Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 201 | 38.412 | regex-toolkit-mcp-servermcp · back-end | Enables LLM agents to extract, validate, and mask personally identifiable information using deterministic regular expressions, reducing token usage… | 3 stars | No one-command install · Source | |
| 201 | 38.412 | jayluxferro-ollamamcp · back-end | Exposes local Ollama API as tools for direct interaction with locally-hosted language models, providing comprehensive model management including… | 3 stars | No one-command install · Source | |
| 201 | 38.412 | vrtxomega-ollama-omegamcp · back-end | Official Ollama MCP Server. Exposes ollama_chat, ollama_generate, ollama_pull_model, ollama_list_models and ollama_show_model tools for advanced AI… | 3 stars | No one-command install · Source | |
| 201 | 38.412 | softchris-backoffice-aimcp · back-end | Generates product descriptions from titles and keywords using a locally hosted Ollama language model via an Express API. | 3 stars | No one-command install · Source | |
| 201 | 38.412 | apollo-mcp-servermcp · back-end | Enables large language models to query and operate on Apollo Configuration Center. Supports managing apps, clusters, namespaces, config items, and… | 3 stars | No one-command install · Source | |
| 201 | 38.412 | semantic-dom-filter-mcp-servermcp · back-end | Converts messy HTML into clean semantic markdown with integer IDs, enabling LLMs to navigate and interact with web pages efficiently using… | 3 stars | No one-command install · Source | |
| 201 | 38.412 | hwp-mcp-servermcp · back-end | Enables LLMs to read and modify HWP (한글) documents via the HWP COM API, with tools for text, tables, formatting, and file conversion. | 3 stars | No one-command install · Source | |
| 208 | 38.066 | cylera-mcp-servermcp · back-end | The official MCP Server for Cylera. Brings context about device inventory, threats, risks and utilization powered by the Cylera Partner API into an… | 2 stars · 1 fork | No one-command install · Source | |
| 208 | 38.066 | rippermercs-tensorfeedmcp · back-end | Provides real-time AI industry intelligence including news, LLM service status, model pricing, and benchmarks via pay-per-call API. | 2 stars · 1 fork | No one-command install · Source | |
| 208 | 38.066 | cognitive-exoskeleton-mcp-servermcp · back-end | Builds a dynamic knowledge graph from your notes and uses LLM reasoning to discover blindspots, hidden cross-domain connections, track concept… | 2 stars · 1 fork | No one-command install · Source | |
| 208 | 38.066 | dell-enterprise-mcp-workflow-proxymcp · back-end | An air-gapped, edge-native, deterministic translation layer that ingests raw Dell OpenAPI endpoints, clusters them into high-level workflows using a… | 2 stars · 1 fork | No one-command install · Source | |
| 208 | 38.066 | 42-mcp-servermcp · back-end | Exposes 42's intranet API via the Model Context Protocol, enabling LLM agents to access user information, projects, and campus data. | 2 stars · 1 fork | No one-command install · Source | |
| 213 | 35.443 | putermcpmcp · back-end | MCP server that bridges LLM environments with Puter's free image generation APIs, supporting 30+ models without API keys. | 2 forks | No one-command install · Source | |
| 213 | 35.443 | ai-fuzz-testing-mcp-servermcp · back-end | A Model Context Protocol server for LLM fuzzing and testing, providing secure access to multiple AI providers through a standardized interface. | 2 forks | No one-command install · Source | |
| 213 | 35.443 | langflow-mcp-servermcp · back-end | MCP Server for interacting with the Langflow API via a natural language interface. It exposes Langflow functionalities as tools for LLMs. | 2 forks | No one-command install · Source | |
| 213 | 35.443 | selenium-mcp-servermcp · back-end | A Model Context Protocol server for browser automation using Selenium WebDriver, enabling LLMs and teams to automate browsers with multi-browser… | 2 forks | No one-command install · Source | |
