Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4601 | 74.416 | claude-kvmmcp · ai-agents | MCP server that controls remote desktop environments over VNC, using a JS proxy layer and a native Swift VNC daemon. | 16 stars · 5 forks | No one-command install · Source | |
| 4602 | 74.416 | destrayon-connapsemcp · ai-agents | Self-hosted knowledge backend for AI agents with persistent memory, hybrid search, and document management. | 16 stars · 5 forks | No one-command install · Source | |
| 4603 | 74.416 | 20alexl-claude-engrammcp · ai-agents | Persistent memory and session intelligence for Claude Code. Auto-tracks mistakes, decisions, and context via hooks. Mines session history for patterns… | 16 stars · 5 forks | No one-command install · Source | |
| 4604 | 74.489 | sequential-storymcp · ai-agents | Provides structured problem-solving tools through Sequential Story and Sequential Thinking approaches, enabling narrative-based or Python-implemented… | 15 stars · 6 forks | armory install sequential-story --cli claude | |
| 4605 | 74.489 | claude-garminmcp · ai-agents | MCP server that connects Garmin Connect data to Claude, enabling training analysis, recovery checks, and personalized plans based on real metrics like… | 15 stars · 6 forks | No one-command install · Source | |
| 4606 | 74.489 | mming-lab-minecraft-bedrockmcp · ai-agents | Provides direct control over Minecraft Bedrock Edition through WebSocket connections, enabling agent movement, combat actions, world block… | 15 stars · 6 forks | No one-command install · Source | |
| 4607 | 74.509 | dsh-mcpmcp · ai-agents | A cheap, fast execution layer for MCP agents that delegates file reads, edits, and command runs to a local DeepSeek Harness, reducing cost and latency… | 119 stars | No one-command install · Source | |
| 4608 | 74.550 | iso26262-agentmcp · ai-agents | AI-powered MCP server for automotive functional safety engineering. Enables generation of HARA, FMEA, safety requirements, and compliance checks… | 13 stars · 8 forks | No one-command install · Source | |
| 4609 | 74.551 | server-anthropicmcp · ai-agents | Provides access to Anthropic's AI models through the Model Context Protocol, enabling listing models and sending messages to Claude via a standardized… | 18 stars · 4 forks | No one-command install · Source | |
| 4610 | 74.551 | openfusedmcp · ai-agents | Encrypted mail, shared memory, and persistent context for inter-agent communication. | 18 stars · 4 forks | No one-command install · Source | |
| 4611 | 74.551 | paladini-mcp-memcp · ai-agents | Digital identity layer for AI — your bio, career, skills, interests, and projects always available to every AI tool. Auto-generates profile from 342+… | 18 stars · 4 forks | No one-command install · Source | |
| 4612 | 74.551 | britfixhook · ai-agents | Claude outputs American spellings by default, which can have an impact on: professional credibility, compliance, documentation, and more. Britfix… | 18 stars · 4 forks | No one-command install · Source | |
| 4613 | 74.611 | agent-memory-enginemcp · ai-agents | Provides coding agents with persistent, evidence-backed project memory and knowledge across sessions, using a structured memory tree and local… | 123 stars | No one-command install · Source | |
| 4614 | 74.677 | ontoloommcp · ai-agents | MCP server for building and exploring OWL 2 ontologies using AI agents, with tools for axiom management, structural pattern matching, and persistent… | 21 stars · 3 forks | No one-command install · Source | |
| 4615 | 74.677 | xingce-solvermcp · ai-agents | MCP server for structured civil service exam question solving based on Huasheng's methodology, providing question routing, method retrieval, and… | 21 stars · 3 forks | No one-command install · Source | |
| 4616 | 74.677 | gzoonet-cortexmcp · ai-agents | Local-first knowledge graph for developers. Watches project files, extracts entities and relationships via LLMs, builds a queryable knowledge graph… | 21 stars · 3 forks | No one-command install · Source | |
