one-command install · Source
213122.557postgresdb-mcpmcp · databaseEnables AI assistants to interact with PostgreSQL databases, providing tools for querying, table listing, schema exploration, and multi-environment…1 starNo one-command install · Source
213222.557barracuda-mcpmcp · searchEnables searching OpenAleph entities and documents using natural language queries through the MCP protocol.1 starNo one-command install · Source
213322.557tradallo-reputationmcp · ai-agentsMCP server for querying cryptographically-verified trading records of human traders and AI agents on the Tradallo platform.1 starNo one-command install · Source
213422.557overtone-newsmcp · ai-agentsReal-time news with tone analysis, brand safety scoring, and narrative shift signals for AI agents.1 starNo one-command install · Source
213522.557gh-ricklentz-x3dmcp · otherGenerate, validate, and convert ISO-standard X3D (Extensible 3D) content with full scene graph control.1 starNo one-command install · Source
213622.557tunedforai-x402-mcpmcp · back-endReal-time crypto market structure for AI agents — orderflow across 20 exchanges, 24 tokens. 9 tools: price/funding/OI snapshots, cross-exchange CVD…1 starNo one-command install · Source
213722.557rishiai-mcp-servermcp · back-endA Vedic astrology MCP server providing tools for natal charts, transits, compatibility, muhurtha, and career analysis using the DashaFlow engine.1 starNo one-command install · Source
213822.557compeller-mcpmcp · front-endEnables agents to create AI music videos and audio-reactive visuals from songs through MCP, including style discovery, music search, rendering…1 starNo one-command install · Source
213922.557tcg-mcpmcp · databaseA Pokemon TCG MCP server that looks up graded cards, manages a local SQLite collection, queries pricing providers, tracks a watchlist with target…1 starNo one-command install · Source
214022.557seanlok-tcg-mcpmcp · otherPokemon TCG tools: PSA grading lookups, collection management, and multi-provider card pricing.1 starNo one-command install · Source
214122.557mixcloud-mcpmcp · back-endBridges the Mixcloud API to AI assistants via MCP, enabling search for mixes, artist lookup, uploads, and user profile access.1 starNo one-command install · Source
214222.557gh-nelsonra-mixcloud-mcpmcp · searchSearch mixes, look up artists, and browse user uploads on the Mixcloud platform.1 starNo one-command install · Source
214322.557lisamaraventano-spine-mcp-servermcp · ai-agentsThe Underground Cultural District MCP server. 23 tools for AI agents: 13 free developer utilities (UUID, JSON formatter, Base64, hashing, JWT decoder…1 starNo one-command install · Source
214422.557mesheshq-mcp-servermcp · back-endEnables emitting product events, managing workspaces, routing rules, and integration connections for the Meshes universal integration layer.1 starNo one-command install · Source
214522.557arnstarn-mcp-server-spotinstmcp · back-endMCP server for Spot.io (Spotinst) API with 23 tools for managing Ocean clusters, VNGs, Elastigroups, costs, right-sizing, and logs across AWS and…1 starNo one-command install · Source
214622.557json-contractsmcp · ai-agentsContract registry and validator for structured JSON outputs from LLMs and agents.1 starNo one-command install · Source
214722.557touch-grass-mcpmcp · back-endPreference-aware events discovery MCP server that aggregates events, restaurants, and cultural activities across multiple sources and re-ranks them…1 starNo one-command install · Source
214822.557i18n-tools-mcpmcp · front-endEnables AI agents to read and write JSON translation files (i18n, i18next, react-i18next) via the Model Context Protocol.1 starNo one-command install · Source
214922.557graphql2mcpmcp · back-endConvert GraphQL schemas and endpoints into Model Context Protocol (MCP) servers.1 starNo one-command install · Source
215022.557drboria-md-todomcp · otherTask management and approval workflows with 6 tools for creating, managing, approving, and delegating todo items.1 starNo one-command install · Source
215122.557gh-fr1sk-tmuxmcp · otherProvides visibility into tmux terminal sessions with tools to list sessions, capture output, and send commands.1 starNo one-command install · Source
215222.557ado-workflows-mcpmcp · github-vcsEnables AI agents to discover Azure DevOps repositories, manage pull requests, and interact with PR comments and reviews via the Model Context…1 starNo one-command install · Source
215322.557cuttalo-depscopemcp · authPackage Intelligence for AI agents. 22 tools across 17 ecosystems…1 starNo one-command install · Source
215422.557maango-mcpmcp · browserMaango is the pre-flight check for AI agents on the web. Before an agent scrapes, summarises, trains on, or searches a site, it calls Maango and gets…1 starNo one-command install · Source
