Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 901 | 94.6698 | adamwattis-routermcp · back-end | Aggregates multiple MCP resource servers into a unified proxy, enabling centralized access, request routing, and response aggregation. | 203 stars · 44 forks | No one-command install · Source | |
| 902 | 94.6686 | osint-tools-mcp-servermcp · ai-agents | A comprehensive MCP server that exposes multiple OSINT tools to AI assistants like Claude, enabling sophisticated reconnaissance and information… | 237 stars · 32 forks | No one-command install · Source | |
| 903 | 94.6641 | kooshi-sharptoolsmcp · github-vcs | Provides Roslyn-powered C# codebase analysis and modification with surgical member additions, fuzzy FQN matching, source resolution from multiple… | 222 stars · 36 forks | No one-command install · Source | |
| 904 | 94.6577 | smart-treemcp · other | Rust-based directory visualization and analysis tool that provides quantum compression, semantic analysis, and streaming modes with over 20… | 265 stars · 27 forks | No one-command install · Source | |
| 905 | 94.6507 | g0t4-system-commandsmcp · other | Execute system commands and scripts on the host machine. | 233 stars · 33 forks | No one-command install · Source | |
| 906 | 94.6370 | monkeymcpmcp · back-end | This MCP server provides tools to retrieve monkey data and generate unique simulated journeys with species-specific activities and health statistics… | 123 stars · 67 forks | No one-command install · Source | |
| 907 | 94.6318 | mahdin75-gis-operationsmcp · other | Integrates with geospatial libraries to perform geometric transformations, coordinate system conversions, and spatial analyses using WKT geometry… | 190 stars · 51 forks | No one-command install · Source | |
| 908 | 94.6301 | abhigyan-shekhar-waggle-mcpmcp · database | Persistent graph memory for AI agents. Drop a conversation turn in via `observe_conversation()` and facts are auto-extracted, stored as typed graph… | 39 stars · 138 forks | No one-command install · Source | |
| 909 | 94.6257 | blender-mcp-vxaimcp · front-end | Enables natural language control of Blender 3D through MCP clients, allowing creation, modification, and manipulation of 3D models, animations, and… | 299 stars · 23 forks | No one-command install · Source | |
| 910 | 94.6223 | restlessronin-llm-contextmcp · back-end | Streamlines code context sharing with LLMs by implementing smart file selection, code outlining, and multi-language support for efficient code reviews… | 306 stars · 22 forks | No one-command install · Source | |
| 911 | 94.6167 | tumf-mcp-shell-servermcp · back-end | Execute whitelisted shell commands on the host system via asyncio. | 191 stars · 49 forks | No one-command install · Source | |
| 912 | 94.6119 | pwno-mcpmcp · ai-agents | A stateful debugging and binary research system for LLM agents, integrating GDB + pwndbg with MCP for deterministic exploit workflows and… | 280 stars · 25 forks | No one-command install · Source | |
| 913 | 94.6097 | varun369-superlocalmemorymcp · search | Local-first AI memory with knowledge graphs and hybrid search. | 223 stars · 34 forks | No one-command install · Source | |
| 914 | 94.6040 | jfarcand-iphone-mirroirmcp · browser | Controls a real iPhone through macOS iPhone Mirroring with screenshot, tap, swipe, type, and OCR capabilities. | 227 stars · 33 forks | No one-command install · Source | |
| 915 | 94.6017 | open-browser-usemcp · back-end | MCP server for browser automation, exposing tools for tab management, navigation, CDP, action plans, and cleanup. | 257 stars · 27 forks | No one-command install · Source | |
| 916 | 94.6016 | workopia-workopia-mcpmcp · back-end | Official [Workopia](https://workopia.io) MCP server. Global job search (5M+ daily active jobs from employer career pages and ATS feeds like… | 316 stars · 21 forks | No one-command install · Source | |
| 917 | 94.6006 | strudel-live-codingmcp · browser | Provides direct control over Strudel.cc for live coding music generation through browser automation, offering 40+ tools for pattern creation, music… | 236 stars · 31 forks | No one-command install · Source | |
