Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3101 | 44.256 | mnemon-mcpmcp · ai-agents | A local-first MCP server providing persistent, layered memory (episodic, semantic, procedural, resource) for AI agents, with search, versioning, and… | 3 stars · 1 fork | No one-command install · Source | |
| 3102 | 44.256 | cmp-server-pocket-option-2026mcp · ai-agents | Enables AI assistants to interact with the PocketOption trading platform via MCP, including balance checks, candle data, asset screening, and trade… | 3 stars · 1 fork | No one-command install · Source | |
| 3103 | 44.256 | devops-mcpmcp · ai-agents | Unified MCP server for DevOps engineers that provides real-time read and write access to Kubernetes, ArgoCD, Prometheus, and PagerDuty from any… | 3 stars · 1 fork | No one-command install · Source | |
| 3104 | 44.256 | huntermcp · ai-agents | AI-driven penetration testing MCP server that equips Claude with 13 tools for automated reconnaissance, analysis, vulnerability validation, and… | 3 stars · 1 fork | No one-command install · Source | |
| 3105 | 44.256 | spedas-mcpmcp · ai-agents | Unified SPEDAS-oriented MCP server for Claude Code and Codex agents, providing tools to discover and fetch heliophysics and planetary science data… | 3 stars · 1 fork | No one-command install · Source | |
| 3106 | 44.256 | agentvisionmcp · ai-agents | AgentVision is a debug flight recorder MCP server that watches a target program, captures its window and logs, and exposes time-aligned, verified… | 3 stars · 1 fork | No one-command install · Source | |
| 3107 | 44.256 | agent-memory-control-planemcp · ai-agents | Enables governance of AI-agent memory through deterministic routing, explicit ownership, review before promotion, scope-aware retrieval, conflict… | 3 stars · 1 fork | No one-command install · Source | |
| 3108 | 44.256 | sourcebookmcp · ai-agents | MCP server that gives AI coding agents a git-backed markdown wiki to read and update, enabling search, read, write, verify, ingest, promote, and lint… | 3 stars · 1 fork | No one-command install · Source | |
| 3109 | 44.256 | elba-mcp-servermcp · ai-agents | Manage voice AI agents from Claude Code, Cursor, VS Code, or any MCP-compatible assistant. | 3 stars · 1 fork | No one-command install · Source | |
| 3110 | 44.256 | kegg-mcp-servermcp · ai-agents | An MCP server for querying the KEGG bioinformatics database, providing tools, resource templates, and guided prompts for pathways, genes, compounds… | 3 stars · 1 fork | No one-command install · Source | |
| 3111 | 44.256 | localdata-mcp-servermcp · ai-agents | Gives LLM agents access to local and remote data via databases, files, graphs, and structured documents, along with a full data science toolkit for… | 3 stars · 1 fork | No one-command install · Source | |
| 3112 | 44.256 | wqaetly-memosmcp · ai-agents | MCP server for MemOS local memory management, providing tools to add, search, delete, and manage memory entries and user profiles. | 3 stars · 1 fork | No one-command install · Source | |
| 3113 | 44.256 | mochimcp · ai-agents | Browser automation MCP server with persistent memory for AI assistants, enabling automated web testing and workflow replay with self-healing… | 3 stars · 1 fork | No one-command install · Source | |
| 3114 | 44.256 | spawn-mcpmcp · ai-agents | Local MCP server for the Spawn Games agent API, enabling LLMs to manage game projects, push updates, and interact with live games via a Playwright… | 3 stars · 1 fork | No one-command install · Source | |
| 3115 | 44.256 | app-store-operatormcp · ai-agents | Free App Store competitive intelligence for Claude — rival downloads, revenue, and ASO keywords. MCP server, no subscription. | 3 stars · 1 fork | No one-command install · Source | |
| 3116 | 44.256 | reeliermcp · ai-agents | Record an agent's MCP tool-call workflow once, replay it deterministically for zero tokens, and get a receipt — a snapshot-testing and… | 3 stars · 1 fork | No one-command install · Source | |
