Armory
Source

Leaderboard

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
Sort
ScoreUsageTestedMentionsStarsName
Lowest FirstRows50100250Export

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

65,239 results
RankScoreComponentDescriptionEvidenceLast commitInstall
520122.524dev-diary-mcpmcp · searchTurns a folder of Markdown files into a searchable work journal that any LLM can read and write.1 starNo one-command install · Source
520222.524open-compute-mcpmcp · otherModel-agnostic computer-use tools over MCP, enabling screen capture and automated actions (click, type, scroll) via natural language tool calls.1 starNo one-command install · Source
520322.524mcp-vroidmcp · front-endEnables MCP clients to drive VRoid Studio's GUI by launching the app, capturing screenshots, locating UI elements via OCR/color, and simulating…1 starNo one-command install · Source
520422.524forgemeshlabs-disruption-intelligence-mcpmcp · paymentsAI-native commercial disruption intelligence for MCP clients and x402-powered agents. Supports WARN/layoff intelligence, company context, geospatial…1 starNo one-command install · Source
520522.524disruption-intelligence-mcpmcp · back-endDisruption Intelligence MCP gives AI agents access to commercial disruption signals through a public MCP server backed by the hosted Forgemesh API. It…1 starNo one-command install · Source
520622.524hachimanmcp · ai-agentsEnables AI agents and MCP servers to operate under autonomous security enforcement, including pre-deployment scanning, per-call authorization, runtime…1 starNo one-command install · Source
520722.524anilist-mcp-servermcp · authEnables searching and browsing anime/manga, characters, staff, and more on AniList without credentials, and with a one-time login allows managing…1 starNo one-command install · Source
520822.524hcom-mcpmcp · ai-agentsA control-plane MCP server for launching and supervising hcom-managed agents, running as a single persistent HTTP server to coordinate multiple…1 starNo one-command install · Source
520922.524verychic-mcpmcp · searchSearch VeryChic hotel deals from any MCP client; browse flash-sale offers, filter by destination or price, and read availability and prices by date…1 starNo one-command install · Source
521022.524ths-stock-trading-mcpmcp · ai-agentsEnables AI agents to automate simulated stock trading on the Tonghuashun trading system, including checking account balances and positions, viewing…1 starNo one-command install · Source
521122.524parliamentary-nlp-mcpmcp · back-endMCP server that audits Brazilian parliamentary speeches for hate speech and offensive language using a fine-tuned BERTimbau classifier, returning…1 starNo one-command install · Source
521222.524infobel-api-mcpmcp · back-endMCP server for the Infobel GetData API, enabling AI agents to search businesses, retrieve records, and browse categories and locations.1 starNo one-command install · Source
521322.524powerbi-mcp-localmcp · back-endLocal-first MCP server for Power BI Desktop automation. Automate semantic model changes, DAX, Power Query, Excel, and report layout from MCP-capable…1 starNo one-command install · Source
521422.524br-eli-mcpmcp · back-endMCP server for the Brazilian Chamber of Deputies open-data API, enabling search and retrieval of federal legislative bills and their status.1 starNo one-command install · Source
521522.524fr-eli-mcpmcp · back-endMCP server for querying French legislation and case law via the Legifrance API, enabling search and retrieval of laws, codes, and court decisions with…1 starNo one-command install · Source
521622.524lu-eli-mcpmcp · otherEnables querying Luxembourg legislation metadata and full Akoma Ntoso text via ELI identifiers from Legilux open data.1 starNo one-command install · Source
521722.524prawo-pl-mcpmcp · searchUnified MCP server for Polish legal data, enabling search and retrieval across case law, legislation, company register, tax rulings, public…1 starNo one-command install · Source
521822.524us-eli-mcpmcp · back-endMCP server for the Congress.gov API that tracks US federal legislative process, providing tools to search bills and get bill details.1 starNo one-command install · Source