| 217 | 35.102 | dynamic-feedmcp · back-end | Live data feeds for AI assistants — fresh data your model doesn't have on its own. Four feeds over a remote MCP endpoint: current LLM pricing &… | 1,977 installs | No commit datelisted | No one-command install · Source |
| 218 | 32.223 | houki-e-gov-mcp-servermcp · back-end | Enables LLMs to search and retrieve Japanese laws from the e-Gov API v2, including keyword search, article fetching, table of contents, and revision… | 2 stars | No one-command install · Source | |
| 218 | 32.223 | dompruner-mcpmcp · back-end | MCP server that fetches URLs and returns token-efficient Markdown by pruning DOM noise, reducing LLM context costs by up to 99% without API keys or… | 2 stars | No one-command install · Source | |
| 218 | 32.223 | calypso-multimodal-rag-mcp-servermcp · back-end | A hosted multimodal RAG MCP server that enables natural language queries over text and visual content (PDFs, images, etc.) with verifiable citations… | 2 stars | No one-command install · Source | |
| 218 | 32.223 | moodlia-mcp-servermcp · back-end | Enables LLM agents and automation tools to interact with Moodle through a permission-checked MCP endpoint, covering courses, activities, question… | 2 stars | No one-command install · Source | |
| 218 | 32.223 | ellmos-ai-n8n-managermcp · back-end | Manage n8n workflows with multi-server support, execution history, and import/export capabilities. | 2 stars | No one-command install · Source | |
| 218 | 32.223 | mcp-server-groqmcp · back-end | Enables AI tools to route high-speed inference and code analysis to Groq's LLaMA 3.3 70B engine via fast chat and code summarization tools. | 2 stars | No one-command install · Source | |
| 218 | 32.223 | whyy9527-ariadnemcp · back-end | Cross-service API dependency graph for microservice codebases. Give it a business term or endpoint name; get back a ranked chain of GraphQL… | 2 stars | No one-command install · Source | |
| 218 | 32.223 | llm-costmcp · back-end | Token cost math for LLM API calls: current per-million-token rates for 69 models across 17 providers, with local arithmetic for estimates, comparisons… | 2 stars | No one-command install · Source | |
| 218 | 32.223 | neoforge-kb-mcpmcp · back-end | MCP server that provides RAG-based access to Neoforge Mod API documentation, enabling LLMs to query the latest Neoforge modding knowledge. | 2 stars | No one-command install · Source | |
| 218 | 32.223 | mcp-dota-2-match-analysis-servermcp · back-end | FastMCP server for Dota 2 match analysis using replay files and OpenDota API, with built-in coaching instructions for LLMs. | 2 stars | No one-command install · Source | |
| 218 | 32.223 | pageindex-local-mcpmcp · back-end | A local-first MCP server for PageIndex — the vectorless, reasoning-based RAG framework. It lets local AI agents index and query local PDF and Markdown… | 2 stars | No one-command install · Source | |
| 218 | 32.223 | 23f2005639-mcpgenmcp · back-end | MCP server generator that auto-creates MCP servers from API documentation pages or regular websites using Firecrawl and LLMs. | 2 stars | No one-command install · Source | |
| 218 | 32.223 | chakkritte-ollama-web-toolsmcp · back-end | Provides web search and web fetch tools via Ollama's hosted API for use in Claude Code. | 2 stars | No one-command install · Source | |
| 218 | 32.223 | bitbucket-cloud-mcp-servermcp · back-end | MCP server for the Bitbucket Cloud REST API v2.0, providing 32 tools across 5 toolsets for repository management, pull requests, issues, pipelines… | 2 stars | No one-command install · Source | |
| 218 | 32.223 | pinecone-assistant-mcpmcp · back-end | A generic MCP server for conversational AI document research using the Pinecone Assistant API, providing customizable RAG knowledge base access… | 2 stars | No one-command install · Source | |
| 218 | 32.223 | swagger-json-mcpmcp · back-end | A powerful MCP server for querying and processing large Swagger/OpenAPI JSON documents, enabling LLMs to efficiently access API documentation without… | 2 stars | No one-command install · Source | |
