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

RankScoreComponentDescriptionEvidenceLast commitInstall
140122.557apple-image-mcpmcp · back-endOn-device AI image generation for macOS with 17 tools and zero API keys, combining Apple Intelligence and Pollinations for stylized and photorealistic…1 starNo one-command install · Source
140222.557pok-wallet-mcpmcp · back-endVision-guided Pokémon TCG card identification server that matches exact printings using visual evidence and marketplace data.1 starNo one-command install · Source
140322.557custom-fabric-mcpmcp · back-endAn MCP server that provides AI-powered, governed access to Microsoft Fabric data assets with 16 tools for querying, schema discovery, knowledge…1 starNo one-command install · Source
140422.557sshcode-mcpmcp · back-endAn MCP server that enables AI assistants to perform development operations on remote servers via SSH, including executing commands, managing files…1 starNo one-command install · Source
140522.557langmuir-probe-mcpmcp · back-endMCP server for Langmuir probe IV curve analysis, offering 21 tools for preprocessing, feature extraction, mode detection, and visualization of…1 starNo one-command install · Source
140622.557krita-codex-mcpmcp · back-endA Windows-first local MCP server that lets Codex inspect and control Krita through a small, authenticated bridge.1 starNo one-command install · Source
140722.557redtail-mcpmcp · back-endMCP server that exposes Redtail CRM's TWAPI as tools, enabling CRM operations like contacts, activities, and onboarding via natural language.1 starNo one-command install · Source
140822.557askais-ai-receipt-generator-mcpmcp · back-endLets MCP clients create professional receipt PDFs, return structured receipt data, and check prepaid API credit through a remote endpoint.1 starNo one-command install · Source
140922.557silicon-transfer-mcp-servermcp · back-endEnables secure file transfers (FTP/FTPS/SFTP) with built-in SHA-256 verification proofs, ensuring every upload and download is cryptographically…1 starNo one-command install · Source
141022.557ocr-mcpmcp · back-endA Model Context Protocol server that gives AI assistants OCR with first-class accuracy handling and evaluation. It wraps three engines behind one…1 starNo one-command install · Source
141122.557easyquote-mcp-servermcp · back-endEnables AI agents to access real-time and historical stock market data for A-shares, Hong Kong, US, and global markets, including quotes, K-lines…1 starNo one-command install · Source
141222.557influx-mcpmcp · back-endMCP server for InfluxDB 2.x, tuned for Home Assistant long-term storage, enabling reading sensor history, finding anomalies, and running Flux queries.1 starNo one-command install · Source
141322.557mcp-actualmcp · back-endAn MCP server for Actual Budget that connects to your Actual sync server, opens one budget file, and exposes it to MCP clients over streamable HTTP or…1 starNo one-command install · Source
141422.557data-science-agent-mcp-servermcp · back-endProvides MCP-compatible tools for data analysis, including file reading, Python/SQL execution, and hypothesis testing. Enables autonomous data…1 starNo one-command install · Source
141522.557sarvam-ai-mcp-servermcp · back-endEnables LLM-based clients to perform Indic language processing including translation, transliteration, language identification, and chat with the…1 starNo one-command install · Source
141622.557endnote-for-word-mcp-servermcp · back-endEnables AI agents to manage citations in Microsoft Word via EndNote, including DOI-verified paper search, RIS import/export, and genuine CWYW IEEE…1 starNo one-command install · Source
141722.557chess-mcpmcp · back-endA powerful chess engine and game server built with the Model Context Protocol (MCP). Play chess against AI, analyze positions, and integrate chess…1 starNo one-command install · Source
141822.557bvb-mcpmcp · back-endRead-only MCP server for the Bucharest Stock Exchange, exposing instrument data, OHLCV candles, and fundamentals through a public backend with no…1 starNo one-command install · Source
141922.557undatamcp · back-endA CLI and MCP server for querying UN statistical data via the SDMX REST API, providing tools to list datasets, retrieve WDI and MDG data, search…1 starNo one-command install · Source