| 918 | 94.5980 | opikmcp · observability | Interact and analyze your Opik enviroment including traces, telemetry and metrics with natural language. | 217 stars · 35 forks · 1 mention | No one-command install · Source | |
| 919 | 94.5932 | mnemorymcp · ai-agents | Self-hosted MCP server giving AI agents persistent memory for personalization and context across conversations. | 277 stars · 25 forks | No one-command install · Source | |
| 920 | 94.5855 | railwaymcp · devops | Integrates with Railway's platform and CLI to enable deployment, service management, environment configuration, and infrastructure monitoring through… | 191 stars · 47 forks | No one-command install · Source | |
| 921 | 94.5823 | biegehydra-bifrostmcp · other | VS Code extension that exposes semantic tools like Find Usages and Rename | 224 stars · 33 forks | No one-command install · Source | |
| 922 | 94.5797 | aws-finops-mcp-servermcp · back-end | Enables natural language analysis of AWS costs, automated FinOps waste audits, and budget monitoring across multiple profiles and regions while… | 182 stars · 54 forks | No one-command install · Source | |
| 923 | 94.5694 | claude-context-localmcp · database | Provides local semantic code search using EmbeddingGemma embeddings and FAISS vector indexing with intelligent AST chunking for Python, JavaScript… | 236 stars · 30 forks | No one-command install · Source | |
| 924 | 94.5510 | lostintangent-gistpadmcp · ai-agents | Transforms GitHub Gists into a personal knowledge management system with specialized handling for daily notes, reusable prompts with frontmatter… | 208 stars · 37 forks | No one-command install · Source | |
| 925 | 94.5507 | king-of-the-grackles-redditmcp · other | Turn Reddit into structured insights with full citations | 235 stars · 30 forks | No one-command install · Source | |
| 926 | 94.5452 | agenticmail-agenticmailmcp · back-end | Real email and SMS for AI agents. Run a local mail server with disposable inboxes, send/receive real email, fetch verification codes, and drive a real… | 213 stars · 35 forks | armory install agenticmail-agenticmail --cli claude | |
| 927 | 94.5445 | lemaiwo-sap-odata-btpmcp · back-end | Integrates with SAP OData services on Business Technology Platform to enable CRUD operations on SAP business data through automatically discovered… | 130 stars · 65 forks | No one-command install · Source | |
| 928 | 94.5283 | repomappermcp · github-vcs | Generates intelligent repository maps and code navigation by analyzing source code definitions, references, and relationships using Tree-sitter… | 200 stars · 40 forks | No one-command install · Source | |
| 929 | 94.5237 | smn2gnt-salesforcemcp · other | Integrates with Salesforce to enable natural language interactions for executing queries, managing records, and automating CRM workflows. | 178 stars · 54 forks | No one-command install · Source | |
| 930 | 94.5206 | zcaceres-google-tasksmcp · back-end | Integrates with Google Tasks API to enable task management capabilities like listing, creating, and updating tasks. | 159 stars · 62 forks | No one-command install · Source | |
| 931 | 94.5115 | deepcontextmcp · ai-agents | Adds symbol-aware semantic search to coding agents like Codex CLI and Claude Code, enabling precise codebase context via natural language queries. | 276 stars · 24 forks | No one-command install · Source | |
| 932 | 94.5114 | nhevers-claude-recallmcp · database | Persistent memory system for Claude Code that automatically captures session context, stores observations in SQLite with vector search, and injects… | 253 stars · 26 forks | No one-command install · Source | |
| 933 | 94.5058 | confluentinc-confluent-cloudmcp · back-end | Enables natural language management of Kafka topics, connectors, and Flink SQL statements through Confluent Cloud REST APIs for streamlined data… | 167 stars · 61 forks | No one-command install · Source | |