215522.557mcp-cloudwatch-explorermcp · observabilityEnables AI agents to query AWS CloudWatch metrics, alarms, and logs read-only via MCP, providing rapid health snapshots and triage without console…1 starNo one-command install · Source
215622.557living-hi-one-person-company-osmcp · otherVisual operating cockpit for AI-native solo founders to build and update their company operating system.1 starNo one-command install · Source
215722.557kakaocloud-openapi-mcp-servermcp · back-endEnables AI assistants to discover and invoke KakaoCloud OpenAPI endpoints for managing cloud resources like VMs, VPCs, load balancers, and databases.1 starNo one-command install · Source
215822.557embedded-serial-mcpmcp · back-endA professional MCP server for serial port communication, enabling AI assistants to list, connect, send/receive data, and manage serial connections…1 starNo one-command install · Source
215922.557nexustoken-sdkmcp · ai-agentsRun agent tasks, discover capabilities, and coordinate V2 Jobs on the NexusToken platform.1 starNo one-command install · Source
216022.557mcp-server-redcapmcp · back-endEnables interaction with REDCap instances for managing research data, projects, and files through natural language.1 starNo one-command install · Source
216122.557scribus-mcpmcp · back-endEnables AI assistants like Claude to control the Scribus desktop publishing app for document creation, editing, and export via its Python Scripter…1 starNo one-command install · Source
216222.557rocketech-formacvmcp · back-endAI-powered CV formatting, anonymization, tailoring, and ATS push-back MCP server.1 starNo one-command install · Source
216322.557formacv-mcpmcp · ai-agentsOfficial MCP server for FormaCV, enabling AI-powered CV formatting, anonymization, tailoring, and ATS push-back from AI agents like Claude Desktop and…1 starNo one-command install · Source
216422.557attestmcp · authEnforce scoped credential tokens on every MCP tool call with cryptographic JWT verification.1 starNo one-command install · Source
216522.557evermint-mcpmcp · ai-agentsTamper-evident receipts for AI agent actions. The notary layer for agent-to-agent transactions.1 starNo one-command install · Source
216622.557evermintmcp · ai-agentsMints tamper-evident receipts for AI agent actions as the notary layer for agent transactions.1 starNo one-command install · Source
216722.557interswitch-mcp-servermcp · back-endAn MCP server that enables AI assistants to interact with Interswitch APIs for payments, transfers, VAS, cardless paycodes, Transaction Search, Card…1 starNo one-command install · Source
216822.557dairus01-interswitchmcp · back-endAccess Interswitch financial APIs for payments, transfers, and lending operations.1 starNo one-command install · Source
216922.557arcwall-mcp-servermcp · ai-agentsSecurity scanning for AI coding tools (Claude Code, Cursor, Windsurf) including secrets detection, MCP config vulnerabilities, agent instruction…1 starNo one-command install · Source
217022.557mongodb3-mcp-servermcp · back-endA lightweight MCP server for MongoDB 3.6+ providing read, write, metadata, and management tools.1 starNo one-command install · Source
217122.557tao-izm-devpulse-mcpmcp · back-endZero-config MCP server that gives AI coding assistants a real-time diagnostic snapshot of your local dev environment. Detects framework, running…1 starNo one-command install · Source
217222.557distillmcp · ai-agentsMCP server that provides a shared team knowledge base by transforming raw input into anonymous, factual knowledge via a local LLM before storage…1 starNo one-command install · Source
217322.557lzfxp-java-debugmcp · observabilityEnables AI agents to debug Java applications via JVM with breakpoints, variable monitoring, stepping, and thread inspection.1 starNo one-command install · Source
217422.557mcp-servicefusionmcp · back-endEnables AI-assisted field service management through the Service Fusion API, including job lookup, customer management, dispatch, invoicing, and…1 starNo one-command install · Source
217522.557st-k8s-mcp-servermcp · devopsExposes Kubernetes cluster management tools to LLMs, enabling querying pods, deployments, logs, metrics, and managing port forwards via natural…1 starNo one-command install · Source
217622.557christulino-todoist-v1-mcp-servermcp · back-endMCP server for Todoist built on the unified API v1. Stdio transport, 20 tools covering tasks, projects, sections, and labels. No daily reconnection…1 starNo one-command install · Source
217722.557qflav-agentdropmcp · devopsAI agent deployment and management tool for streamlined agent publishing workflows.1 starNo one-command install · Source
