Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4001 | 82.684 | superbased-observermcp · ai-agents | Local MCP server that lets your AI coding agent query its own cross-tool project history - file/command freshness, past test failures, cost & token… | 40 stars · 6 forks | No one-command install · Source | |
| 4002 | 82.668 | ai-mocksworkflow · ai-agents | Mock HTTP/SSE and LLM servers, inspired by wiremock, with response streaming and SSE | 52 stars · 4 forks | No one-command install · Source | |
| 4002 | 82.668 | codex-mcp-gomcp · ai-agents | Wraps OpenAI's Codex CLI as an MCP server, enabling AI clients like KiloCode, Roo Code, and Cline to leverage Codex for code generation, debugging… | 52 stars · 4 forks | No one-command install · Source | |
| 4004 | 82.657 | composer-trade-mcpmcp · observability | Enables MCP-enabled LLMs to create, backtest, and trade automated investing strategies (symphonies) on Composer, with tools for monitoring performance… | 2 stars · 45 forks | No one-command install · Source | |
| 4005 | 82.644 | chronos-mcpmcp · back-end | A comprehensive MCP server for CalDAV calendar management, supporting multi-account CRUD operations, recurring events, tasks, journals, and advanced… | 29 stars · 11 forks | No one-command install · Source | |
| 4006 | 82.643 | simplemindedbot-mnemexmcp · ai-agents | Human-like temporal memory for AI assistants that naturally fades over time unless reinforced through use, mimicking the Ebbinghaus forgetting curve | 36 stars · 7 forks | No one-command install · Source | |
| 4006 | 82.643 | marketplaces-mcp-rumcp · back-end | AI-доступ к кабинетам Wildberries и Ozon через MCP-сервера над Seller API. Обеспечивает 793 метода для управления продажами, остатками, ценами… | 36 stars · 7 forks | No one-command install · Source | |
| 4006 | 82.643 | 1c-platform-tools-mcpmcp · databasealso listed as yellow-hammer-1c-platform | Enables AI agents to interact with 1C: Enterprise development environment, including running tests, managing launch profiles, building configurations… | 36 stars · 7 forks | No one-command install · Source | |
| 4006 | 82.643 | quasi-common-lisp-replmcp · other | Provides persistent Common Lisp REPL environment with comprehensive error handling, session state management, and Quicklisp system loading. | 36 stars · 7 forks | No one-command install · Source | |
| 4006 | 82.643 | respawn-app-tool-filtermcp · back-end | Proxy server that filters tools from upstream MCP servers using configurable regex patterns to control which tools are exposed to clients. | 36 stars · 7 forks | No one-command install · Source | |
| 4006 | 82.643 | israeli-bank-scrapersmcp · browser | Connects to Israeli banking data for secure access to transactions from all major Israeli banks and credit card companies, enabling financial analysis… | 36 stars · 7 forks | No one-command install · Source | |
| 4006 | 82.643 | octoeverywhere-templatemcp · back-end | Minimal project template providing Apache License 2.0 licensing framework for open-source MCP implementations without functional code or server… | 36 stars · 7 forks | No one-command install · Source | |
| 4006 | 82.643 | acp-to-mcp-adaptermcp · ai-agentsalso listed as i-am-bee-acp-mcp | Bridges Agent Communication Protocol (ACP) agents with Model Context Protocol (MCP) applications, allowing MCP clients such as Claude Desktop to… | 36 stars · 7 forks | No one-command install · Source | |
| 4006 | 82.643 | hyeongjun-dev-metabasemcp · database | Connects to Metabase analytics platforms to enable conversational access to business intelligence data through tools for listing dashboards, executing… | 36 stars · 7 forks | No one-command install · Source | |
| 4006 | 82.643 | descope-authenticationmcp · auth | Integrates with Descope's authentication platform to enable natural language-driven user management, authentication flows, and access control… | 36 stars · 7 forks | No one-command install · Source | |
