Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 701 | 52.498 | softjapan-ollamamcp · back-end | Connects AI assistants to locally-hosted Ollama models with specialized servers for retrieving time and weather information through a lightweight… | 5 stars · 1 fork | No one-command install · Source | |
| 701 | 52.498 | pietrozullo-browser-usemcp · browser | Enables AI to automate web browsing tasks through a unified interface that accepts natural language instructions for navigation, searching, and data… | 5 stars · 1 fork | No one-command install · Source | |
| 703 | 52.443 | rancher-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that exposes the Rancher Manager v2.x API to LLM clients. | 3 stars · 3 forks | No one-command install · Source | |
| 704 | 52.288 | gergelyszerovay-qdrant-retrievemcp · database | Enables semantic search across multiple document collections using Qdrant vector database integration, allowing natural language queries with… | 5 forks | No one-command install · Source | |
| 705 | 52.135 | gemini-embedding-2-mcp-servermcp · ai-agents | A multimodal local memory MCP server that lets AI agents search across text, PDFs, images, audio, and video using Gemini Embedding 2 and a local… | 4 stars · 2 forks | No one-command install · Source | |
| 705 | 52.135 | jaspertvdm-mcp-server-ollama-bridgemcp · back-end | Bridge to local Ollama LLM server. Run Llama, Mistral, Qwen and other local models through MCP. | 4 stars · 2 forks | No one-command install · Source | |
| 705 | 52.135 | psx-mcpmcp · ai-agents | MCP server that exposes Pakistan Stock Exchange data (quotes, dividends, announcements, indices) as LLM-callable tools, enabling conversational market… | 4 stars · 2 forks | No one-command install · Source | |
| 705 | 52.135 | hanselhansel-aeo-climcp · search | Audit URLs for AI crawler readiness — checks robots.txt, llms.txt, JSON-LD schema, and content density with 0-100 AEO scoring. | 4 stars · 2 forks | No one-command install · Source | |
| 705 | 52.135 | mercury-spec-opsmcp · ai-agents | Modular prompt engineering for software development analysis | 4 stars · 2 forks | No one-command install · Source | |
| 705 | 52.135 | ptc-mcp-integration-servermcp · search | Integrates PTC Windchill and Creo Parametric with LLM-based clients via the Model Context Protocol, enabling natural language interaction with PLM and… | 4 stars · 2 forks | No one-command install · Source | |
| 705 | 52.135 | mle-kit-mcpmcp · search | Provides ML engineering tools including local/remote bash, text editor, file search, remote GPU helpers via vast.ai, and an OpenRouter LLM proxy. | 4 stars · 2 forks | No one-command install · Source | |
| 705 | 52.135 | deepmyst-mcp-servermcp · ai-agents | Enables intelligent LLM optimization and routing for Claude Desktop and HTTP clients, reducing token usage and automatically selecting the best model… | 4 stars · 2 forks | No one-command install · Source | |
| 705 | 52.135 | uv-mcpmcp · ai-agents | Enables LLMs to manage Python environments and dependencies via uv, supporting package inspection, installation, and requirement management. | 4 stars · 2 forks | No one-command install · Source | |
| 705 | 52.135 | j5ik2o-shared-knowledge-ragmcp · search | Enables AI systems to access and retrieve information from multiple vector store backends including HNSWLib and Weaviate, providing a unified… | 4 stars · 2 forks | No one-command install · Source | |
| 715 | 51.401 | dead-lettermcp · comms | MCP server that converts .eml email exports (Gmail, Outlook, and other archives) into clean Markdown with YAML front matter — splitting reply threads… | 7 stars | No one-command install · Source | |
| 715 | 51.401 | nautilus-compassmcp · ai-agents | Enables AI agents to retain memory of past interactions and detect behavioral drift, preventing repeated mistakes without LLM token extraction. | 7 stars | No one-command install · Source | |