| 3117 | 44.256 | evc-team-relay-mcpmcp · ai-agents | Give AI agents read/write access to your Obsidian vault via MCP | 3 stars · 1 fork | No one-command install · Source | |
| 3118 | 44.256 | hauddymcp · ai-agents | Enables AI agents to message each other by @nickname via an MCP server, with contacts, presence, and durable delivery across local and remote agents. | 3 stars · 1 fork | No one-command install · Source | |
| 3119 | 44.256 | signet-evalmcp · ai-agents | Deterministic policy enforcement for AI agent tool calls. It evaluates every tool call against user-defined rules before execution, with no LLM in the… | 3 stars · 1 fork | No one-command install · Source | |
| 3120 | 44.256 | gh-jmcentire-signet-evalmcp · ai-agents | Enforce deterministic policies and manage MCP tool call permissions for AI agents. | 3 stars · 1 fork | No one-command install · Source | |
| 3121 | 44.256 | systems-managermcp · ai-agents | Enables AI agents to manage system updates, application installations, and remote host orchestration through MCP tools. | 3 stars · 1 fork | No one-command install · Source | |
| 3122 | 44.256 | cookie-mcpmcp · ai-agents | MCP server for the Cookie Chain blockchain, enabling AI agents to read market data, swap tokens, manage liquidity, stake, trade NFTs, and bridge to… | 3 stars · 1 fork | No one-command install · Source | |
| 3123 | 44.256 | cern-root-mcp-servermcp · ai-agents | An MCP server and CLI tool that allow LLMs to interact with CERN ROOT files. | 3 stars · 1 fork | No one-command install · Source | |
| 3124 | 44.256 | citadelmcp · ai-agents | Local-first, encrypted memory for AI agents, with cryptographic forgetting. | 3 stars · 1 fork | No one-command install · Source | |
| 3125 | 44.256 | dynamoi-mcpmcp · ai-agents | Lets AI agents help artists and labels prepare releases for promotion by creating Smart Links, checking campaign readiness, and managing platform… | 3 stars · 1 fork | No one-command install · Source | |
| 3126 | 44.256 | e-nab-z-mcpmcp · ai-agents | Local MCP server to access your personal health data from E-Nabız (Turkish Ministry of Health) via an LLM. Read-only, secure, and respects privacy. | 3 stars · 1 fork | No one-command install · Source | |
| 3127 | 44.256 | cortex-3mcp · ai-agents | Cortex is an MCP server that helps build and maintain a project Memory Bank for AI assistants, enabling reproducible, high-quality AI-driven… | 3 stars · 1 fork | No one-command install · Source | |
| 3128 | 44.256 | notion-local-mcp-easymcp · ai-agents | A Windows MCP server for personal Notion Agent integration, providing file read, search, and modification tools in a selected workspace, with an… | 3 stars · 1 fork | No one-command install · Source | |
| 3129 | 44.256 | zahorimcp · ai-agents | Enables coding agents to discover and save media stream profiles from any webpage by probing the page, testing profiles, and validating stream URLs. | 3 stars · 1 fork | No one-command install · Source | |
| 3130 | 44.256 | awesome-copilot-mcp-servermcp · ai-agents | Provides access to GitHub Copilot agents, prompts, instructions, skills, collections, plugins, hooks, and workflows via the Model Context Protocol. | 3 stars · 1 fork | No one-command install · Source | |
| 3131 | 44.256 | misterdevmcp · ai-agents | An autonomous, extensible LLM build orchestrator. Give it a repo and a goal; it decomposes the goal into tasks, edits code, and gates every change on… | 3 stars · 1 fork | No one-command install · Source | |
| 3132 | 44.256 | diffctxmcp · ai-agents | Selects the minimum code context an LLM needs to understand a git diff: graph-based fragment selection under a token budget, deterministic output, 30+… | 3 stars · 1 fork | No one-command install · Source | |
| 3133 | 44.256 | x402-sellermcp · ai-agents | MCP server for autonomous agents to rug-check tokens, monitor liquidity drains, and get market briefs, with pay-per-call via x402. | 3 stars · 1 fork | No one-command install · Source | |