| 4018 | 82.633 | tatumio-blockchainmcp · devops | Integrates with Tatum's blockchain infrastructure to provide multi-chain data access across 130+ networks including Bitcoin, Ethereum, Polygon, and… | 15 stars · 15 forks | No one-command install · Source | |
| 4019 | 82.631 | pocketbase-mcp-servermcp · back-end | Enables AI assistants and MCP clients to interact with PocketBase databases for authentication, data management, and administrative operations. | 65 stars · 3 forks | No one-command install · Source | |
| 4020 | 82.629 | yunaga224-obsidian-memorymcp · ai-agents | Stores conversation memories as Obsidian-compatible Markdown files with YAML frontmatter and [[link]] syntax, enabling knowledge graph visualization… | 30 stars · 10 forks | No one-command install · Source | |
| 4020 | 82.629 | buildmcp · back-end | Integrates with build and deployment systems through HTTP-based APIs to enable CI/CD operations, pipeline management, and automated deployment… | 30 stars · 10 forks | No one-command install · Source | |
| 4020 | 82.629 | super-i-tech-plexusmcp · auth | Multi-tenant OAuth framework that provides secure user authentication, encrypted API key management, and tenant-scoped tool access controls for… | 30 stars · 10 forks | No one-command install · Source | |
| 4023 | 82.626 | currents-test-resultsmcp · devops | Provides a bridge to Currents test results platform, enabling AI to analyze failing tests, optimize test suites, and troubleshoot CI/CD pipeline… | 20 stars · 14 forks | No one-command install · Source | |
| 4023 | 82.626 | rlopez133-ansible-automation-platformmcp · other | Integrates with Ansible Automation Platform, OpenShift, and Event-Driven Ansible to enable advanced automation workflows, inventory management, and… | 20 stars · 14 forks | No one-command install · Source | |
| 4025 | 82.586 | edubasemcp · other | Integrates AI assistants with the EduBase e-learning platform for quiz and exam management. | 28 stars · 12 forks | No one-command install · Source | |
| 4025 | 82.586 | finq4cn-mcp-servermcp · back-end | Provides free, open-source access to China A-share financial data for quantitative analysis, including stock metrics, news, and backtesting. | 28 stars · 12 forks | No one-command install · Source | |
| 4025 | 82.586 | lupuletic-onyx-knowledge-basemcp · search | Bridges Onyx knowledge bases with semantic search and chat capabilities, enabling teams to access organizational knowledge through RAG-powered… | 28 stars · 12 forks | No one-command install · Source | |
| 4028 | 82.583 | capetlevrai-clipboard-visionmcp · other | Clipboard image analysis and OCR for text-only AI models using Groq Llama-4 Scout vision. | 44 stars · 5 forks | No one-command install · Source | |
| 4029 | 82.575 | kyros-aimemory · ai-agents | Use when the agent's memory needs to resolve its own contradictions and forget on a schedule. | 96 stars · 2 forks | No one-command install · Source | |
| 4030 | 82.570 | vouch-protocol-vouchidentity · auth | Use when agents acting in the world need identities that can be vouched for and held accountable afterwards. | 27 stars · 13 forks | No one-command install · Source | |
| 4030 | 82.570 | gh-akougkas-zulipchatmcp · observability | Connect AI to Zulip with 60+ tools for messaging, streams, events, and analytics. | 27 stars · 13 forks | No one-command install · Source | |
| 4030 | 82.570 | exoticknight-file-mergermcp · other | Merge multiple files into one. | 27 stars · 13 forks | No one-command install · Source | |
| 4030 | 82.570 | jonnoc-coderagmcp · database | Parses TypeScript, JavaScript, Java, and Python codebases into a Neo4J graph database to extract code entities, relationships, and metadata, enabling… | 27 stars · 13 forks | No one-command install · Source | |
