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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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13,106 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
440122.524nextjs-mcp-kit-mcp-servermcp · ai-agentsAn MCP server built into a Next.js app that serves prompts via the Model Context Protocol, supporting local and cloud LLM providers.1 starNo one-command install · Source
440122.524hexwitnessmcp · ai-agentsEnables AI agents to query persistent, build-scoped evidence memory for reverse engineering, combining static analysis, runtime captures, and claims…1 starNo one-command install · Source
440122.524patent-agentmcp · ai-agentsEnables conversational patent data analysis through a set of tools for trend analysis, clustering, word cloud generation, and more. Allows natural…1 starNo one-command install · Source
440122.524atomno-mcp-seo-auditmcp · ai-agentsMCP server for technical SEO audits, powered by the detail.web engine. Run a site audit straight from your AI agent to get a health score, issues…1 starNo one-command install · Source
440122.524partiri-cloud-mcp-servermcp · ai-agentsMCP server for the Partiri Cloud PaaS platform. Enables AI agents to manage workspaces, projects, services, deployments, and metrics.1 starNo one-command install · Source
440122.524aso-score-mcpmcp · ai-agentsScans websites to evaluate agent-readiness and produce an ASO Score Report across 34 signals, helping improve discoverability, trust, and…1 starNo one-command install · Source
440122.524agentsimmcp · ai-agentsalso listed as agentsim-mcpProvisions real SIM-backed phone numbers for OTP verification, with automatic code parsing and session management.1 starNo one-command install · Source
440122.524kernlmcp · ai-agentsA self-hosted MCP server that provides any LLM with a graph-backed memory layer of your life—tasks, email, finance, contacts, calendar—plus autonomous…1 starNo one-command install · Source
440122.524hazmat-cfr-mcpmcp · ai-agentsEnables AI agents to look up and validate hazardous materials shipping descriptions using public 49 CFR citations, providing structured JSON with…1 starNo one-command install · Source
440122.524haive-mcpmcp · ai-agentsEnforces team knowledge and workflow policies for AI coding agents by providing context, decisions, and gates before code changes are made.1 starNo one-command install · Source
440122.524agent-androidmcp · ai-agentsA local MCP server that controls Android devices via ADB, enabling AI agents and users to manage devices, execute UI automation, and perform testing…1 starNo one-command install · Source
440122.524holtmcp · ai-agentsMCP server that gives coding agents content-aware visibility into git worktrees, detecting collisions, redundancy, and irreplaceable work. It provides…1 starNo one-command install · Source
440122.524atriumn-tokencostmcp · ai-agentsLLM pricing oracle for model lookup, cost estimation, and comparison via LiteLLM.1 starNo one-command install · Source
440122.524sentinel-monitoring-mcp-servermcp · ai-agentsUptime, SSL, DNS and domain monitoring you can talk to: check, create and manage monitors for all your client sites from Claude, ChatGPT, or any MCP…1 starNo one-command install · Source
440122.524langlearn-ttsmcp · ai-agentsEnables Claude to speak in 70+ languages, including pronunciation, audio flashcards, and full language lessons with tutor personas.1 starNo one-command install · Source
440122.524hughknightoce-agent-skill-kitmcp · ai-agentsExposes Python-based automation skills as discoverable tools, featuring built-in capabilities like CSV conversion and PDF generation plus an Architect…1 starNo one-command install · Source
440122.524arxivummcp · ai-agentsAn MCP server that enables searching arXiv, importing papers, enriching with citation data, generating summaries and research ideas, and querying a…1 starNo one-command install · Source
440122.524agentic-ecosmcp · ai-agentsMCP server that initializes, manages, and operates traceable agentic infrastructure across your digital ecosystem, serving as a control plane to know…1 starNo one-command install · Source
440122.524teams-assistant-mcpmcp · ai-agentsLets a Claude Code agent read and post in a fixed allowlist of Microsoft Teams group chats using an ordinary user account, with tools for messaging…1 starNo one-command install · Source
440122.524context-doctormcp · ai-agentsProvides MCP tools to profile and optimize LLM conversation context, identifying token waste and applying deterministic fixes to reduce context window…1 starNo one-command install · Source