142022.557domscan-mcp-servermcp · back-endDomain intelligence for DNS, WHOIS/RDAP, SSL/TLS, subdomain discovery, availability, valuation, email security, and typosquatting and brand…1 starNo one-command install · Source
142122.557planoda-mcp-servermcp · back-endA stdio bridge that connects MCP clients to Planoda's hosted platform, enabling AI assistants to manage issues, projects, cycles, and more in a…1 starNo one-command install · Source
142222.557pingwamcp · back-endWhatsApp notifications and human-in-the-loop for AI agents. Text "join" to get an API key, then send messages, ask questions with tap-to-answer…1 starNo one-command install · Source
142322.557agundur-geo-scannermcp · back-endChecks whether a website is readable and citable by AI search engines — llms.txt, Schema.org structured data, AI-bot access in robots.txt, content…1 starNo one-command install · Source
142422.557regintel-mcpmcp · back-endMCP server for the RegIntel API — structured regulatory data across 41 jurisdictions and 212 regulations1 starNo one-command install · Source
142522.557ad0750-regintelmcp · back-endProvides regulatory intelligence data across 41 jurisdictions and 212 regulations via the RegIntel API.1 starNo one-command install · Source
142622.557bing-seo-mcpmcp · back-endProvides AI agents full access to Bing Webmaster Tools API for site management, URL submission, sitemaps, traffic stats, keyword research, and URL…1 starNo one-command install · Source
142722.557plane-clientmcp · back-endMCP server for the Plane project management API, enabling issue retrieval, listing, commenting, state changes, and creation.1 starNo one-command install · Source
142822.557aurais-mcp-botsmcp · back-endA monorepo of five signed MCP servers (journal-companion, market-scout, meeting-distiller, research-reader, writing-editor) with offline verifiable…1 starNo one-command install · Source
142922.557bifrost-mcpmcp · back-endBifrost MCP is a server for managing persistent interactive SSH sessions, enabling AI agents to execute commands, interact with terminals, manage sudo…1 starNo one-command install · Source
143022.557runcloud-mcp-servermcp · back-endExposes the RunCloud v3 API to AI assistants, allowing natural language querying and management of servers with safety profiles for destructive…1 starNo one-command install · Source
143122.557obsidi-mcpmcp · back-endExposes Obsidian vault tools via Model Context Protocol (MCP) server over stdio, HTTP, or SSE transports, enabling AI assistants to read, write…1 starNo one-command install · Source
143222.557kitsune-a11y-mcpmcp · back-endAn accessibility audit server that enforces WCAG 2.2 AA standards by running axe-core in a headless browser, providing violation details grouped by…1 starNo one-command install · Source
143322.557hwpx-excel-qgis-mcpmcp · back-endLocal MCP server enabling Codex to inspect and edit HWPX documents, Excel spreadsheets, and QGIS QGS/QGZ projects on Windows with safety and fidelity.1 starNo one-command install · Source
143422.557bandsaas-mcp-servermcp · back-endEnables musicians and their agents to manage AI licensing, register tracks by ISRC, issue/revoke licences, access compliance audit trails, and run…1 starNo one-command install · Source
143522.557google-task-ifttt-webhook-mcpmcp · back-endMCP server running on Cloudflare Workers that exposes a create_google_task tool to send tasks to Google Tasks via IFTTT Maker webhook.1 starNo one-command install · Source
143622.557odds-api-mcp-servermcp · back-endEnables AI assistants to access sports betting odds data from 265+ bookmakers across 34 sports, including events, odds, historical data, arbitrage…1 starNo one-command install · Source
143722.557tracktag-mcp-servermcp · back-endEnables AI agents to analyze local or URL-hosted audio files with TrackTag, returning professional music metadata such as BPM, key, genres, moods, and…1 starNo one-command install · Source
143822.557vigilmcp · back-endMCPWatch: observability for MCP servers. One line instruments any Python MCP server (FastMCP and the low-level Server) and tracks per-tool latency…1 starNo one-command install · Source
143922.557tds-mcp-2mcp · back-endEnables AI assistants to compile AdvPL/TLPP sources, generate and apply patches, and inspect RPO of TOTVS Protheus servers via the TDS Language…1 starNo one-command install · Source
