Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2901 | 43.275 | unsublymcp · ai-agents | MCP server with 12 tools enabling AI agents (Claude, ChatGPT) to manage Algorand-based subscriptions, including locking funds in vaults and automated… | 4 stars | No one-command install · Source | |
| 2902 | 43.275 | haxamlmcp · ai-agents | Enforces a structured planning-before-building workflow for AI coding agents via an MCP server, maintaining a project diary and protocol to ensure… | 4 stars | No one-command install · Source | |
| 2903 | 43.275 | nodeseek-mcp-servermcp · ai-agents | An MCP server enabling LLMs to interact with the NodeSeek forum, supporting account status retrieval, daily check-in, post browsing, reading… | 4 stars | No one-command install · Source | |
| 2904 | 43.275 | memory-pluginmcp · ai-agents | Persistent memory management for Claude Code, allowing agents to store and retrieve user preferences, environment notes, and skills across sessions. | 4 stars | No one-command install · Source | |
| 2905 | 43.275 | juspay-nix-chrome-devtoolsmcp · ai-agents | Nix-based launcher that auto-wires the Chrome DevTools MCP server into Claude Code, Codex, and other AI coding environments. | 4 stars | No one-command install · Source | |
| 2906 | 43.275 | tixuz-openemismcp · ai-agents | Read-only MCP bridge connecting AI agents to OpenEMIS education management systems with natural language access to 645 education data resources. | 4 stars | No one-command install · Source | |
| 2907 | 43.275 | pmcontrols-mcpmcp · ai-agents | Validated project scheduling and earned value computations for AI agents, exposing CPM, PERT, schedule compression, and EVM tools. | 4 stars | No one-command install · Source | |
| 2908 | 43.275 | memorybridgemcp · ai-agents | Cross-tool AI memory MCP server for Claude Code, Cursor, Antigravity, Windsurf, and every MCP-compatible AI. 400 tokens not 4,000. | 4 stars | No one-command install · Source | |
| 2909 | 43.275 | uk-parliament-mcp-servermcp · ai-agents | An MCP server that gives AI assistants access to UK Parliament data. Query MPs, Lords, bills, votes, committees, debates, and more through AI… | 4 stars | No one-command install · Source | |
| 2910 | 43.275 | korgmcp · ai-agents | A causally-ordered, rewindable event-ledger for autonomous AI agents, enabling tamper-evident audit, replay, and rollback of agent actions via an MCP… | 4 stars | No one-command install · Source | |
| 2911 | 43.275 | loftytao-ladybug-toolsmcp · ai-agents | Enables AI agents to access Ladybug Tools building simulation, energy analysis, and Radiance calculations without CAD software. | 4 stars | No one-command install · Source | |
| 2912 | 43.275 | hackerone-mcpmcp · ai-agents | A local, read-only MCP server that connects your HackerOne researcher account to Claude Desktop and Claude Code, helping you find targets, analyze… | 4 stars | No one-command install · Source | |
| 2913 | 43.275 | grippy-code-reviewmcp · ai-agents | Open-source AI code review MCP server for local git diff auditing with deterministic security rules and AI-powered analysis using any… | 4 stars | No one-command install · Source | |
| 2914 | 43.275 | garagon-aguaramcp · ai-agents | Security scanner for AI agent skills and MCP server configurations. | 4 stars | No one-command install · Source | |
| 2915 | 43.275 | flux-memorymcp · ai-agents | Flux Memory is an MCP server that provides a self-organizing weighted graph memory for AI agents, enabling persistent knowledge storage, retrieval… | 4 stars | No one-command install · Source | |
| 2916 | 43.275 | io-github-microhenrio-openocd-mcpmcp · ai-agents | Debug microcontrollers directly from Claude. This is an MCP server that drives OpenOCD, letting Claude flash firmware, control execution, and inspect… | 4 stars | No one-command install · Source | |
| 2917 | 43.275 | live-connectormcp · ai-agents | A Cypher-style MCP server that enables AI agents to query and edit an Ableton Live Set via a property graph query language. | 4 stars | No one-command install · Source | |