| 4034 | 82.541 | pr-agent-mentoringcli · ai-agents | Pull request agent for code reviews and mentoring | 4 stars · 26 forks | No one-command install · Source | |
| 4035 | 82.525 | marlinjai-emailmcp · commsalso listed as marlinjai-email-mcp | Send emails via SMTP with attachment support and HTML formatting. | 19 stars · 14 forks | No one-command install · Source | |
| 4035 | 82.525 | growi-mcp-servermcp · searchalso listed as growilabs-growi-mcp-server | Connects AI models to GROWI wikis for search and retrieval, enabling context-aware responses from an organization's knowledge base. | 19 stars · 14 forks | No one-command install · Source | |
| 4035 | 82.525 | v4lheru-trellomcp · back-end | Provides a bridge to Trello for creating and managing boards, lists, cards, labels, members, and checklists through TypeScript-based service handlers… | 19 stars · 14 forks | No one-command install · Source | |
| 4040 | 82.523 | tiacommander-mcpmcp · back-end | MCP server that connects AI assistants to Siemens TIA Portal via the Openness API. AI-assisted PLC programming, project management, hardware… | 39 stars · 6 forks | No one-command install · Source | |
| 4040 | 82.523 | seldonframemcp · comms | Open-source agency CRM platform with MCP-native client management, booking, intake forms, and AI chatbots. | 39 stars · 6 forks | No one-command install · Source | |
| 4040 | 82.523 | gemini-superclaude-mcp-servermcp · ai-agents | Enhances Gemini CLI with SuperClaude Framework v4.0.9, providing 22 specialized commands, 14 domain-expert agents, and integration with 6 MCP servers… | 39 stars · 6 forks | No one-command install · Source | |
| 4040 | 82.523 | bsmi021-file-contextmcp · search | Provides advanced file system access and code analysis capabilities, enabling efficient reading, searching, and analysis of large codebases for… | 39 stars · 6 forks | No one-command install · Source | |
| 4044 | 82.517 | drhalto-agentmakomcp · ai-agents | Local-first codebase intelligence MCP server for AI coding agents with structured project context discovery. | 51 stars · 4 forks | No one-command install · Source | |
| 4044 | 82.517 | mcp-sdd-servermcp · ai-agents | An MCP server implementing Spec-Driven Development workflows for AI-agent CLIs and IDEs like Claude Code and Cursor, enabling spec-first development… | 51 stars · 4 forks | No one-command install · Source | |
| 4044 | 82.517 | gh-assafkip-huntkitmcp · back-end | OSINT investigation toolkit providing two MCP servers for infrastructure reconnaissance and threat intelligence lookups, covering WHOIS, DNS, Wayback… | 51 stars · 4 forks | No one-command install · Source | |
| 4044 | 82.517 | gepa-mcp-servermcp · back-end | Implements the Genetic-Evolutionary Prompt Architecture for automatic prompt optimization, providing tools to optimize, quickly improve, and… | 51 stars · 4 forks | No one-command install · Source | |
| 4048 | 82.513 | kestra-workflow-orchestrationmcp · ai-agents | Integrates with Kestra workflow orchestration platform to enable natural language control of data pipelines, execution management, namespace… | 33 stars · 8 forks | No one-command install · Source | |
| 4048 | 82.513 | gh-iseppo-e-arveldajamcp · back-end | Interfaces with Estonian RIK e-Financials accounting API. | 33 stars · 8 forks | No one-command install · Source | |
| 4048 | 82.513 | ticktick-mcp-enhancedmcp · auth | 基于滴答清单官方API的本地MCP服务，通过自然语言管理待办事项、创建和查询任务，支持OAuth认证和高级筛选。 | 33 stars · 8 forks | No one-command install · Source | |
| 4048 | 82.513 | f-prompts-chatmcp · back-end | Proxy server that forwards requests to the prompts.chat API, providing access to a curated collection of prompts with search and filtering… | 33 stars · 8 forks | No one-command install · Source | |
| 4048 | 82.513 | cfm-tips-aws-cost-optimizationmcp · devops | Integrates with AWS Cost Explorer, Compute Optimizer, and CloudWatch to analyze EC2, EBS, RDS, and Lambda resources for cost optimization… | 33 stars · 8 forks | No one-command install · Source | |