| 4617 | 74.677 | robhunter-agentdealsmcp · ai-agents | Developer deal aggregator providing structured access to discounts and promotions from 1500+ vendors across 38 categories. | 21 stars · 3 forks | No one-command install · Source | |
| 4618 | 74.796 | ibm-odm-decision-mcp-servermcp · ai-agents | Bridges IBM Operational Decision Manager with AI assistants, enabling decisions as tools for integration with platforms like Watson Orchestrate and… | 8 stars · 9 forks | No one-command install · Source | |
| 4619 | 74.918 | test-coverage-mcpmcp · ai-agents | MCP server that provides instant, token-efficient test coverage data for any programming language, allowing agents to query coverage summaries and… | 41 stars · 1 fork | No one-command install · Source | |
| 4620 | 75.004 | placenl2026-okx-trademcp · ai-agents | Connect AI agents to OKX cryptocurrency exchange with 145 tools covering spot, futures, options trading, algo orders, bots, and market data. | 141 stars | No commit datelisted | No one-command install · Source |
| 4621 | 75.023 | singlefile-mcpmcp · ai-agents | An MCP server for intelligent web content extraction from JavaScript-heavy sites using single-file and trafilatura. It enables AI agents to fetch… | 17 stars · 5 forks | No one-command install · Source | |
| 4622 | 75.023 | paulnegz-manimmcp · ai-agents | Generates mathematical animation videos from natural language prompts using multi-agent orchestration. | 17 stars · 5 forks | No one-command install · Source | |
| 4623 | 75.023 | ltspice-mcpmcp · ai-agents | MCP server for automating LTspice on macOS, enabling simulation, schematic generation, data extraction, verification, and rendering via natural… | 17 stars · 5 forks | No one-command install · Source | |
| 4624 | 75.023 | jagoff-memomcp · ai-agents | Persistent local semantic memory for AI agents using MLX on Apple Silicon, with Obsidian-compatible markdown storage. | 17 stars · 5 forks | No one-command install · Source | |
| 4625 | 75.023 | cameronrye-activitypub-mcpmcp · ai-agents | A comprehensive MCP server that enables LLMs to explore and interact with the Fediverse through ActivityPub protocol. Features WebFinger discovery… | 17 stars · 5 forks | No one-command install · Source | |
| 4626 | 75.023 | activitypub-mcp-servermcp · ai-agents | A comprehensive MCP server that enables LLMs like Claude to explore and interact with the existing Fediverse through standardized MCP tools… | 17 stars · 5 forks | No one-command install · Source | |
| 4627 | 75.023 | agenticempire-axintmcp · ai-agents | Compile TypeScript or Python definitions to native Swift — App Intents, SwiftUI, WidgetKit, and full apps. | 17 stars · 5 forks | No one-command install · Source | |
| 4628 | 75.031 | gazebo-mcpmcp · ai-agents | MCP server for AI agents to drive Gazebo / gz-sim simulation, with offline mock mode for CI/demos. | 4 stars · 11 forks | No one-command install · Source | |
| 4629 | 75.092 | a2a4j-by-pheonixhkbxoicmcp · ai-agents | A Java implementation of the A2A protocol for agent-to-agent scenarios | 19 stars · 4 forks | No one-command install · Source | |
| 4630 | 75.092 | cco-mcpmcp · ai-agents | Real-time audit and approval system for Claude Code tool calls, enabling monitoring and control of AI agent actions with a web dashboard. | 19 stars · 4 forks | No one-command install · Source | |
| 4631 | 75.092 | cexll-bmadmcp · ai-agents | Orchestrates agile development workflows by integrating business requirements with development processes to streamline project management and delivery… | 19 stars · 4 forks | No one-command install · Source | |
| 4632 | 75.092 | context-foundrymcp · ai-agents | Autonomous build system that orchestrates AI agents through multi-phase development workflows | 19 stars · 4 forks | No one-command install · Source | |
| 4633 | 75.092 | dos-kernelmcp · ai-agents | The kernel that doesn't believe the agents — a domain-free trust substrate for fleets of autonomous agents: verify what shipped, arbitrate collisions… | 19 stars · 4 forks | No one-command install · Source | |
| 4634 | 75.148 | hoppo-chan-memory-bankmcp · ai-agents | Maintains persistent project context through a structured Memory Bank system of five markdown files that track goals, status, progress, decisions, and… | 16 stars · 6 forks | No one-command install · Source | |
