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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

61,707 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
400122.524hyperpingmcp · back-endOfficial Hyperping MCP server for uptime, API, cron and server monitoring. 26 tools covering monitors, outages and timelines, uptime, response time…1 starNo one-command install · Source
400222.524todolist-mcpmcp · back-endMCP server for managing ToDoList (.tdl) files, with 16 tools including task creation, completion, deletion, comments, backup/restore, and statistics.1 starNo one-command install · Source
400322.524gmail-research-mcpmcp · commsA read-only Gmail MCP server that searches email, fetches complete threads, and stores them as local Markdown and JSON for offline analysis by other…1 starNo one-command install · Source
400422.524meridian-bank-mcp-servermcp · authA production-grade MCP server for a fictional digital bank, exposing tools for an AI copilot to service customers across the full risk spectrum from…1 starNo one-command install · Source
400522.524rigol-dho-mcpmcp · back-endMCP server for controlling and reading Rigol DHO800/DHO900 oscilloscopes over LAN via SCPI commands.1 starNo one-command install · Source
400622.524fastmcp-iot-sensor-servermcp · back-endSimulates a network of IoT environmental sensors and exposes their data and controls as MCP tools that any MCP client can query and act on.1 starNo one-command install · Source
400722.524model-context-streammcp · ai-agentsAn event-driven MCP server that enables agents to share context streams, publish and subscribe to events, manage tasks, and follow protocols, keeping…1 starNo one-command install · Source
400822.524screenshots-snapshot-sitemcp · back-endScreenshot, visual-diff, and AI page-analysis API for AI agents. Capture any URL as PNG, JPEG, WebP, PDF, or HTML, diff two versions of a page to…1 starNo one-command install · Source
400922.524ver-andimcp · searchContext compiler for AI coding agents that indexes TypeScript codebases to extract and serve only the relevant symbols and files for a task, reducing…1 starNo one-command install · Source
401022.524kokkai-mcpmcp · searchEnables search, retrieval, and summarization of Japanese National Diet meeting minutes via MCP tools.1 starNo one-command install · Source
401122.524apple-health-shortcuts-mcp-4mcp · devopsEnables AI to read Apple Health data (activity, sleep, trends) via three read-only tools, deployed effortlessly on Cloudflare.1 starNo one-command install · Source
401222.524gallica-mcpmcp · searchEnables searching and accessing OCR text from millions of digitized documents in Gallica, the digital library of the Bibliothèque nationale de France…1 starNo one-command install · Source
401322.524resume-mcp-servermcp · back-endMCP server for browsing and searching your local resume and job application documents1 starNo one-command install · Source
401422.524vibeship-skillsmcp · searchProvides access to 462+ production-grade skills for AI-powered product building, enabling search, retrieval, and validation of skills across…1 starNo one-command install · Source
401522.524codex-mcp-opencodemcp · ai-agentsA project-local MCP bridge that allows Codex Desktop to plan tasks and OpenCode to execute them within the current project directory, with session…1 starNo one-command install · Source
401622.524mcp-obsidianmcp · ai-agentsA filesystem-based MCP server for Obsidian vaults that enables LLMs to browse, search, read, write, and edit Markdown notes directly on disk without…1 starNo one-command install · Source
401722.524ichnus2mcp · ai-agentsEnables bug localization by analyzing a repo and bug report with an ant-swarm LLM, returning a HOT/WARM/COLD heatmap and JSON audit trail via MCP.1 starNo one-command install · Source
401822.524agent-game-enginemcp · devopsEnables AI agents to create, run, and debug 2D games in a sandboxed engine, providing tools for simulation, state inspection, and quality validation.1 starNo one-command install · Source
401922.524runapi-midjourney-mcp-servermcp · back-endProvides AI agents with Midjourney API access for image and video generation, task polling, and pricing checks through a focused MCP server.1 starNo one-command install · Source