| 218 | 32.223 | smart-context-mcp-servermcp · back-end | An AI Context Engineer that transforms vague queries into structured context packages for LLMs by extracting code, mapping relationships, and… | 2 stars | No one-command install · Source | |
| 218 | 32.223 | littlesis-api-servermcp · back-end | Provide access to the LittleSis API to track corporate power and accountability. Enable querying and exploring relationships and entities related to… | 2 stars | No one-command install · Source | |
| 218 | 32.223 | ayrtonfelipe-groqcloudmcp · back-end | Integrates with Groq's high-speed inference API for text completion, audio transcription, and vision analysis with automatic model selection based on… | 2 stars | No one-command install · Source | |
| 218 | 32.223 | whisslemcp · back-end | Integrates with Whissle's speech processing API to enable speech-to-text transcription with timestamps and speaker diarization, machine translation… | 2 stars | No one-command install · Source | |
| 218 | 32.223 | deploya-labs-browser-usemcp · back-end | Enables AI assistants to interact with web browsers through a FastAPI server for web browsing, content extraction, and automation tasks with… | 2 stars | No one-command install · Source | |
| 239 | 29.013 | remoteshell-mcpmcp · back-end | A server that enables LLMs to securely manage and execute commands on remote SSH servers. | 1 star · 1 fork | No one-command install · Source | |
| 239 | 29.013 | universal-ai-hubmcp · back-end | A secure multi-LLM gateway with dual REST and MCP interfaces, enabling tool-gated access to AI providers and web search with structural sandboxing. | 1 star · 1 fork | No one-command install · Source | |
| 239 | 29.013 | mcp-camptocampmcp · back-end | Exposes the Camptocamp.org API to LLMs, enabling querying of alpine routes, summit altitudes, and course descriptions with reliable data to avoid… | 1 star · 1 fork | No one-command install · Source | |
| 239 | 29.013 | streeteasy-mcpmcp · back-end | A remote MCP server that wraps the StreetEasy GraphQL API to enable LLM agents to search and parse NYC rental listings. | 1 star · 1 fork | No one-command install · Source | |
| 239 | 29.013 | deapimcp · back-end | AI inference API for audio transcription, image generation, video creation, TTS, OCR, and embeddings. | 1 star · 1 fork | No one-command install · Source | |
| 239 | 29.013 | reality-defender-mcp-servermcp · back-end | Enables LLMs to analyze images, videos, audio, and text files for AI-generated content using the Reality Defender API, with support for user file… | 1 star · 1 fork | No one-command install · Source | |
| 239 | 29.013 | aakashbhardwaj27-ai-scannermcp · back-end | Scan codebases for LLM and AI SDK usage, exposed API tokens, and hardcoded secrets. | 1 star · 1 fork | No one-command install · Source | |
| 239 | 29.013 | discord-mcpmcp · back-end | Enables LLMs to read and send Discord messages, list servers and channels, and monitor unread messages via a selfbot that uses a user token (violates… | 1 star · 1 fork | No one-command install · Source | |
| 239 | 29.013 | product-mcp-servermcp · back-end | Enables natural language product management (CRUD) with multiple classification methods, including LLM-based and fast ML classifiers, for product… | 1 star · 1 fork | No one-command install · Source | |
| 239 | 29.013 | mcp-vps-managermcp · back-end | Enables LLMs to securely manage Virtual Private Servers via SSH, with features including command execution, file operations, system monitoring, and… | 1 star · 1 fork | No one-command install · Source | |
| 239 | 29.013 | alfresco-mcp-chatmcp · back-end | Turns hundreds of Alfresco MCP REST endpoints into a small set of tools for a local LLM, enabling natural language interaction with Alfresco while… | 1 star · 1 fork | No one-command install · Source | |