| 4635 | 75.148 | orchestromcp · ai-agents | Transforms product ideas into production code by orchestrating AI-assisted development with task decomposition, dependency tracking, and real-time… | 16 stars · 6 forks | No one-command install · Source | |
| 4636 | 75.148 | khaoss85-orchestromcp · ai-agents | Project orchestration system for AI-assisted development with task decomposition and dependency tracking | 16 stars · 6 forks | No one-command install · Source | |
| 4637 | 75.148 | red-team-mcpmcp · ai-agents | An MCP server for red teaming that enables AI agents to perform port scanning, vulnerability scanning, SSH operations, and Metasploit exploitation… | 16 stars · 6 forks | No one-command install · Source | |
| 4638 | 75.148 | jamesanz-cross-llm-mcpmcp · ai-agents | An MCP server that enables cross-LLM communication and memory sharing, allowing different AI models to collaborate and share context across… | 16 stars · 6 forks | No one-command install · Source | |
| 4639 | 75.206 | gongrzhe-audio-interfacemcp · ai-agents | Enables voice interaction with Claude through audio recording and playback capabilities, supporting customizable device selection and temporary file… | 9 stars · 9 forks | No one-command install · Source | |
| 4640 | 75.212 | grok-mcpmcp · ai-agents | Connects Claude Code to xAI's Grok for real-time web and X (Twitter) search with multi-agent architecture and 2M token context. | 152 stars | No one-command install · Source | |
| 4641 | 75.356 | gentoromcp · ai-agents | Connect agentic systems to enterprise systems with Gentoro. | 6 stars · 10 forks | No one-command install · Source | |
| 4642 | 75.358 | geo-mcp-by-digestseomcp · ai-agents | AI visibility tracker MCP server. Track brand citations across ChatGPT, Claude, Perplexity, Gemini & Google AI Overviews. Self-host on Cloudflare… | 44 stars · 1 fork | No one-command install · Source | |
| 4643 | 75.460 | skynetcmd-m3-memorymcp · ai-agents | Persistent memory layer for AI agents with hybrid search, contradiction detection, and knowledge graphs. | 23 stars · 3 forks | No one-command install · Source | |
| 4644 | 75.460 | m3-memorymcp · ai-agents | Local-first persistent memory layer for MCP agents with hybrid search, file ingestion, and GDPR compliance. | 23 stars · 3 forks | No one-command install · Source | |
| 4645 | 75.460 | leantokenmcp · ai-agents | Local-first code intelligence MCP server that enables coding agents to search code, inspect structure, read exact ranges, and explore Git history with… | 23 stars · 3 forks | No one-command install · Source | |
| 4646 | 75.460 | infimiummcp · ai-agents | Infimium is an MCP server that gives AI agents persistent memory, deep dependency graphs, and instant code context for repositories. It provides tools… | 23 stars · 3 forks | No one-command install · Source | |
| 4647 | 75.482 | parryhook · ai-agents | Prompt injection scanner for Claude Code hooks. Scans tool inputs and outputs for injection attacks, secrets, and data exfiltration attempts. In early… | 45 stars · 1 fork | No one-command install · Source | |
| 4648 | 75.498 | thealmanacmcp · ai-agents | Enables programmers to search, download, and access up-to-date API and software documentation through MCP tools, integrating with LLMs like Claude for… | 20 stars · 4 forks | No one-command install · Source | |
| 4649 | 75.498 | asmith26-jupytercad-mcpmcp · ai-agents | An MCP server for [JupyterCAD](https://github.com/jupytercad/JupyterCAD) that allows you to control it using LLMs/natural language. | 20 stars · 4 forks | No one-command install · Source | |
| 4650 | 75.498 | blakerouse-ssh-mcpmcp · ai-agents | MCP server exposing SSH control for Linux and Windows servers. Allows long running commands and the ability to perform commands on multiple hosts at… | 20 stars · 4 forks | No one-command install · Source | |
| 4651 | 75.498 | viperjuice-mcp-gatewaymcp · ai-agents | A meta-server for minimal Claude Code tool bloat with progressive disclosure and dynamic server provisioning. Exposes 9 stable meta-tools, auto-starts… | 20 stars · 4 forks | No one-command install · Source | |
