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 | 43.275 | yandex-search-mcpmcp · back-end | Enables Yandex search with advanced content extraction, analysis, and LLM-context formatting through a Model Context Protocol server. | 4 stars | No one-command install · Source | |
| 901 | 43.275 | pygdbmi-mcp-servermcp · back-end | Enables dynamic debugging with GDB via the MCP protocol, allowing LLMs to execute GDB commands, manage breakpoints, control execution, and inspect… | 4 stars | No one-command install · Source | |
| 901 | 43.275 | basst85-local-memorymcp · database | Local memory storage and retrieval using Ollama vector embeddings for persistent AI agent memory. | 4 stars | No one-command install · Source | |
| 901 | 43.275 | llm-memory-mcp-servermcp · ai-agents | A local-first, team-ready MCP server providing durable memory for LLM-based coding workflows with multiple storage backends and fast search. | 4 stars | No one-command install · Source | |
| 901 | 43.275 | memory-bank-mcpmcp · ai-agents | MCP server for semantic code indexing using vector embeddings, enabling AI agents to maintain persistent memory of codebases through natural language… | 4 stars | No one-command install · Source | |
| 901 | 43.275 | openscad-mcpmcp · front-end | Exposes OpenSCAD CLI as MCP tools for validating, rendering, and exporting parametric 3D models. Enables LLM clients to interactively create and… | 4 stars | No one-command install · Source | |
| 901 | 43.275 | llamator-mcp-servermcp · back-end | Enables automated LLM red teaming by submitting asynchronous test runs, retrieving aggregated metrics, and accessing artifacts. | 4 stars | No one-command install · Source | |
| 901 | 43.275 | qrwc-svelte-mcpmcp · front-end | MCP server that provides tools, resources, and prompts to help LLMs build Svelte UI components for Q-SYS systems, including discovering components and… | 4 stars | No one-command install · Source | |
| 901 | 43.275 | llamacpp-mcpmcp · ai-agents | An MCP server for running local LLMs using llama-cpp-python, with built-in tools for generating drug-like molecule SMILES. | 4 stars | No one-command install · Source | |
| 901 | 43.275 | falai-mcp-servermcp · back-end | A FastMCP server that exposes core fal.ai model API operations, enabling model catalogue browsing, search, schema retrieval, inference, queue… | 4 stars | No one-command install · Source | |
| 901 | 43.275 | fgclip-mcpmcp · back-end | MCP server for FG-CLIP embedding services enabling multi-modal similarity computation for text and images. | 4 stars | No one-command install · Source | |
| 901 | 43.275 | damian-pramparo-semantic-contextmcp · search | Provides semantic code search across large codebases using ChromaDB vector storage and configurable embeddings, enabling indexing of local project… | 4 stars | No one-command install · Source | |
| 901 | 43.275 | better-prompts-mcpmcp · database | Automatically extracts actionable methodologies from articles and URLs, stores them in a vector database, and retrieves relevant methods to enhance… | 4 stars | No one-command install · Source | |
| 901 | 43.275 | zxerai-hub-routermcp · database | Centralized hub for managing and routing multiple MCP servers through a web-based dashboard with smart routing capabilities that uses vector… | 4 stars | No one-command install · Source | |
| 901 | 43.275 | mcp-github-advanced-searchmcp · search | Enables LLMs to perform advanced GitHub code searches with intelligent filtering and content retrieval using Playwright automation, optimized for… | 4 stars | No one-command install · Source | |
| 901 | 43.275 | mcp-serveurmcp · ai-agents | A modular and extensible MCP server for managing synchronous and asynchronous tasks, leveraging Docker, BullMQ, and Redis. | 4 stars | No one-command install · Source | |
| 901 | 43.275 | taishikato-supavecmcp · search | Integrates with Supavec to efficiently retrieve contextually relevant embeddings and associated content for enhancing knowledge retrieval and semantic… | 4 stars | No one-command install · Source | |
| 901 | 43.275 | biliscribemcp · ai-agents | Extracts and formats Bilibili video content into structured text for LLM processing and analysis. | 4 stars | No one-command install · Source | |
| 901 | 43.275 | cdgaete-token-scopemcp · ai-agents | Scans codebases to intelligently extract and prioritize files for LLMs while respecting token limits and .gitignore patterns | 4 stars | No one-command install · Source | |
| 901 | 43.275 | ai-content-moderation-mcp-servermcp · back-end | Enables content moderation by checking user input against OpenAI's moderation API via Google ADK, with dual SSE/STDIO transport support and… | 4 stars | No one-command install · Source | |
| 901 | 43.275 | mctx-ai-bible-studymcp · database | Scholarly Bible study with semantic search across 155K verse embeddings, Strong's concordance, and cross-references. | 4 stars | No commit datelisted | No one-command install · Source |
| 901 | 43.275 | smallminds-mongtapmcp · database | Provides a MongoDB-compatible server backed by DataFlood statistical modeling, enabling database creation and querying using natural language without… | 4 stars | No commit datelisted | No one-command install · Source |