| 250 | 23.374 | eve-esi-llm-bridgemcp · back-end | MCP server that connects EVE Online's ESI API to LLM clients, enabling reading private and public EVE data, resolving names and IDs, and optionally… | 1 fork | No one-command install · Source | |
| 250 | 23.374 | pseudonym-mcpmcp · back-end | Local pseudonymisation MCP server that detects PII in text, replaces it with opaque tokens before sending to cloud LLMs, and restores tokens… | 1 fork | No one-command install · Source | |
| 250 | 23.374 | lyrion-mcp-servermcp · back-end | Enables LLMs to control a Lyrion Music Server (LMS/Squeezebox) for playback, search, library browsing, and player management. | 1 fork | No one-command install · Source | |
| 250 | 23.374 | els-mcp-servermcp · back-end | Enables LLM agents to query the Explore Local Statistics API for local area data like employment rates and demographics. | 1 fork | No one-command install · Source | |
| 250 | 23.374 | iron-bridge-construction-mcp-equipment-safety-server-2mcp · back-end | Provides LLM scoped, safe access to heavy equipment data, gating high-risk actions behind capability checks, supervisor sign-off, and human… | 1 fork | No one-command install · Source | |
| 250 | 23.374 | auto-mcp-servermcp · back-end | Enables LLMs to interact with any REST API that has an OpenAPI specification by providing a lightweight MCP server that translates between natural… | 1 fork | No one-command install · Source | |
| 250 | 23.374 | open-vision-mcpmcp · back-end | Provider-neutral Vision MCP Server — image analysis via 10 inference providers through a single MCP server. | 1 fork | No one-command install · Source | |
| 250 | 23.374 | local-brain-mcpmcp · back-end | A local MCP server for AI assistants to store and retrieve personal memories on disk, with optional semantic search using embeddings. | 1 fork | No one-command install · Source | |
| 250 | 23.374 | tolgee-mcpmcp · back-end | An MCP server that wraps the Tolgee localization platform API, enabling LLMs to manage translation projects, keys, translations, languages, and… | 1 fork | No one-command install · Source | |
| 250 | 23.374 | obs-showrunner-mcpmcp · back-end | MCP server enabling LLMs to control OBS Studio through high-level show and effect APIs. | 1 fork | No one-command install · Source | |
| 250 | 23.374 | ason-mcp-servermcp · back-end | Enables compression and decompression of JSON data using the token-optimized ASON format, reducing token usage by 20-60% for LLM applications. | 1 fork | No one-command install · Source | |
| 250 | 23.374 | mcp-server-yapimcp · back-end | MCP server for YApi that enables LLMs to manage API interfaces, projects, and categories through natural language, supporting multiple projects and… | 1 fork | No one-command install · Source | |
| 250 | 23.374 | hzzy2o-flux-image-generatormcp · back-end | Enables text-to-image generation through the Flux API on Cloudflare Workers with customizable parameters for dimensions, aspect ratio, and inference… | 1 fork | No one-command install · Source | |
| 263 | 22.557 | vscode-mcp-supergatewaymcp · back-end | A centralized MCP gateway that aggregates and routes requests from multiple IDE clients to backend services, while offloading context tasks to local… | 1 star | No one-command install · Source | |
| 263 | 22.557 | mcp-llm-bridgemcp · back-end | Centralized encrypted gateway that routes requests to 11+ LLM providers (API keys and CLI subscriptions) through a single OpenAI-compatible endpoint… | 1 star | No one-command install · Source | |
| 263 | 22.557 | model-price-watchmcp · back-end | Live LLM API pricing: current token prices, model comparisons, cheapest-model lookups, and The LLM Price Index for 150+ models across 20+ providers… | 1 star | No one-command install · Source | |
| 263 | 22.557 | sec-intelligence-mcpmcp · back-end | MCP server for SEC EDGAR filing intelligence, providing tools for fetching, chunking/embedding, retrieval, and evaluation of filings. | 1 star | No one-command install · Source | |