| 934 | 94.4875 | qveris-agent-toolkitmcp · ai-agents | Capability routing network for AI agents to discover, inspect, and call 10,000+ real-world financial capabilities through one unified MCP protocol. | 260 stars · 25 forks | No one-command install · Source | |
| 935 | 94.4851 | rikunemcp · back-end | MCP server for reverse engineering Windows executables and related binary formats, offering static analysis, Ghidra-assisted function recovery… | 238 stars · 28 forks | No one-command install · Source | |
| 936 | 94.4829 | emilia-mcp-servermcp · back-end | The accountability layer for AI agents — a named human's signed yes before an agent does anything irreversible (payment, record change, deploy), then… | 649 stars · 13 forks | No one-command install · Source | |
| 937 | 94.4823 | fengin-image-genmcp · other | Accepts text descriptions, generates corresponding images, and offers image download and save functions. | 229 stars · 30 forks | No one-command install · Source | |
| 938 | 94.4821 | word-mcp-livemcp · other | Enables AI assistants to edit Microsoft Word documents live while they are open, with full support for tracked changes, comments, formatting, and 124… | 201 stars · 38 forks | No one-command install · Source | |
| 939 | 94.4813 | gh-saidutt46-domain-checkmcp · other | Universal domain availability checker with RDAP/WHOIS, batch checks, TLD presets, and name generation. | 309 stars · 20 forks | No one-command install · Source | |
| 940 | 94.4726 | montevive-penpotmcp · front-end | Integrates with Penpot's API to enable project browsing, file retrieval, object searching, and visual component export with automatic screenshot… | 237 stars · 28 forks | No one-command install · Source | |
| 941 | 94.4638 | yangkyeongmo-apache-airflowmcp · observability | Provides a bridge to Apache Airflow for managing and monitoring workflows through natural language, enabling DAG management, task execution, and… | 178 stars · 50 forks | No one-command install · Source | |
| 942 | 94.4598 | jlceda-mcp-servermcp · ai-agents | Enables AI coding assistants to control JLCPCB EDA for PCB automation, exposing 39 tools for component manipulation, routing, copper pour, DRC, and… | 231 stars · 29 forks | No one-command install · Source | |
| 943 | 94.4578 | io-github-oleksiijko-pmb-aimcp · database | Local-first memory for AI coding agents using SQLite, enabling persistent recall of decisions, lessons, and project context without cloud or API keys. | 278 stars · 23 forks | No one-command install · Source | |
| 944 | 94.4555 | hannesrudolph-qdrant-docs-ragmcp · search | Real-time documentation context through vector-based search and retrieval via Qdrant. | 265 stars · 24 forks | No one-command install · Source | |
| 945 | 94.4545 | open-edisonmcp · observability | Deterministic agentic data firewall that secures, monitors, and controls AI agent interactions with data and software via MCP, preventing data leaks. | 288 stars · 22 forks | No one-command install · Source | |
| 946 | 94.4497 | marianfoo-arc-1mcp · ai-agents | Connect AI agents to SAP ABAP systems for reading, writing, and managing SAP data. | 175 stars · 53 forks | No one-command install · Source | |
| 947 | 94.4487 | foundry-vttmcp · search | Connects Claude Desktop with Foundry Virtual Tabletop game sessions through Socket.IO to provide access to live character sheets, scene data… | 66 stars · 81 forks | No one-command install · Source | |
| 948 | 94.4368 | plurmcp · ai-agents | Open, local-first engram memory for AI agents: read, correct, and delete what your agent remembers. Works across Claude Code, Hermes, OpenClaw, and… | 244 stars · 26 forks | No one-command install · Source | |
| 948 | 94.4368 | ckanthony-openapi-swagger-convertermcp · back-end | Automatically converts Swagger/OpenAPI specifications into toolsets, enabling interaction with any API without additional coding through secure key… | 194 stars · 39 forks | No one-command install · Source | |
| 950 | 94.4359 | hanzi-browsemcp · ai-agents | MCP server providing browser automation for AI agents with context-aware playbooks and skills for complex websites. | 176 stars · 51 forks | No one-command install · Source | |