| 3134 | 44.256 | kreportsmcp · ai-agents | Enables investors and analysts to query Korean listed companies' financial health, accounting risks, and disclosure events using DART filings… | 3 stars · 1 fork | No one-command install · Source | |
| 3135 | 44.256 | super-plumbermcp · ai-agents | MCP server for managing workflow topology graphs as pure YAML files, enabling AI agents to read, create, claim, and update task nodes with a strict… | 3 stars · 1 fork | No one-command install · Source | |
| 3136 | 44.256 | wyre-technology-superopsmcp · ai-agents | Community MCP integration for SuperOps unified PSA+RMM, enabling AI agents to access clients, tickets, and assets. | 3 stars · 1 fork | No one-command install · Source | |
| 3137 | 44.256 | agent-gatemcp · ai-agents | An MCP server that enforces fail-closed deterministic checks, independent refute-first review, and tamper-evident hash-chained receipts for AI agent… | 3 stars · 1 fork | No one-command install · Source | |
| 3138 | 44.256 | codex-mcp-2mcp · ai-agents | Bridges Claude Code and OpenAI Codex CLI for an interactive plan-execute-review workflow, enabling Claude to interview, design, and review while Codex… | 3 stars · 1 fork | No one-command install · Source | |
| 3139 | 45.986 | picoads-2mcp · ai-agents | Earn from your audience or buy ad distribution — the only agent ad network with independent delivery verification. Publishers receive 100% of the… | 2,762 installs | No commit datelisted | No one-command install · Source |
| 3140 | 46.654 | holetron-hindsight-mempalacemcp · ai-agents | Hierarchical vector memory for AI agents combining Hindsight's semantic search with MemPalace's room/hall/layer taxonomy. | 5 stars | No commit datelisted | No one-command install · Source |
| 3141 | 46.654 | ai-calendar-assistantmcp · ai-agents | Provides a set of MCP tools to manage Google Calendar events via natural language, allowing creation, querying, updating, and deletion of events… | 5 stars | No one-command install · Source | |
| 3142 | 46.654 | kevin-valerio-aflppmcp · ai-agents | Integrates with AFL++ fuzzing framework for automated security testing through workspace management, instrumented binary compilation, corpus… | 5 stars | No one-command install · Source | |
| 3143 | 46.654 | varun29ankus-mif-toolsmcp · ai-agents | Converts, validates, and inspects AI agent memories across formats including mem0, CrewAI, LangChain, and Markdown. | 5 stars | No one-command install · Source | |
| 3144 | 46.654 | mif-mcp-servermcp · ai-agents | Enables AI agents to export, import, validate, and inspect memories in the Memory Interchange Format (MIF), ensuring portability across different… | 5 stars | No one-command install · Source | |
| 3145 | 46.654 | edupilotmcp · ai-agents | A multi-agent AI tutor that delivers personalized lessons, resolves doubts with RAG, generates quizzes, and tracks progress, all accessible via MCP… | 5 stars | No one-command install · Source | |
| 3146 | 46.654 | saikodi-hive-computemcp · ai-agents | Distributed LAN compute cluster pooling idle machines for AI agent workloads. | 5 stars | No one-command install · Source | |
| 3147 | 46.654 | vueuse-mcpmcp · ai-agents | MCP server that gives AI coding agents instant access to VueUse documentation — search composables, read docs, and get suggestions. | 5 stars | No one-command install · Source | |
| 3148 | 46.654 | visuals-mcp-servermcp · ai-agents | An MCP server that provides interactive visualizations including tables, charts, image previews, master-detail views, tree views, and customizable… | 5 stars | No one-command install · Source | |
| 3149 | 46.654 | nodiom-mcpmcp · ai-agents | Enables AI agents to read, write, append, and delete content in Markdown files using structural selectors, without regex or string hacking. | 5 stars | No one-command install · Source | |
