Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 301 | 81.165 | gh-janghyuckyun-youtube-intelligencemcp · back-end | Extracts YouTube video metadata, transcripts, and comments via yt-dlp with server-side LLM summarization, entity extraction, topic segmentation, and… | 51 stars · 3 forks | No one-command install · Source | |
| 301 | 81.165 | modular-mcpmcp · ai-agents | A proxy MCP server that manages multiple upstream MCP servers by grouping them and loading tool schemas on-demand, reducing LLM context usage. | 51 stars · 3 forks | No one-command install · Source | |
| 303 | 81.125 | jean-technologies-writer-blog-searchmcp · database | Connect to your Substack/Medium blogs via their RSS feeds, fetches your posts, and permanently caches them locally. It also generates embeddings for… | 32 stars · 6 forks | No one-command install · Source | |
| 304 | 81.050 | docslicermcp · ai-agents | Enables vectorless RAG by letting LLM clients like Claude and Cursor parse documents, inspect outlines, and retrieve specific sections with heading… | 35 stars · 5 forks | No one-command install · Source | |
| 305 | 81.025 | argotmcp · ai-agents | A local guardrail MCP server that checks agent-written code against a repo's own patterns — learned statistically from its git history, no LLM. | 50 stars · 3 forks | No one-command install · Source | |
| 306 | 81.008 | macrocosm-os-macrocosmos-mcpmcp · search | 🎖️ 🐍 ☁️ Access real-time X/Reddit/YouTube data directly in your LLM applications with search phrases, users, and date filtering. | 29 stars · 7 forks | No one-command install · Source | |
| 307 | 80.889 | ai-zerolab-toolboxmcp · front-end | Integrates with external APIs and services to provide command execution, Figma file interaction, and file operations, enhancing LLM capabilities for… | 31 stars · 6 forks | No one-command install · Source | |
| 307 | 80.889 | yodolabs-plateau-creative-mcpmcp · ai-agents | An MCP server that turns Project PLATEAU's 3D city data into scene-editing and glTF export tools for creative LLM agents. | 31 stars · 6 forks | No one-command install · Source | |
| 309 | 80.854 | kamel-irzouni-qwen-maxmcp · back-end | Integrates with Qwen Max large language model via Dashscope API for text generation and analysis tasks in applications. | 24 stars · 10 forks | No one-command install · Source | |
| 309 | 80.854 | inkeep-ragmcp · search | Enables Claude to search and retrieve relevant documentation through Inkeep's RAG API, returning structured citation data for technical support and… | 24 stars · 10 forks | No one-command install · Source | |
| 311 | 80.829 | rust-local-ragmcp · search | Provides local document search and retrieval using Rust for high-performance PDF processing and semantic search with Ollama embeddings, automatically… | 34 stars · 5 forks | No one-command install · Source | |
| 312 | 80.740 | minirag-mcpmcp · search | Local-first RAG MCP server that indexes local documents and provides hybrid search (semantic + keyword) with file ingestion, URL fetching, and a CLI… | 65 stars · 2 forks | No one-command install · Source | |
| 313 | 80.662 | sanderkooger-ragdocsmcp · search | Provides semantic document search and retrieval through vector embeddings, enabling context-aware responses backed by specific documentation sources | 30 stars · 6 forks | No one-command install · Source | |
| 314 | 80.478 | qiaomu-llm-mcpmcp · back-end | A local MCP gateway that unifies multiple LLM providers, API keys, routing, and multi-model discussions into a single tool surface. | 46 stars · 3 forks | No one-command install · Source | |
| 315 | 80.379 | nchan-mcp-transportmcp · ai-agents | A high-performance WebSocket/SSE transport layer and gateway for Anthropic's MCP, enabling real-time, scalable AI integrations with LLM agents like… | 29 stars · 6 forks | No one-command install · Source | |
| 316 | 80.345 | msjsc001-omniclip-ragmcp · search | Local-first RAG knowledge base supporting 1290 file formats with semantic search, markdown indexing, and read-only MCP retrieval. | 45 stars · 3 forks | No one-command install · Source | |