| 951 | 94.4343 | lawchat-oss-taiwan-legalmcp · search | Searches Taiwan judicial decisions and laws across 11,700+ statutes. | 183 stars · 45 forks | No one-command install · Source | |
| 952 | 94.4339 | paper-fetch-mcpmcp · ai-agents | MCP server that turns DOI, URL, or paper titles into structured Markdown full-text with metadata and assets, enabling AI agents to read beyond… | 239 stars · 27 forks | No one-command install · Source | |
| 953 | 94.4321 | aashari-atlassian-bitbucketmcp · back-end | Integrates with Bitbucket's REST APIs to enable repository management, pull request handling, and workspace operations with TypeScript-based error… | 162 stars · 60 forks | No one-command install · Source | |
| 954 | 94.4294 | aplaceforallmystuff-arr-media-suitemcp · observability | Unified control over Sonarr, Radarr, Lidarr, Readarr, and Prowlarr through automatic service detection with tools for library management, content… | 207 stars · 34 forks | No one-command install · Source | |
| 955 | 94.4175 | securityfortech-secops-mcpmcp · ai-agents | All-in-one security testing toolbox that brings together popular open source tools through a single MCP interface. Connected to an AI agent, it… | 208 stars · 33 forks | No one-command install · Source | |
| 956 | 94.4067 | gopeakmcp · back-end | Enables AI assistants to edit, run, inspect, and fix Godot 4 projects through an MCP server with dynamic tool groups and setup-gated capabilities. | 248 stars · 25 forks | No one-command install · Source | |
| 957 | 94.4010 | cycode-security-scannermcp · github-vcs | Integrates with Cycode's security platform to perform automated SAST, SCA, IaC, and secrets scanning on local files, Git repositories, and commit… | 100 stars · 66 forks | No one-command install · Source | |
| 958 | 94.3984 | antarikshc-perfetto-trace-analyzermcp · observability | Turn natural language into powerful Perfetto trace analysis | 217 stars · 30 forks | No one-command install · Source | |
| 959 | 94.3950 | cafetechne-antigravity-linkmcp · back-end | Control Antigravity IDE sessions via a mobile companion and MCP server. | 209 stars · 32 forks | No one-command install · Source | |
| 960 | 94.3906 | roomi-fields-notebooklmmcp · auth | Integrates with Google NotebookLM through browser automation to enable document analysis, question answering, and notebook library management with… | 171 stars · 53 forks | No one-command install · Source | |
| 961 | 94.3898 | magicuidesignmcp · front-end | Provides structured access to Magic UI's component library for generating accurate code suggestions with proper installation instructions for… | 202 stars · 35 forks | No one-command install · Source | |
| 962 | 94.3840 | containarium-cloudmcp · devops | Persistent, secure LXC sandbox environments for AI agents with native MCP support. | 289 stars · 21 forks | No one-command install · Source | |
| 963 | 94.3783 | kisaragi-mochi-stackchanmcp · back-end | Control StackChan ESP32 robot via MCP with 12 tools for head movement, photos, touch sensors, and avatar expressions. | 142 stars · 61 forks | No one-command install · Source | |
| 964 | 94.3751 | tickdb-mcpmcp · back-end | Unified real-time & historical market data API for Forex, stocks (US/HK/A-share), crypto, indices & precious metals. Tick, order book depth & K-line… | 741 stars · 12 forks | No one-command install · Source | |
| 965 | 94.3718 | henkdz-postgresqlmcp · database | Integrates with PostgreSQL databases to enable schema management, data migration, performance monitoring, and security configuration through direct… | 198 stars · 36 forks | No one-command install · Source | |
| 966 | 94.3694 | figma-fluttermcp · front-end | Converts Figma designs into Flutter widget code by extracting design elements, analyzing component structures, and generating complete project… | 244 stars · 25 forks | No one-command install · Source | |
| 967 | 94.3690 | tinyfish-agentqlmcp · ai-agents | Extracts structured data from web pages based on natural language descriptions, converting website content into JSON format without custom scraping… | 178 stars · 45 forks | No one-command install · Source | |