| 901 | 43.275 | vmsfigueredo-mcplensmcp · database | Semantic codebase search using Ollama embeddings and SQLite with AST-aware chunking and a web dashboard. | 4 stars | No commit datelisted | No one-command install · Source |
| 924 | 42.840 | scorecardmcp · observability | Evaluate and optimize LLM systems with comprehensive testing and metrics | 3 forks | No one-command install · Source | |
| 924 | 42.840 | nefino-mcp-servermcp · back-end | Provides LLMs with access to news and information about renewable energy projects and planning in Germany via the Nefino API, enabling location-based… | 3 forks | No one-command install · Source | |
| 926 | 41.082 | arda-vector-database-mcp-servermcp · database | Enables semantic code search across multi-language codebases using natural language queries, integrated with Qdrant vector database for fast, cached… | 1 star · 2 forks | No one-command install · Source | |
| 926 | 41.082 | duckduckgo-mcp-agentmcp · ai-agents | A minimal, production-ready MCP server enabling LLMs to perform web searches via DuckDuckGo without API keys, supporting SSE streaming and LM Studio… | 1 star · 2 forks | No one-command install · Source | |
| 926 | 41.082 | pptxgenjs-mcp-servermcp · ai-agents | A production-ready MCP server that enables LLMs to create, modify, and export PowerPoint presentations programmatically using PptxGenJS. | 1 star · 2 forks | No one-command install · Source | |
| 926 | 41.082 | kdb-ai-mcp-servermcp · database | Enables interaction with KDB.AI through natural language for vector database operations, similarity searches, hybrid search, and advanced data… | 1 star · 2 forks | No one-command install · Source | |
| 926 | 41.082 | martinschlott-bettermcpfileservermcp · back-end | Reimagined server for filesystem access with privacy-preserving path aliases and an optimized LLM-friendly API. | 1 star · 2 forks | No one-command install · Source | |
| 926 | 41.082 | open-meteo-mcp-servermcp · back-end | Provides comprehensive access to Open-Meteo weather APIs, including forecasts, historical data, air quality, marine weather, and geocoding, enabling… | 1 star · 2 forks | No one-command install · Source | |
| 926 | 41.082 | meraki-mcp-servermcp · back-end | Enables interaction with the Meraki Dashboard API for LLMs, allowing seamless integration of Meraki network management capabilities within an AI… | 1 star · 2 forks | No one-command install · Source | |
| 926 | 41.082 | firecrawl-simple-mcpmcp · browser | Empowers LLMs to scrape web pages and generate sitemaps through the Firecrawl Simple API, with support for JavaScript rendering and configurable… | 1 star · 2 forks | No one-command install · Source | |
| 934 | 38.412 | iphone-mirror-mcpmcp · ai-agents | An MCP server that lets LLMs drive a real iPhone through macOS iPhone Mirroring, with tools for screen capture, OCR, taps, typing, and Xcode… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | refractmcp · ai-agents | MCP proxy that compresses tool schemas on the fly. Up to 98% token reduction, 100% signal preserved verified after every compression. Zero LLM calls… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | llm-usage-cost-trackermcp · database | A local-first, multi-provider cost meter for LLM usage, exposed as MCP tools. Captures every call into a local SQLite ledger and lets any coding agent… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | pathmarkmcp · database | Local-first memory for MCP clients. It provides shared durable memory without requiring hosted accounts, vector databases, or API keys, and works with… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | hipocampomcp · database | Dual-memory MCP system with PostgreSQL 17 + pgvector + NVIDIA NIM embeddings. 11 tools: search, save, profile, health, auto-repair, stats, tune… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | mcp-standards-servermcp · back-end | A Model Context Protocol (MCP) server that provides intelligent, context-aware access to development standards, enabling LLMs to automatically select… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | keymemmcp · ai-agents | Associative key-graph memory for LLM agents — recall facts by association (recall → read_key → read_memory) instead of vector similarity alone, with… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | sop-mcpmcp · ai-agents | Enables AI agents to execute multi-step Standard Operating Procedures step by step, with enforcement of completion at each step, making LLM behavior… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | vitalygpt-mcpmcp · ai-agents | MCP server providing UX insights from Vitaly Friedman as searchable tools for any LLM. | 3 stars | No one-command install · Source | |
| 934 | 38.412 | contractmeshmcp · ai-agents | ContractMesh is an MCP server that provides a trust-aware engineering knowledge layer, enabling agents to retrieve confirmed decisions, constraints… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | ellmos-codecommandermcp · other | Code analysis, JSON repair, encoding fix, format conversion, diff, and regex tools. | 3 stars | No one-command install · Source | |
| 934 | 38.412 | aimlpm-markcrawlmcp · search | Crawl websites into clean Markdown, search pages, and extract structured data with LLMs. Built-in MCP server for web research and RAG pipelines. | 3 stars | No one-command install · Source | |