| 4048 | 82.513 | abhishekbhakat-airflowmcp · ai-agents | Bridges Claude with Apache Airflow, enabling direct interaction with workflow orchestration through read-only or full-access modes for listing… | 33 stars · 8 forks | No one-command install · Source | |
| 4054 | 82.487 | dayoooun-hwpx-editormcp · back-end | Enables comprehensive editing and manipulation of HWPX and HWP Korean word processing documents with 76 specialized tools covering text operations… | 31 stars · 9 forks | No one-command install · Source | |
| 4054 | 82.487 | apple-store-connect-mcp-servermcp · back-endalso listed as ryaker-appstore-connect | Enables management of iOS/macOS apps, TestFlight builds, app metadata, analytics, and more through natural language interactions with Apple Store… | 31 stars · 9 forks | No one-command install · Source | |
| 4054 | 82.487 | houtini-geminimcp · search | Professional integration with Google's Gemini AI models featuring Google Search grounding and deep research capabilities | 31 stars · 9 forks | No one-command install · Source | |
| 4054 | 82.487 | pancake-pos-mcpmcp · back-end | Enables AI assistants to manage Vietnamese e-commerce POS operations including orders, products, customers, inventory, supply chain, sales, CRM, and… | 31 stars · 9 forks | No one-command install · Source | |
| 4054 | 82.487 | figma-contextmcp · front-end | Bridges AI systems with Figma design platform, transforming complex API responses into structured design information for easier understanding of… | 31 stars · 9 forks | No one-command install · Source | |
| 4054 | 82.487 | longevity-genie-gget-mcpmcp · back-end | MCP server providing a powerful bioinformatics toolkit for genomics queries and analysis, wrapping the popular `gget` library. | 31 stars · 9 forks | No one-command install · Source | |
| 4054 | 82.487 | sarthaksiddha-wiresharkmcp · other | Extracts, structures, and transmits network packet data from Wireshark for security analysis, anomaly detection, and network troubleshooting without… | 31 stars · 9 forks | No one-command install · Source | |
| 4062 | 82.444 | localstackmcp · other | Provides tools to manage your LocalStack container and other assorted related tasks, to simplify local cloud development and testing. | 26 stars · 13 forks | No one-command install · Source | |
| 4062 | 82.444 | mikechao-balldontlie-mcpmcp · back-end | MCP server that integrates balldontlie api to provide information about players, teams and games for the NBA, NFL and MLB | 26 stars · 13 forks | No one-command install · Source | |
| 4062 | 82.444 | siva010928-multi-chatmcp · auth | Integrates with Google Chat API to send messages, search conversations, manage spaces, and retrieve user information with OAuth 2.0 authentication… | 26 stars · 13 forks | No one-command install · Source | |
| 4062 | 82.444 | sichang-terminalmcp · back-end | Provides a cross-platform terminal control server that executes shell commands and retrieves terminal information, with specialized support for macOS… | 26 stars · 13 forks | No one-command install · Source | |
| 4066 | 82.442 | gh-n24q02m-better-godotmcp · other | Composite tools for Godot Engine development with scene control, GDScript, and shader support. | 35 stars · 7 forks | No one-command install · Source | |
| 4066 | 82.442 | ryanjoachim-rtfmmcp · search | Transforms unstructured documentation into an intelligent, searchable knowledge base. | 35 stars · 7 forks | No one-command install · Source | |
| 4066 | 82.442 | wireshark-network-analysismcp · other | Integrates with Wireshark's tshark tool to capture and analyze network packets with configurable filters, SSL decryption support, and multiple output… | 35 stars · 7 forks | No one-command install · Source | |