| 3150 | 46.654 | agentic-storemcp · ai-agents | Open-source AI agent toolkit providing code analysis, security scanning, web search, and persistent memory tools. | 5 stars | No one-command install · Source | |
| 3151 | 46.654 | prompt-refinery-mcp-servermcp · ai-agents | Retrieval-grounded prompt refinement engine that repairs and polishes prompts via a single LLM call, exposing a refine_prompt tool for integration… | 5 stars | No one-command install · Source | |
| 3152 | 46.654 | ros-claw-unitree-mujocomcp · ai-agents | Simulates and controls Unitree robots through MuJoCo physics for LLM-driven robot development. | 5 stars | No one-command install · Source | |
| 3153 | 46.654 | konduktmcp · ai-agents | A developer toolkit for MCP servers that enables testing, validation, debugging, and scaffolding, and can be used as an MCP server for AI agents. | 5 stars | No one-command install · Source | |
| 3154 | 46.654 | m-pineapple-seashellmcp · ai-agents | Swift MCP server bridging Claude Desktop, Wave Terminal, and Claude Code with cross-session continuity, project-based session resumption, and… | 5 stars | No one-command install · Source | |
| 3155 | 46.654 | opentoolmcp · ai-agents | OpenTool is an MCP server that provides AI agents with secure, authenticated access to a wide range of tools (GitHub, Notion, Slack, etc.) through a… | 5 stars | No one-command install · Source | |
| 3156 | 46.654 | indexa-capital-mcp-servermcp · ai-agents | A read-only MCP server that enables Claude to monitor Indexa Capital investments, providing tools to query portfolio summary, account details… | 5 stars | No one-command install · Source | |
| 3157 | 46.654 | cicoub13-scribemcp · ai-agents | Route bulk file operations and documentation generation from Claude to cheaper OpenAI-compatible LLMs, reducing token costs by 60–90% on routine… | 5 stars | No one-command install · Source | |
| 3158 | 46.654 | gh-octid-io-osmpmcp · ai-agents | Encodes agentic AI instructions for low-bandwidth and offline channels with 60% compression and inference-free decoding. | 5 stars | No one-command install · Source | |
| 3159 | 46.654 | gh-shangri-la-0428-throngletsmcp · ai-agents | P2P shared memory substrate for AI agents enabling stigmergic knowledge networks. | 5 stars | No one-command install · Source | |
| 3160 | 46.654 | agent-history-mcpmcp · ai-agents | Local memory search for Codex and Claude Code conversations. It keeps history on your machine, builds a local graph index, and returns compact… | 5 stars | No one-command install · Source | |
| 3161 | 46.654 | jwrede-llmprobemcp · ai-agents | Synthetic monitoring for LLM inference endpoints. Measure TTFT, latency, throughput, and errors across OpenAI, Anthropic, Google, Azure, Bedrock, and… | 5 stars | No one-command install · Source | |
| 3162 | 46.654 | agentestmcp · ai-agents | AI-driven mobile app testing via MCP, enabling AI coding agents to test Android apps without test frameworks or testIDs. | 5 stars | No one-command install · Source | |
| 3163 | 46.654 | claynsn-agent-discovery-mcpmcp · ai-agents | Minimal MCP server (~250 lines TS) for ERC-8004 agent discovery + x402 payment. Three tools: `find_agents_by_skill` (via 8004scan public API)… | 5 stars | No one-command install · Source | |
| 3164 | 46.654 | vibe-testingmcp · ai-agents | Code-aware browser testing agent — reads your codebase, understands functionality, tests every element, reports with screenshots. Works as MCP server… | 5 stars | No one-command install · Source | |
| 3165 | 46.654 | reponovamcp · ai-agents | RepoNova is an MCP server that builds a persistent knowledge graph of your codebase, enabling AI agents to query code structure, dependencies, and… | 5 stars | No one-command install · Source | |
| 3166 | 46.654 | vrtxomega-omega-brain-mcpmcp · ai-agents | Omega Brain MCP Server. Hardened AI execution pipeline prioritizing NAEF logic constraints over narrative LLM hallucination. 15 VERITAS Build Gates… | 5 stars | No one-command install · Source | |