521922.524churn-mcp-servermcp · back-endEnables MCP-aware clients to call the churn-prediction API's predict_churn and check_model_health tools directly, proxying to the existing churn-api…1 starNo one-command install · Source
522022.524anytype-mcp-servermcp · back-endEnables AI assistants to interact with Anytype knowledge base via natural language, with Docker-based HTTP transport for always-on background…1 starNo one-command install · Source
522122.524ykastelnik-realeventsmcp · ai-agentsEvent creation and management tool for AI agents — no account required.1 starNo one-command install · Source
522222.524realevents-mcpmcp · otherEnables creating and managing events on RealEvents, including listing public events, registering attendees, and updating event details, all from…1 starNo one-command install · Source
522322.524llm-sidecarmcp · ai-agentsMCP server for grounded, cited AI: answers questions from live web sources, verifies claims, fact-checks documents, searches and reads URLs…1 starNo one-command install · Source
522422.524qa-mcp-learning-labmcp · browserShowcases principal-level QA architecture using MCP tools and Playwright for validating security, business workflows, contract safety, and cross-layer…1 starNo one-command install · Source
522522.524weavatrix-onlinemcp · otherProvides an online MCP overlay for Weavatrix Cloud and Enterprise, enabling sync, advisory refresh, and architecture contract pull with explicit…1 starNo one-command install · Source
522622.524perplexity-deep-mcpmcp · back-endAn MCP server that makes Perplexity's Sonar Deep Research usable from MCP clients that enforce a request timeout by using Perplexity's async API.1 starNo one-command install · Source
522722.524mcp-fetch-workermcp · authEnables AI bots and agents to call self-hosted APIs behind Cloudflare Access through a single HTTP fetch tool, using human-approved OAuth tokens…1 starNo one-command install · Source
522822.524thesnakefang-buyapimcp · devopsEvaluate and compare vendor options for infrastructure and software purchasing decisions.1 starNo one-command install · Source
522922.524buyapimcp · ai-agentsUnbiased vendor intelligence MCP server that helps AI agents and developers make informed infrastructure decisions by providing current, structured…1 starNo one-command install · Source
523022.524xiaojiou176-open-movi-organizermcp · browserReview-first local file organizer for photos, screenshots, documents, and audio with AI-assisted drafting.1 starNo one-command install · Source
523122.524filemanmcp · ai-agentsEnables agents to organize messy folders into structured libraries by scanning, planning, and applying reorganization via a manifest-first…1 starNo one-command install · Source
523222.524gh-review-queue-mcpmcp · github-vcsMCP server that ranks and deduplicates your GitHub pull request review queue across direct requests, team requests, and your own waiting PRs into a…1 starNo one-command install · Source
523322.524mcp-adsmcp · searchEnables running marketing platforms like Google Ads, Meta Ads, GA4, Search Console, Tag Manager, and WordPress from any MCP client to read…1 starNo one-command install · Source
523422.524ellmos-servercommander-mcpmcp · ai-agentsAlpha MCP server for server operations enabling deployment dry-runs, mail readiness diagnostics, access-log analysis, and HTTP health checks.1 starNo one-command install · Source
523522.524agent-sleepmcp · ai-agentsEnables AI agents to persist and recall episodic memories across sessions, consolidating experiences into reusable rules and lessons to reduce…1 starNo one-command install · Source
523622.524discord-community-mcpmcp · commsEnables AI agents to search and recall Discord conversations, analyze community activity, participation, and growth, and optionally send messages when…1 starNo one-command install · Source
523722.524forgesworn-braymcp · ai-agentsTrust-aware Nostr MCP server for AI agents with tools for social interactions, direct messages, payments, and cryptographic identity.1 starNo one-command install · Source
523822.524vibekit-mcpmcp · ai-agentsMCP server for VibeKit — build, deploy, and manage hosted apps and chat with each app's persistent server-side AI agent from Claude Desktop, Cursor…1 starNo one-command install · Source