| 263 | 22.557 | apick-mcpmcp · back-end | Enables access to 82 Korean data and AI tools through MCP, including business registry lookup, ID document verification, parcel tracking, OCR, file… | 1 star | No one-command install · Source | |
| 263 | 22.557 | astra-aigatemcp · back-end | Unified AI gateway that aggregates MCP tools from multiple servers and routes LLM requests with provider combos and fallback, all managed through a… | 1 star | No one-command install · Source | |
| 263 | 22.557 | unraid-code-mode-mcpmcp · back-end | A code-mode MCP server for the Unraid 7.2+ GraphQL API that exposes search and execute tools, allowing LLM agents to introspect and call any GraphQL… | 1 star | No one-command install · Source | |
| 263 | 22.557 | anythingllm-control-plane-mcp-servermcp · back-end | Enables managing and controlling AnythingLLM instances through MCP, providing tools to list, create, and delete workspaces, retrieve system… | 1 star | No one-command install · Source | |
| 263 | 22.557 | mcp-dev-serversmcp · back-end | Provides 7 MCP servers with 95 tools for git, GitHub, .NET, Ollama, Rust, template sync, and Python, enabling natural-language commands to perform… | 1 star | No one-command install · Source | |
| 263 | 22.557 | openaimcpmcp · back-end | A Model Context Protocol server for OpenAI API access via AceDataCloud, enabling chat completions, image generation, text embeddings, and more from… | 1 star | No one-command install · Source | |
| 263 | 22.557 | ellmos-controlcenter-mcpmcp · back-end | An alpha-stage MCP control plane for local MCP stacks, enabling discovery of local servers, profile management, capability bundles, tool-list probes… | 1 star | No one-command install · Source | |
| 263 | 22.557 | utel-mcpmcp · back-end | An MCP server that wraps the UTEL IP-telephony REST API as MCP tools, enabling LLM agents to make authenticated HTTP requests to the UTEL API via a… | 1 star | No one-command install · Source | |
| 263 | 22.557 | onbid-mcpmcp · back-end | Enables LLM clients to ask plain-language questions about Korean public auction property data from the 온비드 OpenAPI, including normalized pricing… | 1 star | No one-command install · Source | |
| 263 | 22.557 | semantic-searchmcp · back-end | Local semantic recall MCP server for citation-integrity workflows. Enables semantic search over a text corpus, returning file paths and page numbers… | 1 star | No one-command install · Source | |
| 263 | 22.557 | calculator-mcp-servermcp · back-endalso listed as calculator-mcp-server-2 | A calculator MCP server that lets any LLM verify mathematical computations. Evaluate, simplify, and differentiate expressions via a single tool… | 1 star | No one-command install · Source | |
| 263 | 22.557 | sliver-mcpmcp · back-end | A Model Context Protocol server for the Sliver C2 framework that exposes operator tools like listeners, implant generation, sessions, command… | 1 star | No one-command install · Source | |
| 263 | 22.557 | qbittorrent-mcpmcp · back-end | MCP server exposing qBittorrent's WebUI API v2 as tools, enabling LLMs to manage torrents, categories, tags, RSS feeds, search plugins, and… | 1 star | No one-command install · Source | |
| 263 | 22.557 | webhook-site-mcp-servermcp · back-end | Enables LLM agents to create, read, update, and delete Webhook.site tokens, list and retrieve captured requests, and manage webhook configurations via… | 1 star | No one-command install · Source | |
| 263 | 22.557 | mcp-tokensagemcp · back-end | Enables token counting, usage tracking, and cost calculation for LLM APIs, with a proxy server mode to automatically intercept and monitor API… | 1 star | No one-command install · Source | |
| 263 | 22.557 | fpt-mcpmcp · back-end | MCP server for Autodesk Flow Production Tracking (ShotGrid) enabling AI assistants to query, create, update, and delete entities via the ShotGrid API… | 1 star | No one-command install · Source | |