| 3167 | 46.654 | chromanchemcp · ai-agents | Lets any MCP-capable coding agent drive your real, logged-in Chrome through a local MCP server and MV3 extension. | 5 stars | No one-command install · Source | |
| 3168 | 46.654 | kickbacks-mcp-servermcp · ai-agents | MCP server for Kickbacks.ai that pays developers ad revenue from AI coding agent spinners. Provides tools to check balance, earnings, status, ad… | 5 stars | No one-command install · Source | |
| 3169 | 46.654 | clck0622-c2cmcp · ai-agents | LAN-based Claude Code agent collaboration via mDNS discovery and WebSocket messaging. | 5 stars | No one-command install · Source | |
| 3170 | 46.654 | ableton-mindmcp · ai-agents | MCP server for Ableton Live that exposes the Live Object Model to LLMs, enabling natural language control of music production. | 5 stars | No one-command install · Source | |
| 3171 | 46.654 | nova3d-mcpmcp · ai-agents | Enables AI agents to generate structured, part-aware 3D assets with named parts and real joints, allowing separate editing and integration into game… | 5 stars | No one-command install · Source | |
| 3172 | 46.654 | baltamatica-mcpmcp · ai-agents | Enables AI agents to interact with the Baltamatica scientific computing kernel, executing code, managing variables, and running scripts while… | 5 stars | No one-command install · Source | |
| 3173 | 46.654 | vidmcpmcp · ai-agents | MCP server for video editing with text-prompt subject segmentation and compositing effects behind subjects. Enables agent-driven video creation and… | 5 stars | No one-command install · Source | |
| 3174 | 46.654 | mcp-boundarymcp · ai-agents | Wraps your existing MCP servers and checks each tool call against policy and live state before it runs. Allow, block, or require a refresh, with a… | 5 stars | No one-command install · Source | |
| 3175 | 46.654 | matlab-mcp-hansur94mcp · ai-agents | MCP server connecting AI agents to MATLAB for code execution, async job management, and interactive visualization. | 5 stars | No one-command install · Source | |
| 3176 | 46.654 | eigen-plc-mcpmcp · ai-agents | An open-source MCP server for industrial automation that generates, debugs, and validates PLC code for Siemens S7-1200, serving as a free and… | 5 stars | No one-command install · Source | |
| 3177 | 46.654 | latentcontext-mcp-servermcp · ai-agents | A session-scoped memory layer for LLMs that enables AI assistants to explicitly store and retrieve notes, decisions, and context within a single… | 5 stars | No one-command install · Source | |
| 3178 | 46.654 | tokenripmcp · ai-agents | Collaboration layer for AI agents enabling asset publishing, agent-to-agent messaging, thread management, and cross-company workflows. | 5 stars | No one-command install · Source | |
| 3179 | 46.654 | mcp-rubber-duckmcp · ai-agents | An MCP server that bridges multiple LLMs (OpenAI-compatible APIs and CLI coding agents) for collaborative debugging and diverse AI perspectives. | 5 stars | No one-command install · Source | |
| 3180 | 46.654 | malskannermcp · ai-agents | MCP server to scan a repository for hidden prompt injection payloads and return a REFUSE/WARN/OK verdict, allowing AI agents to gate their own trust. | 5 stars | No one-command install · Source | |
| 3181 | 46.654 | reuse-before-generatemcp · ai-agents | Stop your AI agent from rebuilding what already exists. MCP server that checks GitHub, npm and Python repos for maintained alternatives before you… | 5 stars | No one-command install · Source | |
| 3182 | 46.654 | diffgatemcp · ai-agents | Diffgate MCP server acts as a code review engine, enabling AI coding agents to analyze and validate code diffs before application. It enhances AI… | 5 stars | No one-command install · Source | |
| 3183 | 46.654 | standardgraphmcp · ai-agents | Maps educational standards across 310 curriculum systems in 50+ countries, enabling cross-border curriculum alignment through Claude. | 5 stars | No one-command install · Source | |