523922.524system-explorer-mcpmcp · back-endRead-only MCP server for observing Linux hosts (systemd, ZFS, Docker, VMs, network, hardware, NixOS) as a graph of objects with provenance. Provides…1 starNo one-command install · Source
524022.524fhir-patient-consent-mcp-servermcp · back-endEnables natural-language queries about a patient, their insulin pump or other devices, and consent to share their data, with answers retrieved in real…1 starNo one-command install · Source
524122.524nevent-mcpmcp · observabilityEnables natural language interaction with Nevent's live-event marketing platform, including campaigns, analytics, paid ads, segments, and short URLs…1 starNo one-command install · Source
524222.524mcp-proofmcp · back-endAudits any MCP server (stdio or Streamable HTTP, legacy or modern era) with wire-level conformance, security, and behavior-regression checks…1 starNo one-command install · Source
524322.524usemycontextmcp · otherThe personal context layer for AI - one user owned profile plus files, read by any MCP client so you never re-introduce yourself.1 starNo one-command install · Source
524422.524gsheets-mcpmcp · back-endA local MCP server that lets Claude read and write Google Sheets through the Google Sheets API v4, using OAuth2 authentication with your own Google…1 starNo one-command install · Source
524522.524codex-upwork-mcp-bridgemcp · ai-agentsEnables Upwork's MCP server to work with OpenAI Codex and ChatGPT by normalizing protocol incompatibilities, allowing their tools to be listed and…1 starNo one-command install · Source
524622.524blender-studio-pro-mcpmcp · front-endThis MCP server enables complete control of Blender from any MCP client, offering 221 dedicated tools and a universal bridge for 1,500–2,500+ bpy.ops…1 starNo one-command install · Source
524722.524rnv-color-mcpmcp · ai-agentsExposes RNV color workflow tools for color mixing, conversion, harmony generation, text transformation, and palette management, allowing LLMs to…1 starNo one-command install · Source
524822.524mcp-on-my-sampmcp · back-endEnables AI agents to start, control, and verify local open.mp/SA-MP game servers via MCP stdio, using a headless RakClient to send allowed slash…1 starNo one-command install · Source
524922.524snapbackmcp · back-endAnalyzes code changes for security vulnerabilities, dangerous APIs, dependency issues, and configuration problems using multiple analysis plugins with…1 starNo one-command install · Source
525022.524llama-memorymcp · back-endProvides persistent history and semantic memory for llama-server, enabling cross-session recall and memory management through MCP tools.1 starNo one-command install · Source
525122.524pathrulemcp · ai-agentsPath-scoped team memories, rules and skills for AI coding agents.1 starNo one-command install · Source
525222.524traceorb-mcpmcp · observabilityEnables MCP clients to query an organization's Traceorb telemetry data through the same GETs the panel uses, using a read key for authentication.1 starNo one-command install · Source
525322.524biz-guardmcp · back-endMCP server that enforces critical business invariants on AI-generated code changes, providing deterministic, evidence-backed ALLOW/BLOCK decisions…1 starNo one-command install · Source
525422.524xiaojiou176-provenotemcp · back-endFirst-party MCP server for drafts, research threads, auditable runs, and knowledge search.1 starNo one-command install · Source
525522.524cyanheads-noaa-marine-mcp-servermcp · back-endFind NOAA tide stations and NDBC buoys, fetch tide predictions, water levels, tidal currents, and live buoy conditions via MCP.1 starNo one-command install · Source
525622.524cyanheads-reference-data-mcp-servermcp · back-endLook up countries, timezones, periodic table elements, physical constants, units, HTTP status codes, and MIME types via MCP. STDIO or Streamable HTTP.1 starNo one-command install · Source
525722.524cyanheads-reference-datamcp · otherLook up countries, timezones, elements, constants, HTTP status codes, units, and MIME types.1 starNo one-command install · Source