| 4066 | 82.442 | prompt-template-server-gomcp · back-end | Lightweight Go server that loads and serves YAML-formatted prompt templates from a file system for easy organization and management of standardized… | 35 stars · 7 forks | No one-command install · Source | |
| 4070 | 82.430 | tldvmcp · other | Interact with your meeting data (to list, ask, summarize, extract - virtually anything about your meetings) across Zoom, Google Meet and MS Teams via… | 14 stars · 15 forks | No one-command install · Source | |
| 4071 | 82.410 | bigquery-mcp-server-2mcp · ai-agents | An MCP server for BigQuery that lets Claude answer questions about your search and analytics data, providing real analysis with verdicts and… | 43 stars · 5 forks | No one-command install · Source | |
| 4071 | 82.410 | vitalyrodnenko-omnifocusmcp · comms | Gives AI assistants full control over OmniFocus on macOS with 45 tools covering tasks, projects, tags, folders, perspectives, forecast, notifications… | 43 stars · 5 forks | No one-command install · Source | |
| 4071 | 82.410 | chenningling-xiaohongshu-search-commentmcp · search | Enables AI to search and analyze content from Xiaohongshu (Little Red Book) social media platform through web scraping, providing access to comments… | 43 stars · 5 forks | No one-command install · Source | |
| 4074 | 82.405 | ramlyburger-gpt-image-2mcp · back-end | Generate images via OpenAI API or ChatGPT web automation with selectable backends. | 92 stars · 2 forks | No one-command install · Source | |
| 4075 | 82.380 | mcp-boilerplatemcp · back-end | A boilerplate for deploying a remote MCP server on Google Cloud with authentication, enabling experimentation with MCP tools. | 8 stars · 18 forks | No one-command install · Source | |
| 4076 | 82.378 | meal-inc-bonnard-climcp · devops | Ultra-fast to deploy agentic-first MCP-ready semantic layer. Let your data be like water. | 50 stars · 4 forks | No one-command install · Source | |
| 4077 | 82.370 | freescout-mcp-servermcp · back-endalso listed as verygoodplugins-freescout | Manages FreeScout helpdesk tickets by fetching, analyzing, and updating tickets, drafting replies, and searching with advanced filters via the Model… | 25 stars · 13 forks | No one-command install · Source | |
| 4077 | 82.370 | eu-regulationsmcp · other | Query 61 EU regulations (GDPR, NIS2, DORA, AI Act +57) via Ansvar Gateway. 50 free queries/day. | 25 stars · 13 forks | No one-command install · Source | |
| 4077 | 82.370 | alaturqua-trinomcp · database | Connects AI systems to Trino/Iceberg databases for SQL execution, data exploration, and table optimization with seamless connection management and… | 25 stars · 13 forks | No one-command install · Source | |
| 4077 | 82.370 | perplexity-mcp-servermcp · back-end | An MCP server that enables AI agents to perform search-augmented queries and deep multi-source research using the Perplexity API. | 25 stars · 13 forks | No one-command install · Source | |
| 4082 | 82.363 | vanderheijden86-moneybirdmcp · payments | Bridges Moneybird accounting software with natural language interaction, enabling users to manage contacts, invoices, financial accounts, products… | 28 stars · 11 forks | No one-command install · Source | |
| 4082 | 82.363 | weidwonder-terminalmcp · back-end | Enables AI systems to execute terminal commands in local or remote environments through a TypeScript-based server supporting both standard I/O and SSE… | 28 stars · 11 forks | No one-command install · Source | |
| 4082 | 82.363 | pinescript-mcp-documentation-servermcp · back-end | AI-optimized MCP server for PineScript v6 development, providing comprehensive documentation access, style guide adherence, and code review… | 28 stars · 11 forks | No one-command install · Source | |
| 4082 | 82.363 | alexcong-gemini-deepsearchmcp · back-end | Performs automated multi-step web research using Google Search API and Gemini models to generate diverse search queries, conduct parallel searches… | 28 stars · 11 forks | No one-command install · Source | |