| 715 | 51.401 | wctxmcp · ai-agents | Wctx is an MCP server that captures structured, evidence-backed context from completed coding agent sessions and serves it to future sessions… | 7 stars | No one-command install · Source | |
| 715 | 51.401 | zerofusemcp · ai-agents | An MCP server that enables agents to automate refusal direction removal from open-weight LLMs via Optuna-driven search, producing standard Hugging… | 7 stars | No one-command install · Source | |
| 715 | 51.401 | bergaufmcp · ai-agents | Lets an LLM plan hikes anywhere in Switzerland by combining named routes, elevation profiles, weather forecasts, and public transport. | 7 stars | No one-command install · Source | |
| 715 | 51.401 | zvec-mcp-servermcp · database | Enables LLMs to interact with Zvec vector database through tools for collection management, document operations, vector search, and AI-powered… | 7 stars | No one-command install · Source | |
| 715 | 51.401 | context-guardianmcp · ai-agents | MCP server that cuts cloud LLM costs 36-42% by indexing context locally and giving agents precision retrieval tools instead of raw context dumps. | 7 stars | No one-command install · Source | |
| 715 | 51.401 | sarpixelpioneer-kimi-memorymcp · database | Persistent memory system using ChromaDB vector storage and Ollama local embeddings. | 7 stars | No one-command install · Source | |
| 715 | 51.401 | bettyguo-seekqmcp · search | Semantic code search tool for local codebases using BGE-Small embeddings, tree-sitter-aware chunking, and hybrid BM25 retrieval via MCP. | 7 stars | No commit datelisted | No one-command install · Source |
| 724 | 50.895 | coresignalmcp · ai-agents | Access comprehensive B2B data on companies, employees, and job postings for your LLMs and AI workflows. | 2 stars · 3 forks | No one-command install · Source | |
| 724 | 50.895 | guerinjeanmarc-neo4j-graphragmcp · searchalso listed as neo4j-graphrag-mcp-server | Combines vector similarity search, fulltext search, and search-augmented Cypher queries with automatic data sanitization and token-aware response… | 2 stars · 3 forks | No one-command install · Source | |
| 724 | 50.895 | contextweaver-mcp-servermcp · search | ContextWeaver is a semantic retrieval engine for AI coding assistants. It combines hybrid search, intelligent context expansion, and token-aware… | 2 stars · 3 forks | No one-command install · Source | |
| 724 | 50.895 | eve-ng-mcp-servermcp · ai-agents | An MCP server that gives Claude and other LLM agents programmatic access to EVE-NG network labs, enabling creation, configuration, and management of… | 2 stars · 3 forks | No one-command install · Source | |
| 724 | 50.895 | gogabrielordonez-mcp-ragchatmcp · ai-agents | Add RAG-powered AI chat to any website with one command. Local vector store, multi-provider LLM (OpenAI/Anthropic/Gemini), self-contained chat server… | 2 stars · 3 forks | No one-command install · Source | |
| 724 | 50.895 | allora-mcp-servermcp · back-end | Enables AI systems to fetch machine learning inferences and prediction market data from the Allora Network through the Model Context Protocol. | 2 stars · 3 forks | No one-command install · Source | |
| 724 | 50.895 | mcp-sqlite-memory-bankmcp · ai-agents | Dynamic SQLite memory bank with semantic search, table management, and knowledge graphs for LLM agents. | 2 stars · 3 forks | No one-command install · Source | |
| 732 | 49.325 | llmwiki-servemcp · ai-agents | Serves local Markdown wikis as a read-only knowledge source with MCP tools for agent context retrieval. | 6 stars | No one-command install · Source | |
| 732 | 49.325 | gecko-surfmcp · ai-agents | Projects an Agent Surface (deterministic call graph) for any OpenAPI, enabling LLM agents to make correct, chain-of-calls interactions without… | 6 stars | No one-command install · Source | |
