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

RankScoreComponentDescriptionEvidenceLast commitInstall
130122.557local-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
130222.557glitch-mcpmcp · ai-agentsConnects AI developer tools to the Glitch Agent service for game marketing tasks such as Steam analysis, influencer outreach, PR planning, and…1 starNo one-command install · Source
130322.557geo-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
130422.557slang-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
130522.557minecraft-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
130622.557romaco-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
130722.557pacs008-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
130822.557droidagentkitmcp · 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
130922.557mnemonmcp · 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
131022.557cisco-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
131122.557context-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
131222.557longtermmemory-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
131322.557ai-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
131422.557small-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
131522.557tersignmcp · 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
131622.557m2m-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
131722.557imqueue-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
131822.557mcp-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
131922.557siraya-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
132022.557pinako-ai-bridgemcp · ai-agentsPinako AI Bridge is the MCP server that connects Pinako, a Chromium extension for tab, window, library, and bookmark management, to local AI clients…1 starNo one-command install · Source
132122.557banco-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
132222.557vcf-mcpmcp · ai-agentsAn MCP server that gives LLM agents full API access to a VMware Cloud Foundation 9.1 estate, exposing 8,931 operations through eight tools with…1 starNo one-command install · Source
132322.557mindsync-mcpmcp · ai-agentsLocal-first MCP server for multi-agent memory sync and focus conflict detection, enabling multiple coding agents to share a session registry and…1 starNo one-command install · Source
132422.557planckbotmcp · 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
132522.557controlboard-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
132622.557todo4agentmcp · ai-agentsEnables agents to manage personal task lists through the MCP protocol, supporting task creation, editing, completion, deletion, grouping, reordering…1 starNo one-command install · Source
132722.557robo-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
132822.557espn-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
132922.557dsh-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
133022.557codex-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
133122.557iso20022-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
133222.557corresyncmcp · 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
133322.557wcag-accessibility-mcpmcp · ai-agentsA WCAG accessibility testing MCP for AI agents, Codex, Claude Code, and automated UI audits.1 starNo one-command install · Source
133422.557orbit-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
133522.557memory-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
133622.557lightworkermcp · 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
133722.557brain-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
133822.557mastodon-mcpmcp · ai-agentsA Mastodon client MCP server providing full webapp and agent automation for the Fediverse, with human-approved outbox for promotion drafts and…1 starNo one-command install · Source
133922.557iso20022-bank-profile-mcpmcp · ai-agentsA fully local, closed-world MCP server that manages, validates, and serves bank-specific ISO 20022 clearing profiles and rule packs, enabling AI…1 starNo one-command install · Source
134022.557i18n-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
134122.557redacted-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
134222.557tut-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
134322.557kontextamcp · 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
134422.557cwtools-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
134522.557loommcp · 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
134622.557gw1-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
134722.557coverctlmcp · 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
134822.557blekline-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
134922.557mcp-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
135022.557anker-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
135122.557engrava-mcpmcp · ai-agentsExposes an agent memory database (Engrava) to any MCP client over stdio.1 starNo one-command install · Source
135222.557io-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
135322.557midasheng-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
135422.557lujo-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
135522.557decludemcp · 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
135622.557packkit-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
135722.557obsidian-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
135822.557semantic-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
135922.557cmxflowmcp · 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
136022.557agentic-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
136122.557rdm9x-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
136222.557style-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
136322.557nokto-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
136422.557wellness-project-mcpmcp · ai-agentsHosted MCP server that syncs health data from Apple Health, Fitbit, Oura, and Google Health Connect, enabling Claude and ChatGPT to query workouts…1 starNo one-command install · Source
136522.557migkast-seoforgptmcp · ai-agentsMCP server for SEOforGPT brand visibility analysis across AI model responses.1 starNo one-command install · Source
136622.557pionmcp · 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
136722.557windy-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
136822.557knowledgemcp · ai-agentsA local MCP server that gives LLMs long-term memory by indexing code, infrastructure, logs, and docs into a queryable graph. It enables semantic and…1 starNo one-command install · Source
136922.557redash-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
137022.557sovereign-stackmcp · ai-agentsAn MCP server providing 82 tools for persistent memory, governance, and consciousness continuity for AI instances. Enables local-first…1 starNo one-command install · Source
137122.557adaptive-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
137222.557saihm-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
137322.557composite-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
137422.557verso-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
137522.557cf-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
137622.557skatt-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
137722.557voxmeshmcp · 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
137822.557konquest-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
137922.557agentskills-mcpmcp · ai-agentsA FastMCP server that helps users discover, browse, and install agent skills from curated GitHub collections, with support for adding new skill…1 starNo one-command install · Source
138022.557bitatlasmcp · ai-agentsZero-knowledge encrypted cloud storage for AI agents with client-side AES-256-GCM encryption.1 starNo one-command install · Source
138122.557contextpulse-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
138222.557bitget-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
138322.557ghantikamcp · ai-agentsRun commands in the background and get notified when they finish, so your AI agent can proceed without blocking.1 starNo one-command install · Source
138422.557turva-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
138522.557codex-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
138622.557context-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
138722.557ot-aiopsmcp · ai-agentsProvides AI agents with safe, governed read access to industrial control systems (OPC-UA, Modbus, S7, Mitsubishi, MTConnect, MQTT/Sparkplug) plus…1 starNo one-command install · Source
138822.557teams-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
138922.557agentic-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
139022.557arxivummcp · 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
139122.557hughknightoce-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
139222.557langlearn-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
139322.557sentinel-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
139422.557atriumn-tokencostmcp · ai-agentsLLM pricing oracle for model lookup, cost estimation, and comparison via LiteLLM.1 starNo one-command install · Source
139522.557gentlemanmcp · ai-agentsA declarative AI agent server that provides MCP for tools, A2A for agents, and AG-UI for humans, enabling interactive chat and agent orchestration.1 starNo one-command install · Source
139622.557holtmcp · 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
139722.557agent-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
139822.557memscope-mcpmcp · ai-agentsEnables AI agents to perform low-level Windows process memory research, including process attachment, memory scanning, reading/writing, pointer…1 starNo one-command install · Source
139922.557shipmail-mcpmcp · ai-agentsOfficial MCP server for Shipmail, enabling agents to manage domains, mailboxes, messages, threads, webhooks, and suppressions via natural language.1 starNo one-command install · Source
140022.557haive-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

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