| 317 | 80.342 | galileo-evaluateeval · observability | Galileo evaluation and observability SDK for detecting hallucinations, data errors, and model weaknesses in LLM pipelines. | 22 stars · 11 forks | No one-command install · Source | |
| 318 | 80.178 | jamesanz-memory-mcpmcp · ai-agents | An MCP server that stores and retrieves memories from multiple LLMs using MongoDB. Provides tools for saving, retrieving, adding, and clearing… | 21 stars · 11 forks | No one-command install · Source | |
| 319 | 80.165 | olalonde-mcp-humanmcp · devops | When your LLM needs human assistance (through AWS Mechanical Turk) | 26 stars · 7 forks | No one-command install · Source | |
| 320 | 80.050 | allenday-solr-vector-searchmcp · database | Bridges Apache Solr search indexes with vector embeddings for hybrid keyword and semantic document retrieval, enabling contextual searches against… | 20 stars · 11 forks | No one-command install · Source | |
| 321 | 80.000 | math-mcpmcp · back-end | Enable your LLMs to perform accurate numerical calculations with a simple API. Leverage basic arithmetic and statistical functions to enhance your… | 2,058,825 installs | No commit datelisted | No one-command install · Source |
| 322 | 79.931 | riksdag-regering-mcpmcp · ai-agents | Enables LLMs to query and retrieve real-time open data, documents, protocols, and records from the Swedish Parliament (Riksdag) and Government Offices… | 30 stars · 5 forks | No one-command install · Source | |
| 323 | 79.882 | agent-commsmcp · ai-agentsalso listed as exadev-agent-comms | Cross-harness communication mesh for LLM agents enabling rooms, DMs, presence, and visibility over TCP. | 25 stars · 7 forks | No one-command install · Source | |
| 325 | 79.795 | mcp-server-aster-dexmcp · ai-agents | MCP server providing read-only access to Aster DEX volume, points, leaderboard rank, and airdrop eligibility as natural-language tools for LLM agents… | 34 stars · 4 forks | No one-command install · Source | |
| 326 | 79.676 | kazuph-docs-ragmcp · search | Enables AI to query and analyze local documents and Git repositories through a RAG system built with TypeScript, LlamaIndex, and Gemini embeddings. | 17 stars · 11 forks | No one-command install · Source | |
| 327 | 79.648 | tokenmizermcp · ai-agents | Graph-based MCP server for persistent AI memory, session checkpointing, context compression, and cross-session context management for LLM… | 29 stars · 5 forks | No one-command install · Source | |
| 328 | 79.636 | afsim-mcp-servermcp · ai-agents | Enables LLMs and AI agents to interact with AFSIM through standardized MCP tools for scenario management, entity/component control, simulation… | 23 stars · 8 forks | No one-command install · Source | |
| 328 | 79.636 | patchright-mcpmcp · browser | Provides browser automation capabilities using Patchright, enabling LLMs to interact with web pages through structured accessibility snapshots without… | 23 stars · 8 forks | No one-command install · Source | |
| 330 | 79.537 | web-search-mcp-2mcp · search | Provides LLMs with real-time web search and content extraction capabilities, including text/news search, full-text URL reading, and targeted technical… | 24 stars · 7 forks | No one-command install · Source | |
| 330 | 79.537 | fegis-schema-driven-memorymcp · ai-agents | Compile YAML into semantic LLM tools with structured memory and an emergent knowledge graph. | 24 stars · 7 forks | No one-command install · Source | |
| 330 | 79.537 | lethienhoavn-auto-causal-inferencemcp · database | Automates causal inference analysis on SQLite banking data by using LLM-guided variable classification to generate causal graphs and estimate Average… | 24 stars · 7 forks | No one-command install · Source | |
| 333 | 79.359 | hijaz-postmancermcp · back-end | A MCP server for replacing Rest Clients like Postman/Insomnia, by allowing your LLM to maintain and use api collections. | 28 stars · 5 forks | No one-command install · Source | |