| 2918 | 43.275 | snapkitty-mcp-servermcp · ai-agents | MCP server exposing tools for WORM chain sealing, sovereign agent creation, Ada governance contract generation, and SSM state injection from Lean… | 4 stars | No one-command install · Source | |
| 2919 | 43.275 | fcp-drawiomcp · ai-agents | MCP server that enables LLMs to create and edit draw.io diagrams using high-level intent commands, with automatic layout and styling. | 4 stars | No one-command install · Source | |
| 2920 | 43.275 | agent-kanbanmcp · ai-agents | An AI-native kanban board MCP server where agents pull tasks via the Model Context Protocol. It provides tools for task discovery, claiming, progress… | 4 stars | No one-command install · Source | |
| 2921 | 43.275 | searchless-ngxmcp · ai-agents | An Agentic RAG MCP Server that transforms Paperless-ngx into a conversational document assistant, enabling LLMs to search, filter, and summarize… | 4 stars | No one-command install · Source | |
| 2922 | 43.275 | seraphmcp · ai-agents | Seraph is Kondux's crypto transaction firewall and risk-scoring MCP server for AI agents. It provides OAuth-secured Streamable HTTP tools for… | 4 stars | No one-command install · Source | |
| 2923 | 43.275 | brollmcp · ai-agents | A content studio MCP server for coding agents that generates media, renders videos and carousels deterministically, and publishes with a draft-first… | 4 stars | No one-command install · Source | |
| 2924 | 43.275 | nervous-systemmcp · ai-agents | Governance framework for LLM agents. Exposes seven mechanically-enforced rules plus tools for preflight file protection, audit-chain verification… | 4 stars | No one-command install · Source | |
| 2925 | 43.275 | projscanmcp · ai-agents | An MCP server that provides AI coding agents with AST-accurate, context-budget-aware codebase querying, safety gates, and team policy integration via… | 4 stars | No one-command install · Source | |
| 2926 | 43.275 | abhiyoheswaran1-projscanmcp · ai-agents | Agent-first code intelligence using AST parsing across seven languages with 20 analysis tools, running offline. | 4 stars | No one-command install · Source | |
| 2927 | 43.275 | netlab-mcpmcp · ai-agents | Wraps ipspace/netlab as an engine to give LLMs access to validated, lab-tested network device configurations instead of hallucinated ones. | 4 stars | No one-command install · Source | |
| 2928 | 43.275 | claude-continuity-mcpmcp · ai-agents | Persistent, shared memory for Claude across sessions and clients (Code, Desktop, Cowork) — deterministic diff reads, checkpoints, cross-client task… | 4 stars | No one-command install · Source | |
| 2929 | 43.275 | tokenscopemcp · ai-agents | Analyzes Claude Code session token usage and cost locally — where spend actually lands across cache-read, cache-write and output, and what is… | 4 stars | No one-command install · Source | |
| 2930 | 43.275 | dockhandmcp · ai-agents | An MCP server that gives LLMs direct control over a local Docker daemon, enabling container, image, volume, network, and Compose stack management… | 4 stars | No one-command install · Source | |
| 2931 | 43.275 | termadamcp · ai-agents | Enables AI agents to securely execute terminal commands with persistent sessions, async jobs, and mission control, while providing a live dashboard… | 4 stars | No one-command install · Source | |
| 2932 | 43.275 | agent-inbox-mcpmcp · ai-agents | MCP server that lets AI agents manage an Agent Inbox queue via natural language. It supports listing pending items, adding new URLs with notes, and… | 4 stars | No one-command install · Source | |
| 2933 | 43.275 | mtrkr-mcp-servermcp · ai-agents | A read-only MCP server connecting AI agents to MTRKR wallet intelligence on MegaETH, enabling wallet portfolio, DeFi positions, security scanning, and… | 4 stars | No one-command install · Source | |