440122.524codex-delegate-mcpmcp · ai-agentsAn MCP bridge that enables AI coding agents to delegate implementation tasks to the OpenAI Codex CLI, allowing the orchestrator to plan and review…1 starNo one-command install · Source
440122.524turva-mcpmcp · ai-agentsPublic read-only MCP server for turva.dev's agent-readiness audit, enabling AI agents to query service catalog, security evidence, and engagement…1 starNo one-command install · Source
440122.524bitget-agent-mcpmcp · ai-agentsOfficial Bitget MCP server for Claude Desktop, Cursor, Windsurf & ChatGPT. Trade crypto via natural language — 89 UTA v3 ops through 14 intent verbs…1 starNo one-command install · Source
440122.524contextpulse-contextpulsemcp · ai-agentsLocal-first desktop context server for AI agents. Captures screen (OCR), voice (Whisper), keyboard/mouse activity, and clipboard. Exposes 35 MCP tools…1 starNo one-command install · Source
440122.524bitatlasmcp · ai-agentsZero-knowledge encrypted cloud storage for AI agents with client-side AES-256-GCM encryption.1 starNo one-command install · Source
440122.524konquest-meta-ads-mcpmcp · ai-agentsA Windows-ready MCP server to manage Meta Ads with Claude Code, providing ad creation, targeting checks, diagnostics, and safety gates for supervised…1 starNo one-command install · Source
440122.524voxmeshmcp · ai-agentsEnables voice-first interactions with AI agents and MCP tools, supporting speech input/output, STT/TTS, and a provider-independent agent core.1 starNo one-command install · Source
440122.524skatt-mcpmcp · ai-agentsA local MCP server that enables Claude to answer Norwegian tax questions with actual calculations, covering income, wealth, stocks, funds, real…1 starNo one-command install · Source
440122.524cf-memorymcp · ai-agentsProvides MCP tools for persistent, cross-session memory via Cloudflare Agent Memory, enabling agents to store, recall, ingest, summarize, and manage…1 starNo one-command install · Source
440122.524verso-mcpmcp · ai-agentsAn MCP server that lets AI agents search and read documentation built with Verso, Lean's documentation authoring tool, by providing tools like search…1 starNo one-command install · Source
440122.524composite-memory-mcp-servermcp · ai-agentsAn independent memory service for AI agents that stores and retrieves facts with keyword and semantic search, context management, and a plugin-based…1 starNo one-command install · Source
440122.524saihm-mcp-server-promcp · ai-agentsNon-custodial memory MCP server with client-side encryption, enabling secure remember, recall, forget, and share operations with post-quantum…1 starNo one-command install · Source
440122.524adaptive-agent-harnessmcp · ai-agentsMCP server giving agents a persistent IPython workbench and a brokered RLM engine for durable, stateful computation. Offers 30 tools for bounded model…1 starNo one-command install · Source
440122.524redash-mcpmcp · ai-agentsMCP server that connects Redash to Claude AI, enabling natural language data queries, dashboard management, and SQL execution.1 starNo one-command install · Source
440122.524windy-word-mcpmcp · ai-agentsControl Windy Word voice-to-text dictation from any MCP agent with 60 tools across 12 categories.1 starNo one-command install · Source
440122.524pionmcp · ai-agentsMCP server for Pi Network that enables AI agents to query Pi chain data (balances, transactions) and verify user tokens, with optional payment sending…1 starNo one-command install · Source
440122.524migkast-seoforgptmcp · ai-agentsMCP server for SEOforGPT brand visibility analysis across AI model responses.1 starNo one-command install · Source
440122.524nokto-agent-orchestrator-mcp-servermcp · ai-agentsOrchestrates Claude Code and OpenAI Codex to plan, implement, review, and verify code changes via pull requests with security controls.1 starNo one-command install · Source
440122.524style-dna-ghostwritermcp · ai-agentsAnalyzes a codebase to extract its coding conventions and exposes tools via MCP for AI agents to retrieve live style rules, ensuring generated code…1 starNo one-command install · Source
440122.524rdm9x-devboardmcp · ai-agentsAI dev team orchestration platform with a kanban board powered by the pride-tasks MCP server for task state management across agents.1 starNo one-command install · Source
440122.524agentic-sdlc-mcpmcp · ai-agentsEnables AI coding agents to orchestrate the full software development lifecycle on GitHub, including planning, issue creation, code review, security…1 starNo one-command install · Source
440122.524cmxflowmcp · ai-agentsEnables building, running, and optimizing cheminformatics pipelines via composable blocks, with an MCP agent interface for natural language…1 starNo one-command install · Source