| 968 | 94.3651 | reza-gholizade-k8s-mcp-servermcp · back-end | /🏠 - A Kubernetes Model Context Protocol (MCP) server that provides tools for interacting with Kubernetes clusters through a standardized interface… | 181 stars · 43 forks | No one-command install · Source | |
| 969 | 94.3583 | 3dsmax-mcpmcp · ai-agents | Connect AI agents to Autodesk 3ds Max through the Model Context Protocol, enabling natural language control of scene creation, materials, modifiers… | 193 stars · 37 forks | No one-command install · Source | |
| 970 | 94.3546 | xiaojiou176-cortexpilotmcp · other | Read-only MCP for CortexPilot workflows, queue state, proof, replay, and incident summaries. | 207 stars · 32 forks | No one-command install · Source | |
| 971 | 94.3545 | victoriametrics-community-victoriametricsmcp · observability | Provides direct access to VictoriaMetrics monitoring instances for querying metrics, exploring time series data, analyzing alerting rules, and… | 225 stars · 28 forks | No one-command install · Source | |
| 972 | 94.3532 | vikunja-mcp-servermcp · back-end | Enables AI assistants to interact with Vikunja task management instances, providing full task, project, label, team, user, and webhook management… | 108 stars · 64 forks | No one-command install · Source | |
| 973 | 94.3462 | aaronsb-gsuitemcp · comms | Integrates with Gmail and Google Calendar to enable email operations, calendar management, and multi-account support for Google Workspace automation. | 172 stars · 49 forks | No one-command install · Source | |
| 974 | 94.3452 | clawmemmcp · ai-agents | On-device memory layer with retrieval-augmented search, hooks, and MCP server for AI agents to persist and recall context across sessions without… | 206 stars · 32 forks | No one-command install · Source | |
| 974 | 94.3452 | thomasxm-crowdsentinelmcp · search | AI-powered threat hunting and incident response framework for Elasticsearch and OpenSearch with detection rules, EVTX analysis, and PCAP inspection. | 206 stars · 32 forks | No one-command install · Source | |
| 976 | 94.3428 | the-momentum-apple-healthmcp · search | Query Apple Health data with natural language using ElasticSearch under the hood. | 259 stars · 23 forks | No one-command install · Source | |
| 977 | 94.3372 | frappe-mcpmcp · ai-agents | Allows Frappe Framework apps to function as MCP servers, exposing Python-defined tools for LLM interaction. | 167 stars · 54 forks | No one-command install · Source | |
| 978 | 94.3348 | jonradoff-lastsaasmcp · payments | Read-only admin interface for LastSaaS covering dashboards, users, tenants, billing, and logs. | 165 stars · 56 forks | No one-command install · Source | |
| 979 | 94.3323 | geolens-mcpmcp · database | Read-only access to a self-hosted GeoLens geospatial catalog: dataset search, schemas, GeoJSON features, saved maps, and sandboxed read-only SQL over… | 216 stars · 29 forks | No one-command install · Source | |
| 980 | 94.3280 | dddabtc-winremotemcp · browser | Remote control and automation for Windows desktops with tiered security, supporting screenshots, input control, file operations, PowerShell, OCR, and… | 187 stars · 39 forks | No one-command install · Source | |
| 981 | 94.3196 | iluxu-llmbasedosmcp · ai-agents | Secure Arch Linux gateway that bridges LLMs with local system capabilities through specialized servers for file system, email, sync, and agent… | 292 stars · 20 forks | No one-command install · Source | |
| 982 | 94.3177 | furey-mongodb-lensmcp · database | Integrates with MongoDB databases to enable browsing collections, executing queries, running aggregation pipelines, analyzing schemas, and optimizing… | 208 stars · 31 forks | No one-command install · Source | |
| 983 | 94.3058 | barryyip0625-discordmcp · front-end | Integrates with Discord to enable channel management, forum post creation, message sending, and reaction handling through secure authentication and… | 103 stars · 64 forks | No one-command install · Source | |