| 4082 | 82.363 | joeblockchain-jina-aimcp · search | Integrates with Jina AI's web services to enable web content extraction, search, and fact-checking through natural language interactions. | 28 stars · 11 forks | No one-command install · Source | |
| 4087 | 82.347 | shimayuz-note-commcp · observability | Integrates with note.com Japanese blogging platform for article search, user profiles, and engagement analytics | 29 stars · 10 forks | No one-command install · Source | |
| 4087 | 82.347 | lingfan-tdxquantmcp · other | MCP wrapper for TdxQuant providing Chinese stock market data and trading via the 通达信 platform. | 29 stars · 10 forks | No one-command install · Source | |
| 4087 | 82.347 | kevinwatt-webhookmcp · comms | Enables sending customizable messages to external webhook endpoints, facilitating automated notifications and workflow integrations. | 29 stars · 10 forks | No one-command install · Source | |
| 4087 | 82.347 | jeannier-homebrewmcp · search | Exposes Homebrew package management commands as individual tools for installing, uninstalling, searching, upgrading, and maintaining macOS development… | 29 stars · 10 forks | No one-command install · Source | |
| 4087 | 82.347 | marketplaceadpros-amazon-adsmcp · other | Integrates with MarketplaceAdPros' Amazon Advertising platform to access Sponsored Products, Sponsored Brands, and Sponsored Display campaign data, ad… | 29 stars · 10 forks | No one-command install · Source | |
| 4087 | 82.347 | ogoldberg-gemini-contextmcp · back-end | Provides persistent conversation history, semantic search, and API-level caching for Gemini models to optimize token usage and reduce costs. | 29 stars · 10 forks | No one-command install · Source | |
| 4087 | 82.347 | psiace-nebulagraphmcp · back-end | Provides a lightweight server for seamless access to NebulaGraph 3.x graph databases, enabling graph schema exploration, query execution, and advanced… | 29 stars · 10 forks | No one-command install · Source | |
| 4094 | 82.345 | cluic-wxauto-wechat-desktopmcp · observability | Automates WeChat desktop application on Windows for messaging, contact management, file transfers, friend requests, and session monitoring through the… | 27 stars · 12 forks | No one-command install · Source | |
| 4094 | 82.345 | syucream-lightdashmcp · observability | Integrates with Lightdash to enable automated reporting, data exploration, and analytics-driven decision making. | 27 stars · 12 forks | No one-command install · Source | |
| 4096 | 82.341 | fgui-agent-bridgemcp · back-end | MCP server that enables AI agents to operate FairyGUI Editor through structured tools, using a local JSON file queue and the editor plugin to invoke… | 38 stars · 6 forks | No one-command install · Source | |
| 4096 | 82.341 | codex-agent-memmcp · ai-agents | Portable, auditable, local-first MCP memory for MCP-compatible AI agents and coding workflows. It keeps durable project memory outside the model… | 38 stars · 6 forks | No one-command install · Source | |
| 4096 | 82.341 | yikakia-godocmcp · search | Enables Go developers to search for and retrieve detailed documentation from pkg.go.dev, including package information, constants, types, functions… | 38 stars · 6 forks | No one-command install · Source | |
| 4099 | 82.324 | oura-mcp-servermcp · back-end | Enables AI assistants to access your Oura Ring health data through OAuth2-authenticated API calls. | 9 stars · 17 forks | No one-command install · Source | |
| 4100 | 82.289 | yindia-rootcause-kubernetesmcp · devops | Manages Kubernetes resources and identifies root causes of failures through interoperable toolchains for K8s, Linkerd, Istio, Karpenter, Helm, and… | 42 stars · 5 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.