| 4652 | 75.547 | charmhealth-mcp-servermcp · ai-agents | An MCP server for CharmHealth EHR that allows LLMs and MCP clients to interact with patient records, encounters, and practice information. | 10 stars · 9 forks | No one-command install · Source | |
| 4653 | 75.577 | tmux-claude-mcp-servermcp · ai-agents | Enables hierarchical orchestration of Claude instances via tmux with a bridge pattern architecture reducing memory usage by 85%. | 18 stars · 5 forks | No one-command install · Source | |
| 4654 | 75.577 | vasayxtx-prompt-enginemcp · ai-agents | Provides dynamic prompt template management with Go template engine support, file system watching for real-time updates, and CLI tooling for template… | 18 stars · 5 forks | No one-command install · Source | |
| 4655 | 75.577 | citedy-seo-agentmcp · ai-agents | Automates SEO content marketing workflows including trend scouting, competitor analysis, article generation, and social media publishing. | 18 stars · 5 forks | No one-command install · Source | |
| 4656 | 75.577 | aftrmcp · ai-agents | Enables AI agents to control Adobe After Effects to create videos programmatically, with commands for comps, layers, effects, and rendering. | 18 stars · 5 forks | No one-command install · Source | |
| 4657 | 75.577 | clio-memorymcp · ai-agents | A self-hosted MCP memory and state system for long-running AI relationships, storing source text locally with explicit memory tools and a web manager… | 18 stars · 5 forks | No one-command install · Source | |
| 4658 | 75.620 | gongrzhe-langflow-document-qamcp · ai-agents | Connects Claude Desktop to a Langflow-powered document question-answering system through a query_docs tool that processes document-based questions… | 15 stars · 8 forks | No one-command install · Source | |
| 4659 | 75.620 | davidteren-context-managermcp · ai-agents | Enhances Claude's capabilities with context management across sessions, knowledge organization through hierarchical project contexts, and continuous… | 15 stars · 8 forks | No one-command install · Source | |
| 4660 | 75.620 | icepanel-mcp-servermcp · ai-agents | Enables interaction with IcePanel for architectural diagram management via MCP clients, such as Claude Desktop, Cursor, and Windsurf. Deprecated in… | 15 stars · 8 forks | No one-command install · Source | |
| 4661 | 75.620 | dagster-mcpmcp · ai-agents | An MCP server that gives AI agents full visibility and control over your Dagster instance, enabling autonomous monitoring, diagnosis, and remediation… | 15 stars · 8 forks | No one-command install · Source | |
| 4662 | 75.646 | framesailmcp · ai-agents | Create long-form (faceless YouTube) videos end to end from any MCP client: script, locked character references, storyboard, voiceover, and final video… | 11,533 installs | No commit datelisted | No one-command install · Source |
| 4663 | 75.755 | databricks-genie-mcpmcp · ai-agents | Connects to the Databricks Genie API, enabling LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational… | 17 stars · 6 forks | No one-command install · Source | |
| 4664 | 75.755 | housecall-pro-mcp-serversmcp · ai-agents | A collection of over 20 specialized MCP servers that enable LLMs to manage customers, jobs, scheduling, invoicing, materials, and more in Housecall… | 17 stars · 6 forks | No one-command install · Source | |
| 4665 | 75.755 | superpowers-mcpmcp · ai-agents | An MCP server that makes superpowers skills available to any LLM that supports the Model Context Protocol. | 17 stars · 6 forks | No one-command install · Source | |
| 4666 | 75.755 | sparesparrow-project-orchestratormcp · ai-agents | Streamlines software project creation by analyzing user input to select appropriate structures, generate documentation with Mermaid diagrams, and… | 17 stars · 6 forks | No one-command install · Source | |
| 4667 | 75.760 | context9mcp · ai-agents | Context9 is an MCP server that feeds AI agents with up-to-date documentation, reducing hallucinations by real-time knowledge synchronization. | 30 stars · 2 forks | No one-command install · Source | |