525822.524cyanheads-noaa-spaceweather-mcp-servermcp · back-endQuery NOAA SWPC space weather data including geomagnetic storm scales, Kp index, aurora forecasts, solar wind, solar activity, and alerts via MCP…1 starNo one-command install · Source
525922.524warrant-mcpmcp · ai-agentsAn MCP server that enforces plain-English rules on AI agent tool calls, deterministically blocking forbidden actions before execution via a Claude…1 starNo one-command install · Source
526022.524fifymcp · otherEnables transforming grounded AI answers into interactive information views such as comparisons, plans, checklists, timelines, and decision views…1 starNo one-command install · Source
526122.524softautomcp · front-endEnables AI agents to perform deterministic Windows desktop and browser automation through MCP, using pre-validated UI Automation and DOM locators for…1 starNo one-command install · Source
526222.524qnexus-mcpmcp · ai-agentsAn MCP server for Quantinuum Nexus that lets AI agents inspect projects and, when enabled, run quantum circuits on the free H2-1LE emulator. It is…1 starNo one-command install · Source
526322.524codememorymcp · ai-agentsEnables AI agents to locally search, query, and understand codebases with token-efficient context, dependency graphs, history, architecture diagrams…1 starNo one-command install · Source
526422.524trustflow-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
526522.524bongocat-mcpmcp · front-endUnifies multiple BongoCat desktop pets into MCP tools, enabling LLM clients to control cat animations, typing, expressions, and chat bubbles via a…1 starNo one-command install · Source
526622.524getfacade-mcpmcp · front-endEnables an AI agent to create a building from a photo, generate a facade design, and order a line-by-line cost estimate and documentation album, using…1 starNo one-command install · Source
526722.524chatmuxmcp · 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
526822.524dcc-mcp-renderdocmcp · ai-agentsEnables automated graphics capture and replay with RenderDoc, allowing agents to launch executables, inspect captures, and export thumbnails or…1 starNo one-command install · Source
526922.524wsdot-mcp-servermcp · back-endQuery WA highway conditions, ferry schedules, vessel locations, toll rates, border waits, and alerts via MCP.1 starNo one-command install · Source
527022.524gh-cyanheads-wsdotmcp · otherQuery Washington State DOT highway conditions, ferries, tolls, and border waits via MCP.1 starNo one-command install · Source
527122.524cyanheads-nws-weather-mcp-servermcp · back-endGet US weather forecasts, active alerts, and current observations via the National Weather Service API.1 starNo one-command install · Source
527222.524cyanheads-nws-weathermcp · back-endReal-time US weather data via the National Weather Service API — forecasts, alerts, and observations.1 starNo one-command install · Source
527322.524cyanheads-openchargemap-mcp-servermcp · back-endFind EV charging stations by location and connector, get full station detail, resolve reference IDs, and read community reliability check-ins via MCP.1 starNo one-command install · Source
527422.524cyanheads-reliefweb-mcp-servermcp · back-endAn MCP server to search and retrieve humanitarian reports, disasters, jobs, training, and country profiles from ReliefWeb via STDIO or Streamable…1 starNo one-command install · Source
527522.524cyanheads-reliefwebmcp · searchSearch humanitarian reports, disasters, jobs, training, and country profiles from ReliefWeb.1 starNo one-command install · Source
527622.524kanban-zone-mcp-servermcp · back-endEnables AI assistants to manage Kanban Zone workspaces via 23 tools for boards, cards, comments, checklists, and tasks.1 starNo one-command install · Source
527722.524ellmos-homebase-mcpmcp · ai-agentsEnables local-first LLM orchestration with persistent memory, knowledge management, routing, swarm patterns, API probing, tests, automation planning…1 starNo one-command install · Source
527822.524sudnokontrol-mcpmcp · back-endEnables searching Ukrainian national vessel registries by registration number, name, or owner, retrieving full vessel records, and querying registry…1 starNo one-command install · Source