| 2934 | 43.275 | lorekeepermcp · ai-agents | MCP memory server for AI agents that gets better with use | 4 stars | No one-command install · Source | |
| 2935 | 43.275 | infrastructure-mcpmcp · ai-agents | Give Claude Code, Cursor, and other AI agents safe access to your real infrastructure — without giving them raw SSH access. | 4 stars | No one-command install · Source | |
| 2936 | 43.275 | sber-mcpmcp · ai-agents | Unofficial MCP server for SberBank Online, enabling agents to read banking products and operations and perform transfers between own accounts directly… | 4 stars | No one-command install · Source | |
| 2937 | 43.275 | tokensavermcp · ai-agents | MCP server that reduces token usage for AI coding agents by providing structural code outlines and minification for .NET projects. | 4 stars | No one-command install · Source | |
| 2938 | 43.275 | ctxfilemcp · ai-agents | A local-first MCP server that snapshots project working state into a structured context object, enabling agents to share and resume sessions… | 4 stars | No one-command install · Source | |
| 2939 | 43.275 | pyon-mcpmcp · ai-agents | MCP server for the Pyon trading platform that lets AI agents search markets, generate research, build and edit node-graph strategies, run backtests… | 4 stars | No one-command install · Source | |
| 2940 | 43.275 | on-boardmcp · ai-agents | On Board is a local MCP server that gives multiple AI agents and IDEs a shared project memory, ticket queue, and handoff history, so agents can… | 4 stars | No one-command install · Source | |
| 2941 | 43.275 | artifact-usemcp · ai-agents | An artifact store that lets coding agents and small teams publish, version, and review web artifacts through an MCP server or CLI, with stable URLs… | 4 stars | No one-command install · Source | |
| 2942 | 43.275 | blackbox-mcpmcp · ai-agents | Local-first FastMCP server for project context (scanning, memory, agent handoff) and configurable AI assistant delegation, supporting multiple… | 4 stars | No one-command install · Source | |
| 2943 | 43.275 | habenulamcp · ai-agents | A personal agent control harness that governs AI agents by checking every consequential action against user-defined rules, logging all actions to a… | 4 stars | No one-command install · Source | |
| 2944 | 43.275 | localmindmcp · ai-agents | A fully local AI stack that provides OpenAI/Anthropic-compatible LLM API, embeddings, mem0 memory, and second-brain RAG via MCP tools, all running… | 4 stars | No one-command install · Source | |
| 2945 | 43.275 | visionaire-enginemcp · ai-agents | Eyes for AI coding agents: deterministic MCP server that tells the LLM which CSS rule wins, in which file, on which line — and why. Cascade verdicts… | 4 stars | No one-command install · Source | |
| 2946 | 43.275 | humanpen-mcpmcp · ai-agents | MCP server for HumanPen that lets AI agents work on real documents (.docx, .pptx, .pdf) — humanizing content to lower AI-detection scores, converting… | 4 stars | No one-command install · Source | |
| 2947 | 43.275 | jules-dispatchmcp · ai-agents | MCP server for batch-dispatching coding tasks to Google Jules in parallel, with YAML task definitions, plan approval, and optional LLM-based task… | 4 stars | No one-command install · Source | |
| 2948 | 43.275 | mac-mcpmcp · ai-agents | A read-only MCP server that exposes data from native macOS apps (Mail, Notes, Calendar, Reminders, Contacts, Messages, Spotlight) to AI agents over… | 4 stars | No one-command install · Source | |
| 2949 | 43.275 | cursor-cortexmcp · ai-agents | Provides structured external memory for AI assistants, enabling persistent context, branch notes, tacit knowledge, and checklists to overcome AI… | 4 stars | No one-command install · Source | |
| 2950 | 43.275 | tdai-memory-mcpmcp · ai-agents | Local-first MCP memory server that gives AI coding agents long-term memory via SQLite and sqlite-vec, with optional LLM-powered layering. No gateway… | 4 stars | No one-command install · Source | |