402022.524runapi-ai-veo-3-1-mcpmcp · back-endMCP server for Veo 3.1 video generation models, enabling task creation (extend, text-to-video, upscale), status polling, and pricing checks via…1 starNo one-command install · Source
402122.524veiled-starsmcp · databaseEnables AI assistants to interact with a personal tarot journal: search past readings, draw card spreads, and record interpretations and reflections…1 starNo one-command install · Source
402222.524vibecheck-mcpmcp · github-vcsEnables AI agents to manage git-backed website content through natural language, with tools to create, update, delete, and draft pages that are…1 starNo one-command install · Source
402322.524codex-computer-use-venturamcp · back-endRestores OpenAI Codex Computer Use on macOS 13 by building a clean-room MCP backend that adapts to the bundled sky interface, enabling screen…1 starNo one-command install · Source
402422.524mcp-telepizzamcp · back-endUnofficial read-only MCP server for Telepizza.es that enables querying menu, prices, offers, stores, loyalty points, and order history using your own…1 starNo one-command install · Source
402522.524giauphan-codeatlasmcp · searchExposes CodeAtlas code analysis data — project structure, dependencies, insights, and entity search — to AI assistants.1 starNo one-command install · Source
402622.524thisispaper-mcpmcp · front-endEnables searching and retrieving curated architecture, design, photography, and art projects from the Thisispaper archive, with tools for project…1 starNo one-command install · Source
402722.524zentao-mcp-servermcp · back-endA Model Context Protocol (MCP) server that integrates with Zentao's RESTful API to manage bugs, including listing, resolving, closing, and commenting…1 starNo one-command install · Source
402822.524the-mine-works-mcp-serversmcp · back-endSeven remote MCP servers exposing 51 published Apify scrapers as agent tools: company diligence, social listening, recruiting, real estate, lead…1 starNo one-command install · Source
402922.524discord-mcp-4mcp · ai-agentsAn MCP server that exposes Discord bot actions as tools for LLM clients.1 starNo one-command install · Source
403022.524mcp-gadsmcp · otherEnables querying and managing Google Ads campaigns, keywords, assets, and more via natural language, with support for multiple MCP clients.1 starNo one-command install · Source
403122.524gh-pijusz-google-adsmcp · observabilityQuery Google Ads campaigns, keywords, assets, and performance metrics with 39 tools including GAQL queries and write operations.1 starNo one-command install · Source
403222.524rpcedge-mcpmcp · ai-agentsProvides Solana RPC tools for agents to check health, estimate priority fees, sample Yellowstone gRPC, and submit signed transactions via the rpc edge…1 starNo one-command install · Source
403322.524tokencompressmcp · back-endA local, zero-cloud MCP server for token and text compression. It provides tools to compress, auto-compress, measure, and decompress text using…1 starNo one-command install · Source
403422.524eval-mcpmcp · back-endAn MCP server for prompt and RAG evaluation workflows, enabling users to register, create API keys, and run evaluations via Claude Desktop, Cursor, or…1 starNo one-command install · Source
403522.524hyperpanes-mcpmcp · ai-agentsMCP server for hyperpanes terminal workspace app, enabling AI agents to compose and launch workspace layouts, inspect and drive terminal panes, stream…1 starNo one-command install · Source
403622.524hpe-security-director-cloud-mcpmcp · back-endAn MCP server for HPE Juniper Security Director Cloud that exposes 368 tools to manage firewall policies, NAT policies, security resources, and more…1 starNo one-command install · Source
403722.524imagine-music-mcpmcp · back-endGenerates music from text prompts via a local ACE Step API, providing tools for music generation, result checking, and listing generations.1 starNo one-command install · Source
403822.524godmod3-mcpmcp · commsA bridge for G0DM0D3 that exposes advanced AI capabilities through MCP tools, including multi-model racing, hive-mind synthesis, and secure chat…1 starNo one-command install · Source
403922.524dumang-mcpmcp · back-endMCP server for controlling DUMANG DK6 keyboard, including device discovery, LED color setting, and key blinking.1 starNo one-command install · Source