| 732 | 49.325 | ros2-medkit-mcpmcp · back-end | A thin MCP adapter that connects an LLM to the ros2_medkit SOVD HTTP API, enabling discovery, data retrieval, operation execution, and configuration… | 6 stars | No one-command install · Source | |
| 732 | 49.325 | skeletongraphmcp · search | Provides function-level structural retrieval for coding agents using tree-sitter, with zero-LLM indexing and MCP serving, enabling exact function… | 6 stars | No one-command install · Source | |
| 732 | 49.325 | universal-memorymcp · ai-agents | A vendor-agnostic cognitive persistence layer for AI agents. Eliminate the "repetition tax" by transporting your context, preferences, and history… | 6 stars | No one-command install · Source | |
| 732 | 49.325 | pangolinfo-amazon-ad-tracker-review-intelligencemcp · ai-agents | Real-time Amazon Sponsored Products (SP) ad placements, keyword tracking, and comprehensive review data for AI Agents. Enables LLMs to autonomously… | 6 stars | No one-command install · Source | |
| 732 | 49.325 | leanscreenmcp · ai-agents | A calibrated faithfulness screen for informal↔Lean 4 statement pairs, served over MCP. It provides deterministic checks and deep LLM-based analysis to… | 6 stars | No one-command install · Source | |
| 732 | 49.325 | denselymcp · ai-agents | Lossless context compression for LLMs, packing text into 2x-8x fewer tokens with byte-exact reconstruction. Provides MCP tools to compress files/text… | 6 stars | No one-command install · Source | |
| 732 | 49.325 | kubesearch-mcpmcp · search | Enables LLMs to search Flux HelmReleases and Argo Applications from kubesearch.dev, and temporarily clone repos to review actual manifests. | 6 stars | No one-command install · Source | |
| 732 | 49.325 | sumitroajiprabowo-llm-wikimcp · ai-agents | Persistent knowledge base using the LLM Wiki pattern with structured markdown files. | 6 stars | No one-command install · Source | |
| 732 | 49.325 | lacausecrypto-sophonmcp · ai-agents | Deterministic context compression layer for agents that reduces prompt, history, code, and shell tokens without LLMs, GPUs, or API keys. | 6 stars | No one-command install · Source | |
| 732 | 49.325 | mnemotreemcp · ai-agents | Mnemotree is an MCP server that provides biologically-inspired memory for LLM agents, enabling storage, retrieval, and analysis of structured… | 6 stars | No one-command install · Source | |
| 732 | 49.325 | marlondivino-opencodemcp · ai-agents | Wraps the OpenCode coding assistant for token-efficient prompt refinement and code analysis with RAG-powered memory using LanceDB and Ollama. | 6 stars | No one-command install · Source | |
| 732 | 49.325 | manideep1822-omnillmmcp · ai-agents | MCP gateway connecting AI assistants to multiple LLM providers including Claude, GPT-4o, and Gemini with real-time monitoring. | 6 stars | No one-command install · Source | |
| 732 | 49.325 | saramali15792-agentragmcp · ai-agents | Agentic RAG MCP server providing persistent semantic memory over private data for Claude. | 6 stars | No one-command install · Source | |
| 732 | 49.325 | litellm-mcp-server-bridgemcp · back-end | Connects Antigravity to a LiteLLM instance, enabling chat completions, model listing, health checks, and more via the Model Context Protocol. | 6 stars | No one-command install · Source | |
| 732 | 49.325 | java-class-analyzer-mcpmcp · ai-agents | MCP server that scans Maven project dependencies, decompiles Java class files, and provides class structure analysis to LLMs for accurate code… | 6 stars | No one-command install · Source | |
| 749 | 49.118 | project-humanmcp · ai-agents | The MCP server incorporate humanity into the LLM response | 4 stars · 1 fork | No one-command install · Source | |
| 749 | 49.118 | davidecolombo-local-file-opsmcp · ai-agents | Delegates file read, write, edit, delete, and rename operations to a local Ollama model to keep file contents out of Claude's context. | 4 stars · 1 fork | No one-command install · Source | |