| 3184 | 46.654 | miikiyoshi-tmux-injectormcp · ai-agents | MCP server enabling AI agents to execute commands in live tmux panes with shell, Python REPL, and TCL interpreter support. | 5 stars | No one-command install · Source | |
| 3185 | 46.654 | herderpmcp · ai-agents | Wraps the herdr CLI to provide curated tools and session necromancy, allowing revival of previous Claude Code agent sessions from herdr spaces. | 5 stars | No one-command install · Source | |
| 3186 | 46.654 | agent-quality-ossmcp · ai-agents | An MCP server that provides 46 tools for construction quality management, enabling users to generate and review documents like ITP, NCR, and test… | 5 stars | No one-command install · Source | |
| 3187 | 46.654 | ironcalc-mcpmcp · ai-agents | Enables AI agents to directly create, read, edit, and save Excel (.xlsx) spreadsheets using natural language through the Model Context Protocol… | 5 stars | No one-command install · Source | |
| 3188 | 46.654 | waikaymcp · ai-agents | MCP server for the Waikay brand visibility API, tracking brand mentions across ChatGPT, Claude, Gemini, and Perplexity with competitive analysis. | 5 stars | No one-command install · Source | |
| 3189 | 46.654 | tickerdbmcp · ai-agents | Pre-computed market data for AI agents that improves reasoning and reduces token usage. | 5 stars | No one-command install · Source | |
| 3190 | 46.654 | dsh-cowork-mcpmcp · ai-agents | An MCP server that gives any agent read/write access to office documents and Jupyter notebooks, with stable cell and shape addresses, bounded windows… | 5 stars | No one-command install · Source | |
| 3191 | 46.654 | optifeed-radarmcp · ai-agents | Open-source CLI + MCP server that asks real AI engines (ChatGPT, Claude, Gemini, Perplexity) real buyer questions and scores whether a brand or its… | 5 stars | No one-command install · Source | |
| 3192 | 46.654 | serenedashmcp · ai-agents | Exposes SereneDB server state as read-only MCP tools (status, storage, memory, activity, threads, profile, callgraph, host, config, and optional… | 5 stars | No one-command install · Source | |
| 3193 | 46.654 | fiscmcp · ai-agents | An open-source MCP server that enables AI agents to read, populate, and manage tax returns in Canadian professional tax software like Taxprep and DT… | 5 stars | No one-command install · Source | |
| 3194 | 46.654 | carrymemmcp · ai-agents | Your portable AI memory layer. Classify, store, and recall what matters across models, tools, and devices. | 5 stars | No one-command install · Source | |
| 3195 | 46.654 | dl4rce-flaiwheelmcp · ai-agents | Self-hosted memory and governance layer for AI coding agents. 28 MCP tools with structured knowledge capture, hybrid search (semantic + BM25 +… | 5 stars | No one-command install · Source | |
| 3196 | 46.654 | wiffmcp · ai-agents | Harness-agnostic MCP server for orchestrating deterministic, resumable multi-agent workflows. It lets you start, watch, resume, and cancel agent runs… | 5 stars | No one-command install · Source | |
| 3197 | 46.654 | wopeemcp · ai-agents | Dispatch autonomous testing agents, generate test cases, and manage test suites for web applications. | 5 stars | No one-command install · Source | |
| 3198 | 46.654 | local-repo-mcpmcp · ai-agents | Secure agent coding runtime for local Git repos with policy enforcement, RBAC, sessions, approval workflow, and sandboxed writes, optionally… | 5 stars | No one-command install · Source | |
| 3199 | 46.654 | tailscale-rmcpmcp · ai-agents | MCP server and CLI for Tailscale that lets agents inspect and manage tailnet devices, routes, users, keys, DNS, and ACL policy over stdio or… | 5 stars | No one-command install · Source | |
| 3200 | 46.654 | airbnb-mcp-servermcp · ai-agents | A hosted MCP server that lets Claude, Cursor, Windsurf, and other clients search Airbnb stays by location and dates, and read full listing details as… | 5 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.