527922.524brainhub-mcpmcp · searchReads top-level sessions from Claude Code, Codex CLI, and Grok Build, filters and anonymizes them, then writes snapshots to Google Drive for mixed…1 starNo one-command install · Source
528022.524gbif-biodiversity-mcp-servermcp · back-endSearch GBIF species taxonomy, occurrence records, datasets, and publishers via MCP.1 starNo one-command install · Source
528122.524cyanheads-gbifmcp · searchSearch GBIF species taxonomy, biodiversity occurrence records, datasets, and publishers.1 starNo one-command install · Source
528222.524svg-annotate-mcpmcp · browserEnables annotating SVG paper figures in the browser by picking elements or drawing regions, and feeds those annotations back to Claude via MCP so it…1 starNo one-command install · Source
528322.524usda-mcp-servermcp · back-endEnables searching USDA foods, comparing nutrients, and accessing the full FoodData Central database via MCP tools and resources.1 starNo one-command install · Source
528422.524cyanheads-usdamcp · databaseSearch foods, compare nutrients, and look up the full USDA FoodData Central database.1 starNo one-command install · Source
528522.524cyanheads-earthquakemcp · searchSearch USGS and EMSC seismic data — real-time earthquake feeds, event queries, and counts.1 starNo one-command install · Source
528622.524cyanheads-chembl-mcp-servermcp · back-endLink compounds to protein targets, rank bioactivity (IC50/Ki/EC50), and look up drug mechanisms and indications over ChEMBL via MCP.1 starNo one-command install · Source
528722.524job-mcpmcp · searchEnables multi-source tech job search and application with CV-based skill extraction, deduplication, and scoring across HireMeTech, Comeet, and…1 starNo one-command install · Source
528822.524shippage-mcpmcp · ai-agentsEnables AI agents to publish HTML or Markdown to a public URL with a single HTTP POST, automatically converting Markdown to a styled webpage, with no…1 starNo one-command install · Source
528922.524mcp-github-tool-evalmcp · github-vcsEnables users to read and manage GitHub repositories through MCP, with destructive operations gated behind explicit confirmation and dry-run previews.1 starNo one-command install · Source
529022.524faultlinemcp · ai-agentsAn MCP-native AI incident response system that empowers agents to investigate production incidents, collect evidence, hypothesize root causes, and…1 starNo one-command install · Source
529122.524cudaq-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
529222.524dsh-helmmcp · ai-agentsEnables unified access to a multi-node DSH control plane, routing ChatGPT tool calls to appropriate node agents with presence awareness, health…1 starNo one-command install · Source
529322.524ssh-bridge-mcpmcp · ai-agentsAn MCP server that enables LLMs to operate on remote Linux machines via SSH, providing tools for running commands, file transfer, and background…1 starNo one-command install · Source
529422.524cituna-mcp-servermcp · back-endBrings Cituna's AI visibility tracking, audits, and Google Search Console data into Claude via MCP.1 starNo one-command install · Source
529522.524pmgs-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
529622.524chrome-for-aimcp · browserEnables AI agents to drive real Google Chrome with stealth and captcha handling, using Patchright to avoid bot detection.1 starNo one-command install · Source
529722.524atproto-mcp-servermcp · back-endAn MCP server for interacting with the AT Protocol (ATProto) ecosystem, including Bluesky, providing tools for identity, profiles, and social…1 starNo one-command install · Source
529822.524smartcutmcp · back-endSmartCut is a hosted cutting-optimisation API. It turns a list of parts and available stock into machine-ready cutting patterns for sheet materials…1 starNo one-command install · Source
529922.524form4api-mcpmcp · ai-agentsReal-time SEC Form 4 insider trading data — transactions with post-trade returns, cluster-buy signals, Form 144 early warnings, and 13F institutional…1 starNo one-command install · Source
530022.524jlceda-mcpmcp · front-endEnables Claude Code to directly operate 嘉立创EDA Professional for reading PCB/schematic designs, moving components, routing tracks, placing vias…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