404022.524npu-vision-fallbackmcp · ai-agentsProvides an MCP server for local low-power screen vision, enabling AI agents to perform OCR and UI detection on inaccessible screens (games, remote…1 starNo one-command install · Source
404122.524scern-mcpmcp · back-endProduct evaluation MCP server for US packaged food. Health scores, ingredient safety, regulatory flags, recall history, corporate ownership.1 starNo one-command install · Source
404222.524discussion-capsulemcp · github-vcsTurns GitHub Discussions into interactive, read-only briefs inside an MCP host, surfacing participants, questions, and thread maps without mutating…1 starNo one-command install · Source
404322.524freemodel-mcpmcp · otherRoutes tasks to the optimal AI model based on task type and benchmark scores across 25+ platforms. Automatically selects the best model for coding…1 starNo one-command install · Source
404422.524docshub-mcp-servermcp · ai-agentsAn MCP server that provides AI clients with access to developer documentation via llms.txt files. Exposes tools, resources, and prompts.1 starNo one-command install · Source
404522.524linkedin-outreach-agentmcp · ai-agentsAn MCP server that enables agent-driven LinkedIn outreach across multiple accounts, with a safety gate for human approval and LLM-powered…1 starNo one-command install · Source
404622.524noteboxd-mcpmcp · back-endMCP server that lets AI assistants query the Noteboxd fragrance encyclopedia for fragrances, notes, accords, brands, perfumers, reviews, and charts…1 starNo one-command install · Source
404722.524midasmcp · ai-agentsLocal-first AI agent for approval-gated automation and verifiable LLM workflows.1 starNo one-command install · Source
404822.524sumo-mcp-readonlymcp · back-endA read-only MCP server for querying Sumo Logic logs, enabling AI assistants to search and investigate application logs with opinionated tools and…1 starNo one-command install · Source
404922.524github-repo-findermcp · github-vcsA production-grade GitHub repository finder that helps LLMs discover best repositories with advanced search, ranking, and token optimization.1 starNo one-command install · Source
405022.524somanylemons-mcpmcp · back-endAI-powered content marketing MCP server for creating branded video reels, LinkedIn posts, image quotes, and more via the /lemons command.1 starNo one-command install · Source
405122.524kernora-agent-securitymcp · ai-agentsProvides a zero-install security baseline for AI coding agents, with tools to retrieve curated security rules and check actions against them for…1 starNo one-command install · Source
405222.524startup-gtm-skillmcp · back-endProvides an MCP server for querying a dataset of 350 Indian startups' marketing channels by stage, sector, and budget, enabling evidence-based channel…1 starNo one-command install · Source
405322.524continuous-code-guardianmcp · ai-agentsAI-powered continuous code assistant for Cursor, VS Code, Antigravity, and Claude Code via MCP, providing tools for code review, testing…1 starNo one-command install · Source
405422.524unified-history-mcpmcp · ai-agentsConfig-driven MCP server for cross-domain full-text search across agent session logs, meeting transcripts, and notification files.1 starNo one-command install · Source
405522.524fpl-strategy-mcpmcp · authEnables Fantasy Premier League squad management with custom tools for player search, fixture outlook, tier classification, hit math, and chip timing…1 starNo one-command install · Source
405622.524flopsindex-mcpmcp · ai-agentsProvides public price indices for GPU rentals (spot, on-demand, DePIN) with verify URLs, enabling agents and users to query and verify compute…1 starNo one-command install · Source
405722.524rxrelaymcp · otherEnables consent-first voice coordination for prescription access with a deterministic proof gate, exposing MCP tools to manage cases, attestations…1 starNo one-command install · Source
405822.524yahoo-shopping-mcpmcp · back-endRead-only MCP server for searching Yahoo! Shopping products through the Yahoo! Shopping Item Search API v3. It supports keyword and JAN-code search…1 starNo one-command install · Source
405922.524mukundakatta-agentvetmcp · ai-agentsValidates LLM-generated tool arguments before execution to prevent malformed calls.1 starNo one-command install · Source