144022.557miniframe-tools-mcpmcp · back-endMCP server for Brazilian data lookups (Pix codes, CEP, CNPJ) and web rendering tasks (Markdown, screenshots, PDFs) via a paid HTTP API with x402…1 starNo one-command install · Source
144122.557ariadne-mcp-servermcp · back-endariadne is an MCP (Model Context Protocol) server that provides AI agents with the ability to identify affected tests.(including Android…1 starNo one-command install · Source
144222.557iam-sentinel-mcp-servermcp · back-endEnables auditors to scan cloud IAM policies for privilege-escalation paths, wildcards, and risky grants directly within Cursor or Claude Code, using a…1 starNo one-command install · Source
144322.557postpulsemcp · back-endPostPulse is a unified API and integration suite that handles the complexity of social media publishing. Instead of managing individual platform…1 starNo one-command install · Source
144422.557pixaramcp · back-endAn MCP server that gives LLMs direct access to OpenRouter's Image API to generate images, edit/transform existing ones, and browse the model catalog.1 starNo one-command install · Source
144522.557sensenova-u1-mcpmcp · back-endAn MCP server that generates images using SenseNova U1 Fast API. Supports Chinese prompts, multiple resolutions, and generating up to 4 images per…1 starNo one-command install · Source
144622.557whale-insightsmcp · back-endReal-time crypto whale intelligence MCP server with 55 tools across 14 blockchains. Free, no auth required.1 starNo one-command install · Source
144722.557groupdocs-metadata-mcp-servermcp · back-endExposes GroupDocs.Metadata as AI-callable tools for reading, searching, writing, and removing metadata in documents.1 starNo one-command install · Source
144822.557deep-think-mcpmcp · back-endAn MCP server that provides a structured, persistent scratchpad for hard reasoning, with staged reasoning and self-critique, built for local models.1 starNo one-command install · Source
144922.557rocketreach-mcp-workermcp · back-endMCP server for RocketReach, enabling people and company lookup via search, full profile, and company details through Cloudflare Workers.1 starNo one-command install · Source
145022.557learnworlds-mcpmcp · back-endEnables AI assistants to manage a LearnWorlds school via the full public API, covering all 94 endpoints for courses, users, enrollments, payments, and…1 starNo one-command install · Source
145122.557ai-weather-mcp-servermcp · back-endCombines real-time weather data with LLM-powered reasoning to deliver intelligent weather insights like clothing recommendations and travel advice.1 starNo one-command install · Source
145222.557nc-mcp-servermcp · back-endAn MCP server that exposes Nextcloud APIs as tools for AI assistants, enabling management of files, calendar, contacts, conversations, and more.1 starNo one-command install · Source
145322.557gsheetmcpmcp · back-endMCP server to read public Google Sheets data via gviz endpoint, no authentication needed. Supports column filtering and returns structured JSON.1 starNo one-command install · Source
145422.557machinegrade-validatemcp · back-endValidates AI-generated artifacts (JSON, API responses, SQL) against a contract and returns a verdict.1 starNo one-command install · Source
145522.557mcp-decision-labmcp · back-endMCP server that enables structured decision-making using weighted decision matrices, sensitivity analysis, and robust recommendations.1 starNo one-command install · Source
145622.557mcp-secret-sentinelmcp · back-endAn MCP server that scans code for exposed secrets (API keys, tokens, private keys, high-entropy strings) with placeholder-aware allowlisting and fully…1 starNo one-command install · Source
145722.557mcp-bigquery-evalsmcp · back-endA BigQuery MCP server with mandatory cost guardrails that dry-run every query before execution, and a measurable accuracy badge from an eval harness.1 starNo one-command install · Source
145822.557ryterpro-mcpmcp · back-endAI text humanization and rewriting tools powered by Ryter Pro API.1 starNo one-command install · Source
145922.557employee-management-mcp-servermcp · back-endEnables employee management operations including listing, searching, creating, updating, and deactivating employees, as well as generating…1 starNo one-command install · Source
146022.557zscaler-airt-manager-mcpmcp · back-endMCP server for interacting with the Zscaler AIRT platform, enabling management of targets, test runs, probes, and vulnerability sweeps.1 starNo one-command install · Source