| 2951 | 43.275 | never00miss-allan-memorymcp · ai-agents | Persistent knowledge graph memory for AI coding assistants using FalkorDB, with optional offline mode via local Ollama models. | 4 stars | No one-command install · Source | |
| 2952 | 43.275 | corbatmcp · ai-agents | Policy and quality engine for AI coding agents that enforces team coding standards and provides validation gates for agent-assisted software delivery. | 4 stars | No one-command install · Source | |
| 2953 | 43.275 | jilebimcp · ai-agents | A plugin-based MCP server that enables AI assistants to interact with external systems through custom tools, resources, and prompts. | 4 stars | No one-command install · Source | |
| 2954 | 43.275 | voxagentmcp · ai-agents | Local-first voice I/O for MCP clients, enabling hands-free dictation, spoken responses, and voice-based Q&A with coding agents. | 4 stars | No one-command install · Source | |
| 2955 | 43.275 | vulcanusmcp · ai-agents | Vulcanus turns a Git-versioned Markdown vault into structured project memory for coding agents. recall returns a project's capsule plus the read-next… | 4 stars | No one-command install · Source | |
| 2956 | 43.275 | agentable-mcpmcp · ai-agents | MCP server for agent-readiness auditing of websites, providing tools to audit URLs, bulk audit up to 50 URLs, compare multiple URLs, and fetch a… | 4 stars | No one-command install · Source | |
| 2957 | 43.275 | unlimited-agentmcp · ai-agents | MCP server that lets a private ChatGPT app remotely control a paired Windows PC, including files, PowerShell, programs, screenshots, mouse/keyboard… | 4 stars | No one-command install · Source | |
| 2958 | 43.275 | deepseek-mcp-imagemcp · ai-agents | Provides image recognition for text-only LLMs like DeepSeek by bridging to SenseNova multimodal model, enabling image description via the… | 4 stars | No one-command install · Source | |
| 2959 | 43.275 | onchain-agent-walletsmcp · ai-agents | MCP server that gives AI agents a Solana wallet with a capped, revocable token allowance from a user-owned vault, enforced on-chain by SPL Token… | 4 stars | No one-command install · Source | |
| 2960 | 43.275 | soapyred-freightutilsmcp · ai-agents | Freight tools for AI agents — calculators, ADR, HS codes, airlines, ULDs, vehicles, and duty lookup. | 4 stars | No one-command install · Source | |
| 2961 | 43.275 | pycodemathmcp · ai-agents | Provides a token-efficient exact math engine for AI agents, enabling computation of derivatives, integrals, equations, and optimized Python/NumPy code… | 4 stars | No one-command install · Source | |
| 2962 | 43.275 | chrome-faithfulmcp · ai-agents | An MCP server that gives AI agents faithful control of real, logged-in Chrome profiles via a secure local bridge and extension, with exact… | 4 stars | No one-command install · Source | |
| 2963 | 43.275 | gpt-harnessmcp · ai-agents | A self-hosted MCP gateway that gives ChatGPT Web real command execution, file patching, and workspace management on a VPS you control. | 4 stars | No one-command install · Source | |
| 2964 | 43.275 | allmcps-servermcp · ai-agents | Official local MCP server for AllMCPs.com, enabling users to submit MCP servers to the directory directly from MCP-compatible agents. | 4 stars | No one-command install · Source | |
| 2965 | 43.275 | remorafish-mcpmcp · ai-agents | Exposes authorized ChatGPT, DeepSeek, Kimi, and Grok web sessions to agents as MCP tools, including chat and local file attachments over HTTP or… | 4 stars | No one-command install · Source | |
| 2966 | 43.275 | soupnet-ossmcp · ai-agents | SoupNet gives your AI agents one shared memory of how you think — across Claude, Cursor, and ChatGPT. Each checks your past decisions as searchable… | 4 stars | No one-command install · Source | |
