Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2701 | 43.498 | aparser-mcpmcp · ai-agents | Enables AI agents to drive parsing tasks via A-Parser, including running SERP queries, queueing bulk jobs, polling, and fetching results. | 2 stars · 2 forks | No one-command install · Source | |
| 2701 | 43.498 | claude-meta-mcpmcp · ai-agents | Self-hosted Meta Ads (Facebook & Instagram) connector for Claude. | 2 stars · 2 forks | No one-command install · Source | |
| 2701 | 43.498 | myfitnesspal-mcp-servermcp · ai-agents | Enables Claude to manage MyFitnessPal food diaries, nutrition goals, exercises, body measurements, and water intake via a remote MCP server using… | 2 stars · 2 forks | No one-command install · Source | |
| 2701 | 43.498 | mcp-printablemcp · ai-agents | Connects MCP-capable agents to Blender and OpenSCAD for AI-driven 3D modeling, with tools and rules optimized for FDM-printable geometry. | 2 stars · 2 forks | No one-command install · Source | |
| 2701 | 43.498 | ohmyperfmcp · ai-agents | Real-machine, real-browser web perf measurement with ~99% iframe coverage. LLM-native + AI-agent-loop ready. | 2 stars · 2 forks | No one-command install · Source | |
| 2701 | 43.498 | osidb-mcpmcp · ai-agents | MCP server for OSIDB (Red Hat Product Security's vulnerability management system). Enables read-only querying of flaws, affects, trackers, and status… | 2 stars · 2 forks | No one-command install · Source | |
| 2701 | 43.498 | soundcloud-mcp-servermcp · ai-agents | An MCP server that gives Claude access to your SoundCloud library, allowing you to manage playlists and tracks through natural language. | 2 stars · 2 forks | No one-command install · Source | |
| 2701 | 43.498 | youtube-context-mcpmcp · ai-agents | A small MCP server that gives agents rich context about a YouTube video — its transcript, jump-to-the-moment deep links, metadata, and most-replayed… | 2 stars · 2 forks | No one-command install · Source | |
| 2701 | 43.498 | claudecodenavi-claudecodenavi-mcpmcp · ai-agents | Claude Code knowledge platform & marketplace MCP server. Search and share snippets, prompts, Q&A solutions, error fixes, and MCP server configurations… | 2 stars · 2 forks | No one-command install · Source | |
| 2701 | 43.498 | metrxbotmcp · ai-agents | Track AI agent costs, detect waste, optimize model selection, and prove ROI. | 2 stars · 2 forks | No one-command install · Source | |
| 2701 | 43.498 | prompt-rejector-mcpmcp · ai-agentsalso listed as revsmoke-prompt-rejector | Protects AI agents from prompt injection attacks, jailbreak attempts, and common web vulnerabilities by screening untrusted input through semantic LLM… | 2 stars · 2 forks | No one-command install · Source | |
| 2701 | 43.498 | openpoem-spec-scoremcp · ai-agents | Score specification quality before feeding them to an LLM with radar chart visualization. | 2 stars · 2 forks | No one-command install · Source | |
| 2701 | 43.498 | danielguru-repomemorymcp · ai-agents | Persistent, searchable knowledge base for AI coding agents with hybrid keyword and semantic search across project context. | 2 stars · 2 forks | No one-command install · Source | |
| 2701 | 43.498 | kc-modbus-mcpmcp · ai-agents | MCP server for Modbus TCP devices that enables AI agents to read/write PLC registers by name using YAML device profiles, with a built-in simulator. | 2 stars · 2 forks | No one-command install · Source | |
| 2701 | 43.498 | rushtothesun-dreampoebot-evalmcp · ai-agents | Enables AI agents to execute C# scripts and inspect type definitions within the DreamPoeBot Path of Exile automation framework. | 2 stars · 2 forks | No one-command install · Source | |
| 2701 | 43.498 | timowhite88-farnsworth-syntekmcp · ai-agents | 7-layer recursive agent memory with context branching, holographic recall, dream consolidation, and on-chain persistence. MCP-native with 10 tools for… | 2 stars · 2 forks | No one-command install · Source | |
| 2701 | 43.498 | leximo-ai-call-assistant-mcp-servermcp · ai-agentsalso listed as leximo-call-assistant | An MCP server that lets you schedule AI phone calls and manage Leximo assignments directly from Claude Desktop or Claude Code. | 2 stars · 2 forks | No one-command install · Source | |
| 2701 | 43.498 | rideshare-comparison-mcpmcp · ai-agents | Compare Uber and Lyft prices for any route, get supported cities, and retrieve booking links using Claude Desktop. | 2 stars · 2 forks | No one-command install · Source | |
| 2701 | 43.498 | osseni94-keyneg-mcpmcp · ai-agents | Enterprise-grade sentiment analysis with 95+ labels, keyword extraction, and batch processing for AI agents | 2 stars · 2 forks | No one-command install · Source | |
| 2701 | 43.498 | n8daniels-rulesetmcpmcp · ai-agents | Weight-On-Wheels for AI - keeps agents grounded in your project's rules. Query coding standards, validate snippets, and get task-specific guidance… | 2 stars · 2 forks | No one-command install · Source | |
| 2701 | 43.498 | terraform-test-mcpmcp · ai-agents | Generates structured prompts for Claude Code to create comprehensive Terraform test cases including unit, integration, and mock tests. | 2 stars · 2 forks | No one-command install · Source | |
| 2701 | 43.498 | mcp-llm-generator-v2mcp · ai-agents | Production-ready MCP server enabling LLM text generation, template management, context-aware conversations, and memory storage with enterprise quality… | 2 stars · 2 forks | No one-command install · Source | |
| 2701 | 43.498 | gemini-image-video-generation-mcpmcp · ai-agents | A production-ready MCP server that enables Claude and other LLMs to generate images and videos using Google's Gemini AI models (Gemini 2.0 Flash and… | 2 stars · 2 forks | No one-command install · Source | |
| 2701 | 43.498 | kukapay-chainlist-mcpmcp · ai-agents | An MCP server that gives AI agents fast access to verified EVM chain information, including RPC URLs, chain IDs, explorers, and native tokens. | 2 stars · 2 forks | No one-command install · Source | |
| 2701 | 43.498 | lumile-promptopiamcp · ai-agents | Manage, organize, and reuse prompt templates with variable substitution and multi-message conversation structures. | 2 stars · 2 forks | No one-command install · Source | |
| 2701 | 43.498 | kstrikis-llm-responsesmcp · ai-agents | Enables multiple LLMs to share and analyze each other's responses to the same prompt, facilitating collaborative problem-solving and multi-perspective… | 2 stars · 2 forks | No one-command install · Source | |
| 2729 | 43.275 | phrenmcp · ai-agents | A persistent memory server for AI agents that stores findings, tasks, and patterns in Markdown files within a git repository, enabling context… | 4 stars | No one-command install · Source | |
| 2729 | 43.275 | tunnel-mcpmcp · ai-agents | Enables two Claude agents to communicate directly through an end-to-end encrypted tunnel, eliminating the need for manual copy-pasting and… | 4 stars | No one-command install · Source | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 43.275 | 0xmihirk-herculesmcp · ai-agentsalso listed as hercules-mcp | Penetration testing tools via containerized Kali Linux for Claude. | 4 stars | No one-command install · Source | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 43.275 | lorekeepermcp · ai-agents | MCP memory server for AI agents that gets better with use | 4 stars | No one-command install · Source | |
| 2729 | 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 | |
| 2729 | 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 | |
| 2729 | 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 |
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.