| 749 | 49.118 | adomcpmcp · database | AdoMcp is a Model Context Protocol (MCP) server that helps large language models (LLMs) understand database structure, read table comments, and… | 4 stars · 1 fork | No one-command install · Source | |
| 749 | 49.118 | parkour-mcpmcp · back-end | A content exploration MCP server that helps LLMs surface high-signal, unsummarized web content through clean APIs and Markdown conversion, with… | 4 stars · 1 fork | No one-command install · Source | |
| 749 | 49.118 | indhar01-memographmcp · ai-agentsalso listed as io-github-indhar01-memograph | Graph-based memory system for LLMs with knowledge graphs, hybrid search, and semantic embeddings. | 4 stars · 1 fork | No one-command install · Source | |
| 749 | 49.118 | pdf-analyzermcp · ai-agents | Enables AI agents to read and analyze PDF documents for natural language Q\&A. Supports multiple LLM providers including Google Gemini, Anthropic… | 4 stars · 1 fork | No one-command install · Source | |
| 749 | 49.118 | exasol-mcp-server-with-governed-sql-optionmcp · database | Provides LLM access to Exasol database via MCP tools, including metadata reading and data queries, with an optional on-premise text-to-SQL (Governed… | 4 stars · 1 fork | No one-command install · Source | |
| 749 | 49.118 | imladrismcp · ai-agents | Enables multi-LLM deliberation via a council of panel members, judges responses for consensus and contradictions, and returns analysis to the calling… | 4 stars · 1 fork | No one-command install · Source | |
| 749 | 49.118 | zloeber-terraform-ingestmcp · devops | Ingest and analyze Terraform modules from multiple repositories for AI RAG systems | 4 stars · 1 fork | No one-command install · Source | |
| 749 | 49.118 | opencode-llm-wiki-mcp-servermcp · back-end | Enables AI agents to interact with a persistent knowledge graph backend using MCP tools for reading, searching, and analyzing wiki pages with vector… | 4 stars · 1 fork | No one-command install · Source | |
| 749 | 49.118 | geekmai90-remiomcp · search | Manage Remio notes and knowledge base with 8 tools for search, content reading, creation, updates, and RAG queries. | 4 stars · 1 fork | No one-command install · Source | |
| 749 | 49.118 | wikistratamcp · ai-agents | Enables querying and interacting with a Markdown wiki generated from Confluence pages, with search and MCP server for LLM access. | 4 stars · 1 fork | No one-command install · Source | |
| 749 | 49.118 | shipitandpray-mcp-turboquantmcp · ai-agents | LLM quantization via tool call. Convert models to GGUF, GPTQ, and AWQ formats. Recommend optimal quant settings, evaluate quality, and push to Hugging… | 4 stars · 1 fork | No one-command install · Source | |
| 749 | 49.118 | spl-bgu-planningcopilotmcp · ai-agents | A tool-augmented LLM system for the full PDDL planning pipeline, improving reliability without domain-specific training. | 4 stars · 1 fork | No one-command install · Source | |
| 749 | 49.118 | docragmcp · search | Provides RAG (Retrieval Augmented Generation) access to technical documentation through MCP, enabling LLMs to search and retrieve relevant… | 4 stars · 1 fork | No one-command install · Source | |
| 749 | 49.118 | cyanheads-survey-mcp-servermcp · back-end | Enables LLMs to conduct dynamic, conversational surveys with skip logic, session resume, and pluggable storage. | 4 stars · 1 fork | No one-command install · Source | |
| 749 | 49.118 | mandolinemcp · ai-agents | Integrates with Mandoline's LLM evaluation platform to create custom metrics, run evaluations on prompt-response pairs, and retrieve results with… | 4 stars · 1 fork | No one-command install · Source | |
| 749 | 49.118 | vmware-mcp-servermcp · back-end | Enables management of VMware vCenter and ESXi environments, including VM operations, resource management, and automation with Ollama AI and n8n… | 4 stars · 1 fork | No one-command install · Source | |