| 2967 | 43.275 | echovaultmcp · ai-agents | Go port of EchoVault providing local-first persistent memory for coding agents with cross-session context retention. | 4 stars | No one-command install · Source | |
| 2968 | 43.275 | probridgemcp · ai-agents | Bridges coding agents such as Codex and Claude to ChatGPT Pro, automating Quick Chat sessions to execute prompts and return results. | 4 stars | No one-command install · Source | |
| 2969 | 43.275 | furl-ctxmcp · ai-agents | Furl folds repeated tool output into a hash-addressed marker, keeps the line that matters, and returns any original byte-exact the moment the agent… | 4 stars | No one-command install · Source | |
| 2970 | 43.275 | fluyo-mcpmcp · ai-agents | MCP server that creates, edits and exports architecture diagrams as .fluyo.json files, operating through tools like create_diagram, edit_diagram, and… | 4 stars | No one-command install · Source | |
| 2971 | 43.275 | gammaray-mcp-bridgemcp · ai-agents | Bridges GammaRay probe introspection data into MCP tools, enabling LLMs to inspect and debug Qt Quick/QML scene graphs, items, geometry, materials… | 4 stars | No one-command install · Source | |
| 2972 | 43.275 | localterminal-litemcp · ai-agents | Bridges ChatGPT with local computer for controlled file and project management, featuring session-based collaboration and diff tracking. | 4 stars | No one-command install · Source | |
| 2973 | 43.275 | reviewguard-mcpmcp · ai-agents | Enables AI agents to safely work on GitHub PR reviews behind a safety boundary, creating draft reviews and optionally submitting them with fixed… | 4 stars | No one-command install · Source | |
| 2974 | 43.275 | fireweed-mcpmcp · ai-agents | An agent memory server that admits only evidence-backed claims, provides tamper-evident recall and verification, and issues signed certificates for… | 4 stars | No one-command install · Source | |
| 2975 | 43.275 | codesiftmcp · ai-agents | Token-efficient code intelligence MCP server that indexes codebases with tree-sitter AST parsing and provides 150 tools for AI agents, using 61-95%… | 4 stars | No one-command install · Source | |
| 2976 | 43.275 | novelai-image-mcpmcp · ai-agents | An MCP server that exposes NovelAI image generation as tools for AI agents, supporting txt2img, img2img, inpaint, upscaling, Director tools… | 4 stars | No one-command install · Source | |
| 2977 | 43.275 | tierwardmcp · ai-agents | Tierward is a development framework that governs Claude Code sessions through a tiered pipeline with STOP gates, audit skills, and test enforcement… | 4 stars | No one-command install · Source | |
| 2978 | 43.275 | rlg-mcpmcp · ai-agents | MCP server exposing rlg (RustLogs) log files as tools for on-call / SRE agent workflows. Three tools over JSON-RPC stdio — tail_log (last N events… | 4 stars | No one-command install · Source | |
| 2979 | 43.275 | svg-mcpmcp · ai-agents | A FastMCP server providing structured SVG authoring tools for LLMs, enabling create, edit, and render SVG graphics through hierarchical primitives… | 4 stars | No one-command install · Source | |
| 2980 | 43.275 | weavatrixmcp · ai-agents | Provides a dependency graph of any local repository with tools for change impact, transitive dependents, health audits, and more, enabling AI coding… | 4 stars | No one-command install · Source | |
| 2981 | 43.275 | hfss-agent-nativemcp · ai-agents | Enables natural language control of HFSS (v2019-2025) for antenna modeling, simulation, and result extraction via win32com without PyAEDT. | 4 stars | No one-command install · Source | |
| 2982 | 43.275 | career-compass-mcpmcp · ai-agents | Turns Claude into a career co-pilot that manages resumes, cover letters, job applications, and interview prep using local YAML files. | 4 stars | No one-command install · Source | |
| 2983 | 43.275 | io-github-amyodov-yet-another-agentic-chatmcp · ai-agents | An MCP server that lets multiple agent sessions (e.g., Claude Code, Claude Desktop) on the same machine communicate over shared channels like… | 4 stars | No one-command install · Source | |