| 263 | 22.557 | local-agent-sensesmcp · back-end | Provides local vision and audio perception for MCP-compatible agents, enabling them to read images, transcribe text from visual media, analyze videos… | 1 star | No one-command install · Source | |
| 263 | 22.557 | finsagemcp · back-end | Enables natural language analysis, screening, reporting, and comparison of A-share stocks via MCP tools or REST API, with pluggable data… | 1 star | No one-command install · Source | |
| 263 | 22.557 | mcp-openroutermcp · back-end | A Python MCP server that lets MCP hosts call OpenRouter models for chat, image generation, embeddings, and model search via FastMCP with .env support… | 1 star | No one-command install · Source | |
| 263 | 22.557 | vision-bridge-mcp-servermcp · back-end | Enables text-only LLMs to understand images by converting them into text descriptions, supporting multiple vision backends like cloud APIs, local… | 1 star | No one-command install · Source | |
| 263 | 22.557 | pbs-mcpmcp · back-end | MCP server for Proxmox Backup Server. Exposes datastore status, snapshot inventory, garbage collection, verify, and prune over the PBS REST API as 13… | 1 star | No one-command install · Source | |
| 263 | 22.557 | arachne-mcp-servermcp · back-end | MCP server providing tools for web scraping, browser automation, computer vision, audio transcription, and RAG via API. | 1 star | No one-command install · Source | |
| 263 | 22.557 | health-hub-mcp-servermcp · back-end | Aggregates Android Health Connect data into daily summaries, time-series metrics, sleep details, and sync status, exposing them to LLM clients via MCP… | 1 star | No one-command install · Source | |
| 263 | 22.557 | cadlens-mcpmcp · back-end | An MCP server that parses CAD files (.dwg, .dxf, .dwf, etc.) via the Cadlens API, enabling LLM clients to extract and reason over entity, layer, and… | 1 star | No one-command install · Source | |
| 263 | 22.557 | swapi-mcp-servermcp · back-end | Enables LLMs and clients to search for Star Wars characters, planets, and films by exposing SWAPI as MCP tools. | 1 star | No one-command install · Source | |
| 263 | 22.557 | poe-data-mcpmcp · back-end | An MCP server that provides LLMs with access to Path of Exile game data, including gems, unique items, passive tree nodes, item modifiers, maps… | 1 star | No one-command install · Source | |
| 263 | 22.557 | deepseemcp · back-end | MCP server that gives text-only LLMs like DeepSeek vision capabilities by converting images to text via vision APIs, enabling image description, OCR… | 1 star | No one-command install · Source | |
| 263 | 22.557 | linux-manager-mcpmcp · back-end | Enables LLMs to control a Linux server via multiple shell windows with background execution, notes, and sudo separation, allowing… | 1 star | No one-command install · Source | |
| 263 | 22.557 | frank-energie-mcpmcp · back-end | Exposes Frank Energie energy data (electricity and gas prices, account info) as MCP tools for LLMs, using python-frank-energie for API communication. | 1 star | No one-command install · Source | |
| 263 | 22.557 | eval-mcpmcp · back-end | An MCP server for prompt and RAG evaluation workflows, enabling users to register, create API keys, and run evaluations via Claude Desktop, Cursor, or… | 1 star | No one-command install · Source | |
| 263 | 22.557 | tokencompressmcp · back-end | A local, zero-cloud MCP server for token and text compression. It provides tools to compress, auto-compress, measure, and decompress text using… | 1 star | No one-command install · Source | |
| 263 | 22.557 | swaggerwatcher-mcp-servermcp · back-end | An MCP server that dynamically reads OpenAPI specs and registers every endpoint as an LLM-callable tool with automatic change detection and hot… | 1 star | No one-command install · Source | |
| 263 | 22.557 | amazing-clickup-mcpmcp · back-end | A comprehensive MCP server for the ClickUp API exposing 166 tools to manage Spaces, Folders, Lists, Tasks, Docs, and more, enabling LLMs to read and… | 1 star | 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.