| 749 | 49.118 | ragingwind-web-llm-playwrightmcp · browser | Provides browser-based local LLM inference by running Web-LLM models entirely in a headless Chromium browser without external API dependencies… | 4 stars · 1 fork | No one-command install · Source | |
| 749 | 49.118 | bangla-news-mcpmcp · back-end | A Model Context Protocol server that retrieves Bangla news headlines and allows querying news by topic for integration with LLMs. | 4 stars · 1 fork | No one-command install · Source | |
| 749 | 49.118 | eliovp-vllm-benchmarkmcp · devops | Benchmarks vLLM deployments by measuring throughput, latency, and token generation speed through natural language test configuration | 4 stars · 1 fork | No one-command install · Source | |
| 771 | 48.479 | esp32-mcp-servermcp · back-end | Bridges the Model Context Protocol (MCP) with ESP32 devices running Tasmota firmware, enabling LLMs to send structured commands like toggling relays… | 1 star · 3 forks | No one-command install · Source | |
| 771 | 48.479 | kanboard-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that exposes Kanboard API functionality to Large Language Models (LLMs), enabling AI assistants to interact with… | 1 star · 3 forks | No one-command install · Source | |
| 771 | 48.479 | mcp-rag-servermcp · search | A Model Context Protocol (MCP) server with Retrieval-Augmented Generation (RAG) for answering questions about imaginary SuperNova documentation… | 1 star · 3 forks | No one-command install · Source | |
| 771 | 48.479 | hedera-mcp-servermcp · back-end | Integrates with a Langchain wrapper to interact with the Hedera network via natural language commands. | 1 star · 3 forks | No one-command install · Source | |
| 775 | 48.150 | logic-mcpmcp · database | Executes advanced logic primitives and cognitive operations via MCP tools, with dynamic LLM configuration and database tracing for reasoning tasks. | 4 forks | No one-command install · Source | |
| 776 | 47.273 | code-intel-mcp-servermcp · back-end | Provides LLMs with code intelligence tools like relationship explanation, PR impact analysis, and health reports via the Model Context Protocol. | 3 stars · 2 forks | No one-command install · Source | |
| 776 | 47.273 | paraview-mcpmcp · ai-agents | Connects ParaView to LLM assistants via the Model Context Protocol, enabling direct Python code execution and pipeline control within the ParaView… | 3 stars · 2 forks | No one-command install · Source | |
| 776 | 47.273 | adampippert-multi-service-gatewaymcp · ai-agents | Provides a unified gateway for LLMs to access GitHub, GitLab, Google Maps, Memory storage, and Puppeteer web automation tools through a Flask-based… | 3 stars · 2 forks | No one-command install · Source | |
| 776 | 47.273 | dockhand-mcpmcp · back-end | Exposes the Dockhand Docker management API as tools for LLMs, enabling container, stack, image, volume, and network management via natural language. | 3 stars · 2 forks | No one-command install · Source | |
| 776 | 47.273 | translategemma-mcp-servermcp · back-end | Enables on-device text translation via a local TranslateGemma LLM API, supporting multiple language pairs with automatic retries and rate limiting for… | 3 stars · 2 forks | No one-command install · Source | |
| 776 | 47.273 | aman-cerp-amanmcpmcp · database | Provides local-first semantic code search with hybrid BM25 and vector embeddings, featuring automatic project indexing and zero-config setup. | 3 stars · 2 forks | No one-command install · Source | |
| 776 | 47.273 | agent-hanju-char-index-mcpmcp · ai-agents | Precise character-level string indexing for LLMs. Provides tools for finding, extracting, and manipulating text by exact character position to solve… | 3 stars · 2 forks | No one-command install · Source | |
| 776 | 47.273 | log-logn-langfuse-mcp-javamcp · observability | Query Langfuse traces, debug exceptions, analyze sessions, scores, datasets, schema, observations and manage prompts. Full observability toolkit for… | 3 stars · 2 forks | No one-command install · Source | |