| 334 | 79.253 | powershell-mcp-servermcp · ai-agents | A comprehensive Model Context Protocol (MCP) server that enables Claude and other LLM applications to execute PowerShell commands, scripts, and… | 25 stars · 6 forks | No one-command install · Source | |
| 335 | 79.139 | hypersequent-qaspheremcp · ai-agents | Integration with QA Sphere test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs. | 23 stars · 7 forks | No one-command install · Source | |
| 336 | 78.908 | cevatkerim-unsplash-mcpmcp · searchalso listed as unsplash-mcp | Unsplash photo search with proper attribution. Returns ready-to-use attribution text and HTML for each photo, making it easy for LLMs to build content… | 24 stars · 6 forks | No one-command install · Source | |
| 338 | 78.688 | isaacwasserman-langchain-tsmcp · other | Enable LangChain workflows for your MCP client. | 35 stars · 3 forks | No one-command install · Source | |
| 339 | 78.629 | mcp-web-toolsmcp · browser | Provides web access capabilities for LLMs including search, fetching, content extraction, PDF reading, image viewing, and screenshots. | 46 stars · 2 forks | No one-command install · Source | |
| 340 | 78.522 | code-contextmcp · github-vcs | Enables semantic code search and understanding by cloning git repositories, splitting code into semantic chunks, and generating embeddings for natural… | 25 stars · 5 forks | No one-command install · Source | |
| 341 | 78.510 | uptimepagemcp · auth | MCP server for Uptimepage uptime monitoring. An LLM client can read your monitors and incidents, run a check on demand, and post incident updates… | 23 stars · 6 forks | No one-command install · Source | |
| 342 | 78.407 | johnneerdael-netskope-mcpmcp · front-end | 🔒 ☁️ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup… | 8 stars · 12 forks | No one-command install · Source | |
| 343 | 78.358 | archimate-mcp-servermcp · back-end | Enables LLMs to create, modify, and analyze ArchiMate architecture models using the ArchiMate 3.2 specification, supporting coArchi2 repositories and… | 20 stars · 8 forks | No one-command install · Source | |
| 344 | 78.177 | n3momcp · database | Deterministic code intelligence engine — indexes 27 languages into a queryable symbol graph for real-time blast-radius analysis, no embeddings or LLM… | 24 stars · 5 forks | No one-command install · Source | |
| 345 | 78.097 | antigravity-internmcp · ai-agents | An MCP server that bridges Claude Code with Antigravity CLI using a Swarm Agent architecture to optimize local development workflows and minimize LLM… | 22 stars · 6 forks | No one-command install · Source | |
| 346 | 78.079 | vic563-memgptmcp · ai-agents | Implements a multi-provider memory system for LLMs, enabling conversation history management and seamless model switching across OpenAI, Anthropic… | 27 stars · 4 forks | No one-command install · Source | |
| 347 | 77.958 | discord-mcp-server-2mcp · back-end | Enables LLMs to read messages, discover channels, send messages, and monitor Discord communities using web scraping without requiring bot permissions… | 14 stars · 10 forks | No one-command install · Source | |
| 348 | 77.842 | crazyrabbitltc-vibecodermcp · ai-agents | Guides LLMs through structured software development workflows with feature clarification, PRD generation, and phase-based tracking using a hybrid… | 18 stars · 9 forks | No one-command install · Source | |
| 349 | 77.754 | typedb-mcp-servermcp · back-end | Enables AI assistants to interact with TypeDB databases, allowing LLMs to execute TypeQL queries, manage databases, and manage users through natural… | 13 stars · 10 forks | No one-command install · Source | |
| 350 | 77.746 | manujbawa-minimemcp · ai-agents | Provides persistent memory management and meta-learning capabilities for software development workflows, featuring sequential thinking, task… | 21 stars · 6 forks | No one-command install · Source | |