406022.524mukundakatta-agentguardmcp · ai-agentsNetwork-egress firewall for AI agents that evaluates URLs against security policies before requests.1 starNo one-command install · Source
406122.524agentguard-mcpmcp · ai-agentsCheck whether a URL is allowed under a network-egress policy before any fetch, with tools for single URL, batch checks, and policy validation.1 starNo one-command install · Source
406222.524postcept-mcpmcp · back-endMCP server for Postcept1 starNo one-command install · Source
406322.524gemini-web-mcpmcp · back-endAn MCP server for automated interaction with Gemini's web interface using Playwright and LangGraph, enabling task execution, deep research, file…1 starNo one-command install · Source
406422.524helm-protocol-opentttmcp · otherProof-of-Time transaction ordering verification for blockchain DeFi operations.1 starNo one-command install · Source
406522.524arc-world-engine-mcpmcp · otherEnables interaction with an explicit ARC-AGI-3 world model through typed operations for actor/rule editing, deterministic simulation, rendering, and…1 starNo one-command install · Source
406622.524sunsiyuan-human-surveymcp · devopsFeedback collection infrastructure for AI agents to create surveys, distribute them to human respondents, and retrieve structured results.1 starNo one-command install · Source
406722.524robosimtools-mcpmcp · ai-agentsExposes 12 robotics/simulation tools from robosimtools.com as MCP tools, enabling AI agents to perform conversions (quaternion, URDF, MJCF)…1 starNo one-command install · Source
406822.524mukundakatta-agentfitmcp · ai-agentsToken-aware message truncation and token counting across multiple AI model families.1 starNo one-command install · Source
406922.524agentfit-mcpmcp · ai-agentsLets Claude Desktop, Cursor, Cline, Windsurf, Zed, or any other MCP client estimate token counts and fit a chat history into a model's context budget…1 starNo one-command install · Source
407022.524pico-mcpmcp · ai-agentsEnables LLMs to control a PicoScope 5000A USB oscilloscope for signal generation, block capture, measurements, and frequency response sweeps.1 starNo one-command install · Source
407122.524screenshot-mcpmcp · back-endCaptures webpage screenshots via ScreenshotOne API, offering desktop, mobile, and element-specific views.1 starNo one-command install · Source
407222.524borg-mcpmcp · ai-agentsA read-only MCP server for BorgBackup that lets AI agents query backup status, repository info, archive listings, and prune previews without modifying…1 starNo one-command install · Source
407322.524holoviz-mcp-servermcp · back-endLet AI agents create interactive visualizations that render live inside your chat — no code required.1 starNo one-command install · Source
407422.524podlearn-mcp-servermcp · back-endEnables transcription, search, and lesson generation from podcast and YouTube URLs directly inside Claude Code.1 starNo one-command install · Source
407522.524octane-mcpmcp · ai-agentsA local MCP server that lets Hermes Agent use Octane X as a shared visual canvas for geometry, data, math, and concept visualization.1 starNo one-command install · Source
407622.524guardrailaimcp · back-endAn MCP server that evaluates file write requests for sensitive data and compliance using deterministic policies and Google Gemini reasoning, providing…1 starNo one-command install · Source
407722.524leadmind-mcpmcp · ai-agentsAn MCP server that turns an AI lead management system into a conversational tool any MCP-compatible AI client can control directly, with tools…1 starNo one-command install · Source
407822.524ai-material-cabinet-mcpmcp · searchEnables AI assistants like Cursor and Claude Desktop to access a local AI Material Cabinet for searching, reading/writing content, creating documents…1 starNo one-command install · Source
407922.524google-meridian-mcpmcp · searchProvides structured access to Google Meridian documentation and resources, enabling AI assistants to fetch docs, search topics, and list sources for…1 starNo one-command install · Source
408022.524sarkmcp · devopsEnables Slack-driven coding agents in isolated cloud sandboxes per thread, with thread-scoped MCP tokens and fail-closed allowlists.1 starNo one-command install · Source