| 776 | 47.273 | webustlermcp · ai-agents | Enables clean, LLM-ready markdown extraction from any URL with automatic anti-bot bypass. | 3 stars · 2 forks | No one-command install · Source | |
| 776 | 47.273 | mcp-page-capturemcp · browser | An MCP server that uses headless Chromium (Puppeteer) to capture pixel-perfect screenshots and extract DOM from URLs, with LLM-friendly step-based… | 3 stars · 2 forks | No one-command install · Source | |
| 776 | 47.273 | python-sandbox-mcp-servermcp · devops | This is a secure Python code execution server that enables LLMs to run Python code safely in isolated Docker containers, supporting stdout capture and… | 3 stars · 2 forks | No one-command install · Source | |
| 776 | 47.273 | recruitee-mcp-servermcp · back-end | Enables extraction and analysis of candidate profiles from Recruitee recruitment pipelines, optimized for LLM evaluation with clean, bias-free data. | 3 stars · 2 forks | No one-command install · Source | |
| 776 | 47.273 | mcp-synapticmcp · search | A memory-enhanced MCP server with RAG database and expiring memory capabilities, enabling AI systems to store and retrieve memories and documents with… | 3 stars · 2 forks | No one-command install · Source | |
| 776 | 47.273 | nps-explorer-mcp-servermcp · back-end | Provides LLM context on U.S. national parks by integrating National Park Service, Recreation.gov, and weather APIs, enabling queries about park info… | 3 stars · 2 forks | No one-command install · Source | |
| 776 | 47.273 | word-document-formattermcp · other | Enables Microsoft Word document manipulation with text formatting and color control capabilities through python-docx and langchain-mcp-adapters. | 3 stars · 2 forks | No one-command install · Source | |
| 776 | 47.273 | software-mcp-servermcp · back-end | Enables LLMs to list, open, and close installed software on Windows, macOS, and Linux through natural language. | 3 stars · 2 forks | No one-command install · Source | |
| 792 | 46.654 | okandemirel-strada-unitymcp · search | Framework-aware Unity development server with 76 tools, RAG search, and real-time Editor bridge. | 5 stars | No one-command install · Source | |
| 792 | 46.654 | vcv-rack-mcpmcp · search | Enables LLMs to compose VCV Rack modular synth patches by generating plain JSON, with tools for patch creation, catalog search, and live OSC control. | 5 stars | No one-command install · Source | |
| 792 | 46.654 | serial-mcpmcp · ai-agents | MCP server that lets LLMs talk to serial devices: microcontrollers, routers, modems, embedded Linux, anything with a UART. | 5 stars | No one-command install · Source | |
| 792 | 46.654 | charan-place-astramcp · database | MCP server that builds persistent code knowledge graphs using tree-sitter, vector embeddings, and PageRank for semantic code search. | 5 stars | No one-command install · Source | |
| 792 | 46.654 | felixanhalt-figma-contextmcp · front-endalso listed as figma-to-code-mcp | LLM-optimized fork of Figma Context MCP with CSS-aligned properties and 99.5% response size reduction. | 5 stars | No one-command install · Source | |
| 792 | 46.654 | figranium-mcp-servermcp · back-end | Enables LLM clients to discover, create, execute, inspect, and schedule Figranium automation tasks, with rich input validation for self-correction. | 5 stars | No one-command install · Source | |
| 792 | 46.654 | three-ws-ibm-x402-mcpmcp · database | Pay-per-use IBM Granite AI over MCP — chat, code, embeddings, analysis, and forecasting, billed in USDC on Solana. No IBM account required. | 5 stars | No one-command install · Source | |
| 792 | 46.654 | thebrain-mcpmcp · back-end | An MCP server for TheBrain 15 that enables semantic search, graph traversal, and structured writing to a personal knowledge base via its local API. It… | 5 stars | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.