| 350 | 77.746 | yairwein-document-indexermcp · search | Monitors local document folders and maintains a searchable vector index using LanceDB and sentence transformers, enabling natural language queries… | 21 stars · 6 forks | No one-command install · Source | |
| 350 | 77.746 | mcp-server-client-demomcp · ai-agents | A demo MCP server with streamable HTTP transport and auto tool registry, enabling LLMs to connect with external data sources and tools. | 21 stars · 6 forks | No one-command install · Source | |
| 353 | 77.567 | uyuni-mcp-servermcp · back-end | Bridges LLMs with Uyuni infrastructure management, enabling natural language system administration such as inspecting systems, managing updates, and… | 12 stars · 10 forks | No one-command install · Source | |
| 354 | 77.489 | wpfleger96-pagerdutymcp · back-end | Exposes PagerDuty API functionality to LLMs. | 8 stars · 11 forks | No one-command install · Source | |
| 355 | 77.488 | estevaom-journal-ragmcp · search | Enables semantic search through personal markdown journal entries using vector database technology for effortless retrieval of past experiences… | 25 stars · 4 forks | No one-command install · Source | |
| 356 | 77.436 | cloudwerx-diffugenmcp · back-end | CloudWerx's DiffuGen provides a flexible image generation server that supports multiple stable diffusion models with advanced configuration options… | 19 stars · 7 forks | No one-command install · Source | |
| 357 | 77.366 | zellij-mcp-servermcp · back-end | Enables comprehensive management of Zellij terminal workspace sessions, including session, pane, tab, plugin, layout operations, and LLM completion… | 22 stars · 5 forks | No one-command install · Source | |
| 358 | 77.305 | mcp-as-a-judgemcp · ai-agentsalso listed as othervibes-as-a-judge | A validation layer for AI coding assistants that enforces explicit LLM evaluations on plans, code diffs, and tests to ensure safer and higher-quality… | 17 stars · 9 forks | No one-command install · Source | |
| 358 | 77.305 | emzimmer-mozilla-readability-parsermcp · ai-agents | Integrates Mozilla's Readability algorithm to extract and transform webpage content into clean, LLM-optimized Markdown. | 17 stars · 9 forks | No one-command install · Source | |
| 361 | 77.233 | zim-mcp-servermcp · search | Enables large language models to directly access and search content in ZIM files, allowing offline question answering and information retrieval from… | 20 stars · 6 forks | No one-command install · Source | |
| 362 | 77.143 | elysia-mcp-servermcp · ai-agents | Enables creating high-performance MCP servers using Bun and Elysia, exposing resources, tools, and prompts to LLMs via SSE transport. | 24 stars · 4 forks | No one-command install · Source | |
| 363 | 77.014 | longevity-genie-opengenesmcp · database | Provides access to the OpenGenes database containing aging and longevity research data including experimental lifespan results from genetic… | 21 stars · 5 forks | No one-command install · Source | |
| 364 | 76.838 | kikeven-zerikai-memorymcp · search | Workspace-isolated persistent memory server combining ChromaDB vector search and tree-sitter code indexing, with cost-optimized routing between local… | 35 stars · 2 forks | No one-command install · Source | |
| 365 | 76.819 | ai-testcase-generator-mcpmcp · back-end | Generates comprehensive API test plans (positive, negative, and boundary/edge cases) from endpoint metadata using LLMs, and exports them as Excel… | 16 stars · 9 forks | No one-command install · Source | |
| 366 | 76.751 | tabularagmcp · search | Enables AI assistants to query tabular data (CSV/TSV) using natural language with cell-level citations, supporting multi-tenant workspaces, access… | 27 stars · 3 forks | No one-command install · Source | |
| 367 | 76.745 | contextcoremcp · search | A local-first MCP server that indexes all your local files (text, code, images, audio, video) and provides hybrid search (BM25+embeddings) to retrieve… | 23 stars · 4 forks | No one-command install · Source | |