| 4668 | 75.760 | mimo-mcpmcp · ai-agents | Enables Claude Code and Codex to directly invoke Xiaomi MiMo's full-modal capabilities including multimodal dialogue, image/video understanding, TTS… | 30 stars · 2 forks | No one-command install · Source | |
| 4669 | 75.763 | mobile-device-mcpmcp · ai-agents | An MCP server that lets AI agents control iOS and Android devices (tap, scroll, type, take screenshots, read UI trees, and run code). Works with… | 47 stars · 1 fork | No one-command install · Source | |
| 4670 | 75.782 | ejb503-systempromptmcp · ai-agents | Integrates with SystemPrompt.io to enable centralized creation, management, and versioning of prompts. | 16 stars · 7 forks | No one-command install · Source | |
| 4671 | 75.782 | estav-knowledge-graph-memorymcp · ai-agents | Provides a knowledge graph management system for storing, retrieving, and querying information to build and maintain long-term memory across… | 16 stars · 7 forks | No one-command install · Source | |
| 4672 | 75.850 | korkyzer-multicamcp · ai-agents | Wraps the Multica CLI to manage issues, agents, workflows, and autopilots from AI coding assistants. | 24 stars · 3 forks | No one-command install · Source | |
| 4673 | 75.850 | metatronmcp · ai-agents | Metatron is a self-hosted system that captures a codebase's real implementation decisions — preferred patterns, rejected approaches, edge cases… | 24 stars · 3 forks | No one-command install · Source | |
| 4674 | 75.850 | emotion-enginemcp · ai-agents | Local-first stdio MCP server for agent relationship-continuity state: PAD mood, affective pulse, trust, decay, and boundary signals kept beside… | 24 stars · 3 forks | No one-command install · Source | |
| 4675 | 75.862 | peerbridge-mcpmcp · ai-agents | Connects multiple AI agents (Codex, Claude Code, Grok, etc.) into a coordinated, auditable team with shared memory, task ownership, and human… | 189 stars | No one-command install · Source | |
| 4676 | 75.869 | giskard09-argentummcp · ai-agents | Karma economy for AI agents with community attestations and on-chain reputation on Arbitrum. | 5 stars · 11 forks | No one-command install · Source | |
| 4677 | 75.870 | mayankthole-dhan-tradingmcp · ai-agents | Control your Dhan trading account through Claude using simple conversation. Check your account balance, view current holdings and positions, get live… | 7 stars · 10 forks | No one-command install · Source | |
| 4678 | 75.996 | nazar256-user-promptmcp · ai-agents | Enables Cursor users to provide additional input during AI generation through interactive dialog boxes, creating a more dynamic experience without… | 21 stars · 4 forks | No one-command install · Source | |
| 4679 | 75.996 | lean-lsp-mcpmcp · ai-agents | MCP server for agentic interaction with the Lean theorem prover via LSP, providing tools for understanding, analyzing, and interacting with Lean… | 21 stars · 4 forks | No one-command install · Source | |
| 4680 | 75.996 | skills-mcp-servermcp · ai-agents | Centralized, sandboxed MCP server to manage, execute, and expose advanced Agent Skills to any MCP-capable framework or low-code platform. | 21 stars · 4 forks | No one-command install · Source | |
| 4681 | 75.996 | evermemos-mcpmcp · ai-agents | Long-term memory for AI coding assistants. Remembers context once and recalls it across sessions. | 21 stars · 4 forks | No one-command install · Source | |
| 4682 | 75.996 | sebbsssss-cludemcp · ai-agents | Cognitive memory system with typed memory categories, differential decay rates, and autonomous dream cycles for persistent AI agent memory. | 21 stars · 4 forks | No one-command install · Source | |
| 4683 | 75.998 | codingbuddymcp · ai-agents | A multi-AI MCP server that orchestrates 37 specialist agents across 9 AI tools to measure and improve code quality with session impact reports and… | 31 stars · 2 forks | No one-command install · Source | |
| 4684 | 75.998 | dotnet-mcpmcp · ai-agents | Give your AI assistant superpowers for .NET development! This MCP server connects GitHub Copilot, Claude, and other AI assistants directly to the .NET… | 31 stars · 2 forks | No one-command install · Source | |