146122.557ats-mcp-servermcp · back-endAggregates job listings from multiple ATS and job board APIs via MCP, enabling unified search and retrieval in a structured format without HTML…1 starNo one-command install · Source
146222.557veracrypt-mcpmcp · back-endMCP server for securely mounting and unmounting VeraCrypt containers, using OS keyring or stdin for passwords. Enables natural language control of…1 starNo one-command install · Source
146322.557ai-quant-trading-mcp-servermcp · back-endProvides real-time stock data, technical indicators, and market analysis via MCP protocol to enable AI-driven quantitative trading.1 starNo one-command install · Source
146422.557quasar-store-docs-mcpmcp · back-endAn MCP server that lets AI coding assistants list, search, and read the public Quasar Store documentation in real time.1 starNo one-command install · Source
146522.557logto-mcp-servermcp · back-endEnables managing Logto resources (users, applications, organizations, roles) via MCP clients like Cursor or Claude Desktop.1 starNo one-command install · Source
146622.557assaymcp · back-endMCP server for scoring and reviewing AWS Builder Center articles with read-quality metrics and actionable recommendations.1 starNo one-command install · Source
146722.557medify-ucat-mcp-servermcp · back-endMCP server for Medify UCAT accounts that authenticates as a member, pulls completed mock scores and practice analytics, and exposes tools for score…1 starNo one-command install · Source
146822.557oci-secrets-mcpmcp · back-endMCP server for Oracle Cloud Infrastructure Vault secrets, enabling secret retrieval, listing, creation, updates, deletion, and rotation with OCI…1 starNo one-command install · Source
146922.557sunat-datos-abiertos-mcpmcp · back-endMCP server that exposes SUNAT Peruvian tax agency datasets (RUC registry, electronic receipts, IGV agents) via CKAN API with streaming preview and…1 starNo one-command install · Source
147022.557artifacta-mcp-servermcp · back-endThe artifact store for AI agents. Every output your agents produce — persisted, retrievable, shareable. Across runs, sessions, and tools…1 starNo one-command install · Source
147122.557gmail-mcp-server-2mcp · back-endA local MCP server that provides tool-level access to Gmail, allowing Claude to search, read, send, and manage emails using the Gmail API.1 starNo one-command install · Source
147222.557sap-mcp-rfc-bridgemcp · back-endAn MCP server that enables MCP clients like Claude Code to work with SAP ABAP objects over RFC, reaching systems without HTTP/ADT endpoints such as…1 starNo one-command install · Source
147322.557br8nmcp · back-endMCP server that captures and resumes coding context, saving snapshots of branch, open files, diff, and the user's hypothesis, with searchable journal…1 starNo one-command install · Source
147422.557nahook-mcpmcp · back-endThe official MCP server for Nahook. Manage webhook endpoints, inspect deliveries and delivery attempts, retry failed deliveries, and list environments…1 starNo one-command install · Source
147522.557tossinvest-api-mcpmcp · back-endA local MCP server that automatically generates tools from Toss Securities' official OpenAPI spec, enabling real API calls with multi-layered order…1 starNo one-command install · Source
147622.557nexbank-mcp-servermcp · back-endMCP server for interacting with NexBank API v2, providing six business tools and supporting Bearer Token or OAuth authentication.1 starNo one-command install · Source
147722.557qwen-groundingdino-visual-mcpmcp · back-endMCP server for open-vocabulary object detection and intelligent placement recommendation using Qwen VL and GroundingDINO, enabling natural language…1 starNo one-command install · Source
147822.557favro-mcpmcp · back-endRead-only MCP server for Favro, providing tools to list organizations, collections, boards, cards, comments, checklists, and search cards via the…1 starNo one-command install · Source
147922.557bloopomcp · back-endHosted MCP server that turns a one-line brief into finished, on-brand ad creative, including short video ads, product photos, and voiceover, with A/B…1 starNo one-command install · Source
148022.557remote-mcp-oauth-templatemcp · back-endA production-ready template for building remote MCP servers with OAuth 2.1 authentication and JWT passthrough. It enables per-user authorization and…1 starNo one-command install · Source