217822.557stata-executor-mcpmcp · ai-agentsEnables an agent to execute Stata do scripts or inline commands locally and retrieve structured results including status, error diagnostics, and…1 starNo one-command install · Source
217922.557samarth-23-eng-india-rtomcp · otherIndian vehicle RTO services: number plate decoding, road tax, and office lookup.1 starNo one-command install · Source
218022.557britus-eofmcp · otherQt-based source code management providing file operations and metadata extraction for local development workflows1 starNo one-command install · Source
218122.557linear-cache-mcpmcp · back-endCache-first MCP server for Linear that provides tools to search, read, create, update, and comment on issues and projects, caching data locally to…1 starNo one-command install · Source
218222.557anteos-bookingmcp · ai-agentsBook medical appointments with French doctors by specialty and city via AI agents.1 starNo one-command install · Source
218322.557caikiji-mcp-searchmcp · back-endPrivacy-respecting, self-hosted metasearch MCP server that aggregates results from multiple search engines and fetches page content as Markdown.1 starNo one-command install · Source
218422.557k8gentsmcp · ai-agentsA Kubernetes diagnostic agent that provides on-demand root cause analysis and human-in-the-loop remediation via Slack, using LLM reasoning with…1 starNo one-command install · Source
218522.557jdoornink-k8gentsmcp · devopsAutonomously monitors Kubernetes clusters for warning events and performs AI-powered root cause analysis.1 starNo one-command install · Source
218622.557ligolo-ng-mcp-servermcp · ai-agentsThis MCP server enables AI assistants to control Ligolo-ng operations on a remote Kali Linux machine via SSH, providing tools for managing proxy…1 starNo one-command install · Source
218722.557vocab-mcpmcp · back-endA vocabulary-bank MCP server that allows users to collect unfamiliar words, organize them into decks, review with spaced repetition, and enrich with…1 starNo one-command install · Source
218822.557arjanvandermeer-thai-transliteratemcp · otherConverts Thai text to Roman script with ranked transliteration variants, word-level processing, and fuzzy English matching.1 starNo one-command install · Source
218922.557siyuan-mcp-server-2mcp · back-endEnables AI assistants to create, read, update, and manage SiYuan notes, supporting notebook management, document operations, block editing, database…1 starNo one-command install · Source
219022.557chart-canvas-mcp-servermcp · back-endEnables AI assistants to create interactive charts, diagrams, and tables displayed on a real-time dashboard, supporting multiple data sources with…1 starNo one-command install · Source
219122.557om-shree-0709-unified-frameworkmcp · back-endOrchestrates multiple specialized servers through a centralized host with intelligent tool selection, automatically routing filesystem, browser, and…1 starNo one-command install · Source
219222.557synccontextmcp · ai-agentsMCP server that provides a shared semantic memory layer for AI coding agents, enabling teams to store, search, and sync context, decisions, and…1 starNo one-command install · Source
219322.557forgekit-storybook-mcpmcp · front-endMCP server for automatic Storybook story generation, component analysis, and validation. Auto-detects React frameworks and syncs component…1 starNo one-command install · Source
219422.557filingfirehosemcp · otherAccess parsed SEC EDGAR filings including 8-Ks, Schedule 13D/G activist filings, and ATM offerings directly from AI clients.1 starNo one-command install · Source
219522.557sustinbebustin-citadelmcp · ai-agentsBundles per-stack documentation tools for coding agents.1 starNo one-command install · Source
219622.557citadel-mcpmcp · ai-agentsA Code Mode MCP server that provides AI coding agents with curated, per-stack documentation as typed tools, enabling efficient document access and…1 starNo one-command install · Source
219722.557top-gun-geo-lensmcp · searchMeasures brand visibility in AI-powered search sources and provides actionable GEO recommendations.1 starNo one-command install · Source
219822.557spacemandomains-top-gun-geo-lensmcp · searchAudits brand visibility across AI-powered search engines and LLM-indexed sources for Generative Engine Optimization.1 starNo one-command install · Source
219922.557allourthings-mcp-servermcp · back-endEnables cataloging and managing personal inventory (items, attachments) through natural language, allowing users to add, search, update, and retrieve…1 starNo one-command install · Source
220022.557yandex-market-seller-mcp-servermcp · back-endIntegrates with Yandex Market Partner API, providing search and execute tools for managing orders, returns, shipments, offers, prices, and other…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