| 4685 | 75.998 | tt-wang-cortex-pluginmcp · ai-agents | Persistent, self-evolving memory plugin for Claude Code. Background miner extracts durable lessons (decisions, conventions, bug fixes) from completed… | 31 stars · 2 forks | No one-command install · Source | |
| 4686 | 76.072 | gitintelmcp · ai-agents | A local Git intelligence MCP server that provides deep repository analytics including hotspots, temporal coupling, knowledge maps, churn analysis, and… | 12 stars · 9 forks | No one-command install · Source | |
| 4687 | 76.118 | martparve-selvermcp · ai-agents | MCP server enabling Claude to shop at the Estonian grocery retailer Selver.ee with product search, smart cart building, and browser integration. | 19 stars · 5 forks | No one-command install · Source | |
| 4688 | 76.118 | agentward-ai-agentwardmcp · ai-agents | Permission control plane for AI agents. MCP proxy that enforces least-privilege YAML policies on every tool call, classifies sensitive data (PII/PHI)… | 19 stars · 5 forks | No one-command install · Source | |
| 4689 | 76.118 | rustfsmcp · ai-agents | AI agent access to RustFS S3-compatible object storage with tools for buckets, objects, uploads, and downloads. | 19 stars · 5 forks | No one-command install · Source | |
| 4690 | 76.209 | shadowrootdev-awesome-agent-skillsmcp · ai-agents | Curated collection of AI agent skills from leading organizations | 25 stars · 3 forks | No one-command install · Source | |
| 4691 | 76.209 | rungraphmcp · ai-agents | rungraph is an MCP server (stdio, npx rungraph mcp) that turns Claude Code and Codex transcripts into an interactive run graph. Seven tools… | 25 stars · 3 forks | armory install rungraph --cli claude | |
| 4692 | 76.209 | adaptixc2-mcp-servermcp · ai-agents | Enables LLM agents to interact with and automate operations with the AdaptixC2 framework via the MCP protocol. | 25 stars · 3 forks | No one-command install · Source | |
| 4693 | 76.221 | cursor-history-mcpmcp · ai-agents | MCP server for browsing, searching, exporting, and backing up your Cursor AI chat history directly into Claude via natural language. | 32 stars · 2 forks | No one-command install · Source | |
| 4694 | 76.265 | infinitimeless-claude-lmstudio-bridgemcp · ai-agents | Bridges Claude with local LLMs running in LM Studio, enabling direct access to local model capabilities for text generation and chat completions while… | 13 stars · 9 forks | No one-command install · Source | |
| 4695 | 76.265 | agent-browser-mcpmcp · ai-agents | An MCP server that provides browser automation capabilities, enabling LLMs to control a web browser for navigation, interaction, and data extraction. | 13 stars · 9 forks | No one-command install · Source | |
| 4696 | 76.280 | tanker327-promptsmcp · ai-agents | Manages prompt templates as markdown files with YAML frontmatter, providing structured organization, real-time file watching, and CRUD operations for… | 16 stars · 8 forks | No one-command install · Source | |
| 4697 | 76.280 | mcp-server-tronmcp · ai-agents | A comprehensive MCP server that enables AI agents to interact with the TRON blockchain, including tools for blockchain data, token transfers, smart… | 16 stars · 8 forks | No one-command install · Source | |
| 4698 | 76.309 | cloudwerxlab-gpt-image-1mcp · ai-agents | Enables direct image generation and editing through OpenAI's gpt-image-1 model with support for text prompts, file paths, and base64 encoded inputs… | 18 stars · 6 forks | No one-command install · Source | |
| 4699 | 76.309 | mcp-interactive-terminalmcp · ai-agents | MCP server that gives AI agents real interactive terminal sessions for running REPLs, SSH, database clients, and any interactive CLI with clean text… | 18 stars · 6 forks | No one-command install · Source | |
| 4700 | 76.309 | ib-async-mcp-servermcp · ai-agents | Enables read-only access to Interactive Brokers data including contracts, market data, news, fundamentals, and portfolio/account information for LLM… | 18 stars · 6 forks | No 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.