| 2984 | 43.275 | cursor-delegatemcp · ai-agents | Enables MCP clients like Claude Code and Codex to delegate coding tasks to Cursor's CLI agent, which implements changes in the workspace and returns… | 4 stars | No one-command install · Source | |
| 2985 | 43.275 | seamlessmcp · ai-agents | Local-first shared memory and task coordination for AI coding agents. One Go binary, MCP server, markdown files you own. Hooks for Claude Code and… | 4 stars | No one-command install · Source | |
| 2986 | 43.275 | mcp-server-canteramcp · ai-agents | An MCP server that wraps Cantera to enable LLMs to perform accurate thermodynamic, transport, equilibrium, and chemical kinetics calculations. | 4 stars | No one-command install · Source | |
| 2987 | 43.275 | aiterm-mcpmcp · ai-agents | Persistent tmux-backed MCP server that lets Claude Code control Codex CLI's interactive TUI, including slash commands and $imagegen. Run local shells… | 4 stars | No one-command install · Source | |
| 2988 | 43.275 | robotmcp-servermcp · ai-agents | A modular MCP server with automatic submodule integration, OAuth 2.1, Supabase user management, and Cloudflare tunnel support, enabling secure and… | 4 stars | No one-command install · Source | |
| 2989 | 43.275 | hoi4-agent-toolsmcp · ai-agents | A source-preserving MCP server for coding agents working on Hearts of Iron IV mods, combining focus tree, GUI, and map tools with transaction safety. | 4 stars | No one-command install · Source | |
| 2990 | 43.275 | jvmsrcmcp · ai-agents | An MCP server that gives coding agents IDE-like access to JVM classpaths by querying the actual build tool, providing precise source code, signatures… | 4 stars | No one-command install · Source | |
| 2991 | 43.275 | brunopolaski-bureau-creditmcp · ai-agents | Orchestrates credit bureau integrations and standardizes credit data responses via MCP and HTTP boundaries. | 4 stars | No one-command install · Source | |
| 2992 | 43.275 | elesyncmcp · ai-agents | Privacy-first local memory vault every AI shares over MCP. Markdown + SQLite on your machine; Claude, ChatGPT, Cursor, and any MCP client read and… | 4 stars | No one-command install · Source | |
| 2993 | 43.275 | docker-mcp-server-2mcp · ai-agents | More than just a fully featured MCP server that lets AI agents manage Docker — containers, images, networks, volumes, swarm services, secrets… | 4 stars | No one-command install · Source | |
| 2994 | 43.275 | openzoomcp · ai-agents | Local x402-paying proxy and MCP server for openzoo.fun, enabling any OpenAI-compatible tool to pay for AI calls using a local burner wallet. It… | 4 stars | No one-command install · Source | |
| 2995 | 43.275 | imagine-mcpmcp · ai-agents | Production-grade MCP server for image and video understanding and generation across Gemini, OpenAI, and Grok. | 4 stars | No one-command install · Source | |
| 2996 | 43.275 | unclickmcp · ai-agents | AI agent tool marketplace providing 60+ tools for social, e-commerce, accounting, and messaging. | 4 stars | No one-command install · Source | |
| 2997 | 43.275 | hercules-mcpmcp · ai-agents | Enables AI agents to perform professional penetration testing through a containerized Kali Linux environment, exposing industry-standard offensive… | 4 stars | No one-command install · Source | |
| 2998 | 43.275 | 0xmihirk-herculesmcp · ai-agents | Penetration testing tools via containerized Kali Linux for Claude. | 4 stars | No one-command install · Source | |
| 2999 | 43.275 | tverney-agent-memorymcp · ai-agents | Provides persistent agent memory via a filesystem bridge with four tools for reading, appending, searching, and monitoring memory state. | 4 stars | No one-command install · Source | |
| 3000 | 43.275 | adelelo13-neuromcpmcp · ai-agents | Semantic memory for AI agents with hybrid search, knowledge graph, and memory consolidation. | 4 stars | 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.