440122.524semantic-js-mcpmcp · ai-agentsProvides structured semantic context for JavaScript/TypeScript codebases, enabling coding agents to navigate, review, and change code with explicit…1 starNo one-command install · Source
440122.524obsidian-native-mcpmcp · ai-agentsLLM-optimized MCP server for Obsidian vaults with surgical edits, hash-based concurrency safety, and no whole-file rewrites.1 starNo one-command install · Source
440122.524packkit-mcpmcp · ai-agentsLets AI agents scaffold modern npm packages, CLIs, HTTP services, and apps as a native tool. Three tools: inspect the full option/preset schema…1 starNo one-command install · Source
440122.524decludemcp · ai-agentsMCP server that translates AI-assistant-style text into plain English via the Declaude service, supporting authentication and quota management.1 starNo one-command install · Source
440122.524lujo-mcpmcp · ai-agentsAn AI-powered debugging MCP server that detects silent failures, captures browser network requests, and enables automated diagnostics, root-cause…1 starNo one-command install · Source
440122.524midasheng-gen-mcpmcp · ai-agentsGenerates coherent mixed audio scenes (speech, music, SFX, ambience) from text using an LLM-driven model, with speech in 9 languages and emotion…1 starNo one-command install · Source
440122.524io-magellandata-spotlightmcp · ai-agentsHosted MCP server providing corporate ownership intelligence, enabling AI agents to look up parent companies, PE backing, corporate families, and…1 starNo one-command install · Source
440122.524engrava-mcpmcp · ai-agentsExposes an agent memory database (Engrava) to any MCP client over stdio.1 starNo one-command install · Source
440122.524anker-solix-mcpmcp · ai-agentsEnables LLM agents to query live data from Anker Solix solar systems (Solarbank, expansion batteries, Smartmeter) via natural language, such as…1 starNo one-command install · Source
440122.524mcp-codebase-analyzermcp · ai-agentsEnables LLMs to explore codebases structurally via MCP tools for outlines, function sources, imports, complexity, git changes, and dead code…1 starNo one-command install · Source
440122.524blekline-mcp-servermcp · ai-agentsProvides AI ingress governance by masking prompts, classifying risk, and enforcing tool policies before agent calls reach model providers or…1 starNo one-command install · Source
440122.524coverctlmcp · 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
440122.524gw1-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
440122.524loommcp · 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
440122.524cwtools-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
440122.524kontextamcp · 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
440122.524tut-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
440122.524redacted-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
440122.524i18n-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
440122.524brain-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
440122.524lightworkermcp · 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
440122.524memory-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
440122.524orbit-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
440122.524wcag-accessibility-mcpmcp · ai-agentsA WCAG accessibility testing MCP for AI agents, Codex, Claude Code, and automated UI audits.1 starNo one-command install · Source
440122.524corresyncmcp · ai-agentsA 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
440122.524iso20022-readiness-suite-mcpmcp · ai-agentsAn 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
440122.524codex-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
440122.524dsh-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
440122.524espn-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
440122.524robo-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
440122.524controlboard-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
440122.524planckbotmcp · 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
440122.524banco-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
440122.524siraya-mcp-workermcp · ai-agentsA Cloudflare Worker MCP server that exposes SIRAYA model discovery and invocation tools to MCP-capable agents.1 starNo one-command install · Source
440122.524mcp-file-toolsmcp · ai-agentsMCP server for encoding-aware file operations supporting 24 encodings, with secure directory-restricted tools and optional local execution for ChatGPT…1 starNo one-command install · Source