| 984 | 94.3051 | cy-s3c-burpmcp-ultramcp · back-end | Burp Suite extension with embedded MCP server exposing 137 tools for web security testing via SSE transport. | 209 stars · 30 forks | No one-command install · Source | |
| 985 | 94.3023 | qpd-v-ragdocsmcp · search | Integrates semantic search and retrieval of documentation using a vector database (Qdrant), enabling efficient access to large document collections. | 136 stars · 60 forks | No one-command install · Source | |
| 986 | 94.2865 | apify-rag-web-browsermcp · browser | Integrate with Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown. | 208 stars · 30 forks | No one-command install · Source | |
| 987 | 94.2849 | jimprosser-obsidian-webmcp · auth | Remote Obsidian vault access over HTTPS with OAuth 2.0 authentication and Cloudflare Tunnel security. | 165 stars · 53 forks | No one-command install · Source | |
| 988 | 94.2833 | meilisearchmcp · search | Integrates Meilisearch's search capabilities for fast, typo-tolerant indexing and querying of documents in AI-powered applications. | 195 stars · 34 forks | No one-command install · Source | |
| 989 | 94.2819 | huweihua123-chinese-stock-marketmcp · back-end | Integrates with Chinese financial data providers including AkShare and Tushare to deliver real-time stock market data, fundamental analysis, news… | 173 stars · 45 forks | No one-command install · Source | |
| 990 | 94.2815 | gh-335234131-agent-browsermcp · browser | Controls a locally-running Chrome browser with preserved login states, supporting CDP commands, screenshots, and keyboard/mouse input. | 243 stars · 24 forks | No one-command install · Source | |
| 991 | 94.2813 | yuque-mcp-servermcp · back-end | MCP server for Yuque (语雀) that exposes your knowledge base to AI assistants through the Model Context Protocol. | 233 stars · 26 forks | No one-command install · Source | |
| 992 | 94.2788 | sendaifun-solanamcp · back-end | Enables blockchain interactions on Solana by providing a comprehensive server for asset retrieval, token deployment, wallet management, transfers, NFT… | 164 stars · 55 forks | No one-command install · Source | |
| 993 | 94.2773 | hanweg-discordmcp · back-end | Integrates Discord to enable automated server management, moderation, and bot development. | 167 stars · 50 forks | No one-command install · Source | |
| 994 | 94.2648 | vinkius-labs-mcp-fusionmcp · back-end | A TypeScript framework for building production-ready MCP servers with automatic tool discovery, multi-transport support (stdio/SSE/HTTP), built-in… | 257 stars · 22 forks | No one-command install · Source | |
| 995 | 94.2619 | sparfenyuk-telegrammcp · comms | Integrates with Telegram via MTProto protocol to enable listing dialogs and messages for automated analysis and chatbot functionality. | 187 stars · 37 forks | No one-command install · Source | |
| 996 | 94.2599 | initmax-zabbixmcp · back-end | Exposes the complete Zabbix monitoring API as 220+ callable tools covering all 57 API groups. | 190 stars · 36 forks | No one-command install · Source | |
| 997 | 94.2560 | twjackysu-taiwan-stock-exchangemcp · back-end | Integrates with Taiwan Stock Exchange OpenAPI to provide comprehensive stock market data including company fundamentals, trading patterns, market… | 168 stars · 47 forks | No one-command install · Source | |
| 998 | 94.2557 | buryhuang-hubspotmcp · other | Integrates with HubSpot CRM to enable AI-driven contact and company management, lead processing, and automated data analysis. | 128 stars · 60 forks | No one-command install · Source | |
| 999 | 94.2551 | omar-haris-smart-codingmcp · database | Semantic code search using local AI embeddings for intelligent code discovery. | 200 stars · 32 forks | No one-command install · Source | |
| 999 | 94.2551 | eniayomi-gcpmcp · devops | Integrates with Google Cloud Platform services, providing tools for interacting with Compute Engine, Cloud Storage, Cloud Functions, Cloud Run… | 200 stars · 32 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.