148122.557pvz-fusion-mcp-servermcp · back-endEnables AI clients to access PVZ Fusion game rules, FAQ, and official links through the MCP protocol.1 starNo one-command install · Source
148222.557pocket-agent-mcp-servermcp · back-endEnables read-only access to Pocket Agent's product information, public persona templates, and app catalog. No authentication required.1 starNo one-command install · Source
148322.557routerbase-mcpmcp · back-endEnables AI agents to discover models, pricing, and chat completions through RouterBase, an API gateway for 200+ AI models.1 starNo one-command install · Source
148422.557context-the-rippermcp · back-endAn MCP server that manages your conversation context automatically, pruning dead branches and keeping an audit trail of every cut.1 starNo one-command install · Source
148522.557ao3-mcpmcp · back-endModel Context Protocol server for Archive of Our Own: search fanfiction and have an AI read and rank fics for you.1 starNo one-command install · Source
148622.557complexity-source-mcpmcp · back-endRead-only MCP server providing AI access to verifiable web, GitHub, and local sources, plus a managed fantasy entity catalog, with strong security and…1 starNo one-command install · Source
148722.557agentpay-gatewaymcp · back-endProvides a single MCP endpoint for 90+ tools across 42 backend servers (search, legal, domain, etc.) with per-call credit billing and a single API…1 starNo one-command install · Source
148822.557obs-studio-mcpmcp · back-endMCP server for controlling OBS Studio via obs-websocket, enabling scene switching, source management, streaming, recording, and text overlays through…1 starNo one-command install · Source
148922.557kioie-tiny-go-mcp-servermcp · back-endMinimal Go wrapper on the official [modelcontextprotocol/go-sdk](https://github.com/modelcontextprotocol/go-sdk) for stdio MCP servers: struct-tag…1 starNo one-command install · Source
149022.557google-ads-mcp-promcp · back-endA Model Context Protocol server providing full read and write control over Google Ads, enabling AI assistants to build campaigns, fix targeting…1 starNo one-command install · Source
149122.557mcp-user-crud-servermcp · back-endA testing server that provides CRUD operations on a JSON user database via MCP tools, enabling AI assistants to list, search, add, update, and delete…1 starNo one-command install · Source
149222.557mcp-argo-pipelinemcp · back-endMCP server to dispatch Argo WorkflowTemplates according to pipeline configurations, supporting multiple pipelines, authentication, and remote access.1 starNo one-command install · Source
149322.557rob-mcpmcp · back-endMCP server providing x402-paid tools for tokenized stock data on EVM chains, including premium/discount, liquidity, whale activity, and a guarded…1 starNo one-command install · Source
149422.557slideshow-studio-mcpmcp · back-endReplicate viral TikTok slideshows in your niche by talking to your agent. It generates images locally or via API and assembles the final result.1 starNo one-command install · Source
149522.557flowlink-ai-governancemcp · back-endAI Governance and SecOps platform for remote servers1 starNo one-command install · Source
149622.557code-fundi-mcp-servermcp · back-endA production-grade MCP server for the Code-Fundi API, enabling AI agents to map codebases, search semantically, and analyze blast radius. It provides…1 starNo one-command install · Source
149722.557amazing-clickup-mcpmcp · back-endA comprehensive MCP server for the ClickUp API exposing 166 tools to manage Spaces, Folders, Lists, Tasks, Docs, and more, enabling LLMs to read and…1 starNo one-command install · Source
149822.557swaggerwatcher-mcp-servermcp · back-endAn MCP server that dynamically reads OpenAPI specs and registers every endpoint as an LLM-callable tool with automatic change detection and hot…1 starNo one-command install · Source
149922.557performance-mcpmcp · back-endAn MCP server that enables querying performance review periods, records, details, and saving self-assessment drafts without final submission.1 starNo one-command install · Source
150022.557astrostellar-mcp-servermcp · back-endAn MCP server for Zi Wei Dou Shu (Purple Star Astrology) that enables users to construct and interpret natal charts through natural language…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