408122.524tpu-devopsmcp · ai-agentsMCP server for managing Google Cloud TPU capacity and serving Gemma 4 with vLLM, including provisioning, debugging, benchmarking, and teardown.1 starNo one-command install · Source
408222.524agentbridge-mcp-servermcp · back-endEnables AI agents to discover, validate, and call actions from web apps through the Model Context Protocol, using a manifest of structured…1 starNo one-command install · Source
408322.524nodeland-mcpmcp · back-endMCP server that lets agents create and update persistent concept maps via the NodeLand API, returning shareable URLs for humans to view, embed, and…1 starNo one-command install · Source
408422.524scimcpmcp · back-endAn MCP server for computational materials science that enables AI assistants to generate LAMMPS simulations, parse outputs, analyze nematic order…1 starNo one-command install · Source
408522.524presence-mcpmcp · back-endPyPI-launched MCP server that exposes a living project model and outcome telemetry as read-only resources for MCP-aware clients.1 starNo one-command install · Source
408622.524roblox-super-mcpmcp · back-endA Node.js MCP server that connects MCP clients to Roblox Studio's official MCP process, adding discovery, inspection, auditing, atomic script edits…1 starNo one-command install · Source
408722.524nomad-mcpmcp · back-endExposes a HashiCorp Nomad cluster as MCP tools for AI agents, enabling read-only inspection of jobs, allocations, nodes, and deployments, with…1 starNo one-command install · Source
408822.524nitrostack-starter-templatemcp · ai-agentsThis template enables learning NitroStack fundamentals with a calculator-focused MCP server that supports tools, resources, and prompts. It includes…1 starNo one-command install · Source
408922.524io-github-lsmman-fetchivemcp · back-endMCP server for extracting links from text dumps, checking duplicates, extracting YouTube transcripts (with fallbacks including speech-to-text), and…1 starNo one-command install · Source
409022.5246ducklearn-mcpmcp · ai-agentsHosted MCP server for the 6DuckLearn learning platform, enabling integration with AI agents like Codex and Claude Code.1 starNo one-command install · Source
409122.524makerperks-mcp-aql-adaptermcp · back-endEnables AI agents to browse and apply for builder perks (free credits, discounts, etc.) via a single semantic endpoint, with optional user-controlled…1 starNo one-command install · Source
409222.524mukundakatta-agentcastmcp · ai-agentsExtracts and validates JSON from LLM text output with structured retry feedback generation.1 starNo one-command install · Source
409322.524fastpospalmcp · back-endFastPospal is a Python SDK and MCP server for the PosPal Web backend, enabling AI agents to manage products, members, inventory, and logistics through…1 starNo one-command install · Source
409422.524epiphanymcp · ai-agentsA local MCP server that provides a shared, private memory for multiple AI tools, enabling cross-model recall and automatic session ingestion.1 starNo one-command install · Source
409522.524unsplashplusmcpmcp · back-endMCP server that automates a Chrome profile to sign in to Unsplash+, search Plus-only images, and download them with metadata and checksums.1 starNo one-command install · Source
409622.524loseit-mcpmcp · back-endAn MCP server and CLI for logging food to Lose It!, enabling food search, diary management, meal logging, and weight recording via unofficial API.1 starNo one-command install · Source
409722.524espn-ff-managermcp · ai-agentsManages ESPN fantasy football teams post-draft, enabling lineup optimization, waiver/free agent recommendations, injury tracking, trade analysis, and…1 starNo one-command install · Source
409822.524legal-research-agentmcp · ai-agentsMCP server for legal research that enables searching US case law via CourtListener, retrieving full opinion text, and looking up legal definitions…1 starNo one-command install · Source
409922.524paybond-mcp-pythonmcp · paymentsPaybond Kit for Python is the PyPI package for tenant-bound Paybond integrations and delegated agent spend controls. It opens hosted Gateway sessions…1 starNo one-command install · Source
410022.524jocarrd-aemetmcp · otherSpanish weather data from AEMET OpenData: forecasts, CAP warnings, and station observations.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