| 367 | 76.745 | milkymap-pulsarmcp · database | Semantic router that enables intelligent tool discovery and execution across multiple MCP servers using embeddings and vector search to eliminate… | 23 stars · 4 forks | No one-command install · Source | |
| 369 | 76.502 | browseai-hq-browserai-devmcp · back-end | Evidence-backed web research for AI agents. Real-time search with cited claims, confidence scores, and compare mode (raw LLM vs evidence-backed). MCP… | 20 stars · 5 forks | No one-command install · Source | |
| 370 | 76.462 | ia-qa-com-mcp-llm-and-rag-testing-dev-qa-toolboxmcp · ai-agents | IA-QA as an MCP Server Use IA-QA's developer tools to test your llm agents RAG ai tools, directly from Cursor, Claude Desktop, Windsurf, or any AI… | 12,754 installs | No commit datelisted | No one-command install · Source |
| 371 | 76.443 | rachittshah-llm-councilmcp · ai-agents | Multi-LLM deliberation council with voting, debate, synthesis, critique, and verification protocols. | 26 stars · 3 forks | No one-command install · Source | |
| 372 | 76.400 | tiger-linear-mcp-servermcp · back-end | Provides focused tools for interacting with Linear via the Model Context Protocol, enabling LLMs to manage Linear issues, projects, and teams. | 33 stars · 2 forks | No one-command install · Source | |
| 373 | 76.331 | topologicpy-mcp-servermcp · back-end | Enables LLMs to perform architectural spatial modeling through natural language, including creating, manipulating, and analyzing 3D building models… | 22 stars · 4 forks | No one-command install · Source | |
| 374 | 76.278 | gerred-replicatemcp · back-end | Integrates with Replicate API to provide seamless access to diverse machine learning models for inference and result retrieval across various domains. | 16 stars · 8 forks | No one-command install · Source | |
| 375 | 76.275 | ib-async-mcp-servermcp · ai-agents | Enables read-only access to Interactive Brokers data including contracts, market data, news, fundamentals, and portfolio/account information for LLM… | 18 stars · 6 forks | No one-command install · Source | |
| 375 | 76.275 | vincentf305-ollamamcp · other | Bridges to Ollama, enabling local language model capabilities for writing assistance, code generation, and data analysis. | 18 stars · 6 forks | No one-command install · Source | |
| 377 | 76.242 | agent-browser-mcpmcp · ai-agents | An MCP server that provides browser automation capabilities, enabling LLMs to control a web browser for navigation, interaction, and data extraction. | 13 stars · 9 forks | No one-command install · Source | |
| 377 | 76.242 | infinitimeless-claude-lmstudio-bridgemcp · ai-agents | Bridges Claude with local LLMs running in LM Studio, enabling direct access to local model capabilities for text generation and chat completions while… | 13 stars · 9 forks | No one-command install · Source | |
| 379 | 76.160 | adaptixc2-mcp-servermcp · ai-agents | Enables LLM agents to interact with and automate operations with the AdaptixC2 framework via the MCP protocol. | 25 stars · 3 forks | No one-command install · Source | |
| 380 | 75.946 | tiger-github-mcp-servermcp · github-vcs | Enables LLMs to interact with GitHub via the Model Context Protocol, providing tools for repository management and other GitHub operations. | 31 stars · 2 forks | No one-command install · Source | |
| 381 | 75.782 | ollama-deep-researchermcp · search | Leverage Ollama as your LLM, and Tavily or Perplexity to do your deep web research | 16 stars · 7 forks | No one-command install · Source | |
| 381 | 75.782 | analyticdb-postgresql-mcp-servermcp · database | Serves as a universal interface between AI Agents and AnalyticDB PostgreSQL databases, enabling metadata retrieval and SQL execution, with additional… | 16 stars · 7 forks | No one-command install · Source | |
| 383 | 75.737 | superpowers-mcpmcp · ai-agents | An MCP server that makes superpowers skills available to any LLM that supports the Model Context Protocol. | 17 stars · 6 forks | No one-command install · Source | |