440122.524imqueue-mcpmcp · ai-agentsModel Context Protocol (MCP) server for @imqueue — lets AI coding agents (Claude Code, Cursor and others) search the docs, scaffold typed services &…1 starNo one-command install · Source
440122.524m2m-sentinelmcp · ai-agentsDeterministic EVM bytecode capability intelligence, EIP-1967 proxy resolution, and preflight guards for autonomous agents on Base.1 starNo one-command install · Source
440122.524tersignmcp · ai-agentsMCP server for Tersign, the evidence layer for agent commerce, enabling agents to issue, verify, and manage signed receipts, compliance records…1 starNo one-command install · Source
440122.524small-model-harness-mcpmcp · ai-agentsProvides context management, task classification, and routing tools for small models (1B-12B) in production agentic workflows.1 starNo one-command install · Source
440122.524ai-act-companionmcp · ai-agentsAn MCP server that provides tools for deterministic EU AI Act risk classification and documentation generation, enabling human-in-the-loop AI system…1 starNo one-command install · Source
440122.524longtermmemory-mcpmcp · ai-agentsA fully local MCP server that gives AI agents persistent, semantic long-term memory without any cloud dependencies.1 starNo one-command install · Source
440122.524context-repo-mcpmcp · ai-agentsAn MCP server that enables AI assistants to manage Context Repo prompts, documents, and collections with semantic search and progressive disclosure…1 starNo one-command install · Source
440122.524cisco-sdwan-mcpmcp · ai-agentsAn MCP server for Cisco Catalyst SD-WAN that lets LLM clients query fabric inventory, device health, alarms, and path quality from vManage. It is…1 starNo one-command install · Source
440122.524mnemonmcp · ai-agentsA self-hosted MCP server that provides a unified memory vault across MCP clients with hybrid BM25+vector search.1 starNo one-command install · Source
440122.524droidagentkitmcp · ai-agentsMCP server that provides AI coding agents real Android development tools—Gradle, adb, logcat, lint, crash triage—through a local, permissioned…1 starNo one-command install · Source
440122.524pacs008-mcpmcp · ai-agentsAn MCP server that exposes the pacs008 ISO 20022 FI-to-FI Customer Credit Transfer library as tools for AI agents and assistants, enabling generation…1 starNo one-command install · Source
440122.524romaco-mcpmcp · ai-agentsMCP server for romaco-charts. Control your trading chart from Claude, Cursor, or any MCP-compatible AI agent.1 starNo one-command install · Source
440122.524minecraft-codex-companionmcp · ai-agentsLocal MCP server that lets AI agents control a Minecraft Forge 1.20.1 NPC to chat, move, gather, craft, build, fight, and manage inventory in a…1 starNo one-command install · Source
440122.524slang-workflowsmcp · ai-agentsRun provable, .slang-driven multi-agent workflows inside Claude Code. A deterministic executor enforces typed output contracts, tool scoping, and…1 starNo one-command install · Source
440122.524geo-mcp-workermcp · ai-agentsFree geospatial MCP server for AI agents, providing geocoding, reverse geocoding, POI search, and route planning using OpenStreetMap data via…1 starNo one-command install · Source
440122.524local-code-agentmcp · ai-agentsEnables external AI (ChatGPT, Claude) to securely access a local workspace via Cloudflare Tunnel, providing file operations, shell commands, Git…1 starNo one-command install · Source
440122.524humanforaimcp · ai-agentsEnables AI agents to hire real human operators for tasks requiring physical presence, human perception, or judgment, such as verification, testing…1 starNo one-command install · Source
440122.524short-video-agent-kitmcp · ai-agentsProvider-neutral short-form AI video toolkit for agents: Sora, Gemini Veo, xAI/Grok and Seedance.1 starNo one-command install · Source
440122.524clauseiqmcp · ai-agentsA multi-agent AI system that reads Indian contracts, flags unfair clauses with severity scores, and provides citations to Indian law. Runs as an MCP…1 starNo one-command install · Source
440122.524jira-ai-auditormcp · ai-agentsEnables running Jira project health audits directly in Claude Desktop, providing real-time health scores, risk detection, and team workload analysis…1 starNo one-command install · Source
440122.524omp-worker-mcpmcp · ai-agentsEnables delegating asynchronous coding tasks and DAG workflows to local Oh My Pi (OMP) CLI sub-agents, with topological orchestration, path isolation…1 starNo one-command install · Source
440122.524reach-mcpmcp · ai-agentsA controllable multi-source search MCP server for AI agents. Enables searching multiple sources like Reddit, X, YouTube, and more, with control over…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