| 383 | 75.737 | databricks-genie-mcpmcp · ai-agentsalso listed as yashshingvi-databricks-genie-mcp | Connects to the Databricks Genie API, enabling LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational… | 17 stars · 6 forks | No one-command install · Source | |
| 386 | 75.646 | framesailmcp · ai-agents | Create long-form (faceless YouTube) videos end to end from any MCP client: script, locked character references, storyboard, voiceover, and final video… | 11,533 installs | No commit datelisted | No one-command install · Source |
| 387 | 75.528 | charmhealth-mcp-servermcp · ai-agents | An MCP server for CharmHealth EHR that allows LLMs and MCP clients to interact with patient records, encounters, and practice information. | 10 stars · 9 forks | No one-command install · Source | |
| 388 | 75.467 | asmith26-jupytercad-mcpmcp · ai-agents | An MCP server for [JupyterCAD](https://github.com/jupytercad/JupyterCAD) that allows you to control it using LLMs/natural language. | 20 stars · 4 forks | No one-command install · Source | |
| 388 | 75.467 | thealmanacmcp · ai-agents | Enables programmers to search, download, and access up-to-date API and software documentation through MCP tools, integrating with LLMs like Claude for… | 20 stars · 4 forks | No one-command install · Source | |
| 388 | 75.467 | davanstrien-huggingface-hub-searchmcp · database | Provides semantic search capabilities for Hugging Face models and datasets using vector embeddings to find resources through natural language… | 20 stars · 4 forks | No one-command install · Source | |
| 388 | 75.467 | cromwellian-hippycampusmcp · back-end | Converts OpenAPI specifications into LangChain tools, enabling AI assistants to interact with existing REST APIs without custom implementation | 20 stars · 4 forks | No one-command install · Source | |
| 392 | 75.190 | runware-mcp-servermcp · back-end | Enables lightning fast image and video generation using the Runware API, with tools for inference, upscaling, background removal, and more. | 9 stars · 9 forks | No one-command install · Source | |
| 393 | 75.153 | jamesanz-cross-llm-mcpmcp · ai-agents | An MCP server that enables cross-LLM communication and memory sharing, allowing different AI models to collaborate and share context across… | 16 stars · 6 forks | No one-command install · Source | |
| 393 | 75.153 | honeycombobservability · observability | Honeycomb's OpenTelemetry-native observability platform: a high-cardinality event store ideal for tracing LLM pipelines and debugging slow agent… | 16 stars · 6 forks | No one-command install · Source | |
| 395 | 75.006 | activitypub-mcp-servermcp · ai-agentsalso listed as cameronrye-activitypub-mcp | A comprehensive MCP server that enables LLMs like Claude to explore and interact with the existing Fediverse through standardized MCP tools… | 17 stars · 5 forks | No one-command install · Source | |
| 395 | 75.006 | fetch-mcp-servermcp · back-end | Enables LLMs to fetch and extract web content using browser automation, OCR, and multiple extraction methods, handling JavaScript rendering and… | 17 stars · 5 forks | No one-command install · Source | |
| 398 | 74.652 | gzoonet-cortexmcp · ai-agents | Local-first knowledge graph for developers. Watches project files, extracts entities and relationships via LLMs, builds a queryable knowledge graph… | 21 stars · 3 forks | No one-command install · Source | |
| 398 | 74.652 | opendata-cat-mcp-servermcp · back-end | Connects LLMs to over 2,850 datasets from 13 Catalan and Spanish open data portals, enabling natural language search and real-time queries of public… | 21 stars · 3 forks | No one-command install · Source | |
| 400 | 74.510 | exasol-mcp-servermcp · back-end | Provides an LLM access to the Exasol database via MCP tools, enabling reading of database metadata and execution of data reading queries. | 18 stars · 4 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.