| 934 | 38.412 | forkmindmcp · back-end | Local-first MCP server that lets AI agents query their own LLM call history as a branchable DAG and offload conversation context into immutable… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | design-review-mcpmcp · ai-agents | Multi-model adversarial design review MCP server that distributes design documents to multiple LLMs, retrieves project knowledge, and produces… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | concept-ragmcp · search | Enables LLMs to perform conceptual search over local PDF/EPUB documents using a RAG pipeline with corpus-driven concept extraction and WordNet… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | data-studio-mcp-servermcp · database | Enables AI coding agents to securely access 70+ SQL and NoSQL databases via dockit and sqlkit, using plain language queries. It provides a three-tier… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | matmcpmcp · ai-agents | Enables LLM agents to run verified DFT materials workflows (structure fetch, relaxation, band/DOS) with automated convergence gates and physics… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | good-comfyui-mcpmcp · back-end | MCP server for generating AI images with local ComfyUI, featuring a reference-image-to-replication toolchain including Danbooru tag lookup, local… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | adbutler007-pdf-parsermcp · back-end | MCP server for PDF text extraction optimized for LLMs, with figure detection using spatial heuristics and page screenshot rendering without GPU or API… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | noema-ai-mcp-servermcp · search | Exposes document ingestion, retrieval (vector, vectorless, hybrid), and multi-turn chat tools for a LangGraph-powered RAG pipeline with streaming… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | mismemmcp · database | Provides persistent, cooperative memory for LLMs via MCP, with SQLite storage and tools for capturing, recalling, consolidating, crystallizing, and… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | joshuavial-browserplexmcp · browser | Manages multiple named browser instances with support for Chromium and stealth Camoufox browsers, providing session management, navigation, screenshot… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | cavalry-mcpmcp · ai-agents | MCP server for driving Cavalry's 2D motion-graphics engine from LLMs, enabling scene creation and animation via natural language. | 3 stars | No one-command install · Source | |
| 934 | 38.412 | fluree-mcp-servermcp · back-end | A Node.js gateway that exposes FlureeDB functionality through MCP, enabling LLM clients to query, mutate, and manage Fluree ledgers interactively. | 3 stars | No one-command install · Source | |
| 934 | 38.412 | qwen-vision-mcpmcp · ai-agents | Enables text-only LLMs to see images on demand by integrating Qwen vision models via MCP, supporting stateful multi-turn conversations with automatic… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | achatainga-code-contextmcp · ai-agentsalso listed as mcp-code-context | Compresses codebases into LLM-ready context using AST analysis with surgical read/write tools for TypeScript, Python, PHP, and Dart. | 3 stars | No one-command install · Source | |
| 934 | 38.412 | comparedge-pricing-api-mcp-servermcp · back-end | Provides verified pricing data for SaaS, AI tools, and LLMs across 490+ tools. No API key required, returns sourced records with attribution links. | 3 stars | No one-command install · Source | |
| 934 | 38.412 | trustydata-mcp-servermcp · ai-agents | A hosted MCP server for French address data quality, geocoding, and routing, allowing LLMs to verify, normalize, search addresses, and compute routes… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | mikeylong-agent-memorymcp · database | Local-first cross-agent memory layer using SQLite with optional Ollama semantic embeddings for shared durable memory across Codex and Claude Code… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | personal-notes-assistantmcp · ai-agents | MCP server that indexes your Obsidian notes into a Milvus vector database and enables querying them via a local or OpenAI LLM, with real-time… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | compresh-mcpmcp · ai-agents | Provides production-grade context compression for LLM agent conversations with Q-protective ranking, epistemic markers, and semantic store, reducing… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | membotmcp · database | Provides a persistent, versioned, and searchable context store for AI agents with local embedding and hybrid search. | 3 stars | No one-command install · Source | |
| 934 | 38.412 | smartmemorymcp · ai-agents | An MCP server that gives LLMs structured, verifiable memory by storing facts in a knowledge graph and enabling logic-based reasoning through natural… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | tangentstorm-jmcp · back-end | MCP server embedding the J programming language interpreter for executing J code from AI assistants. | 3 stars | No one-command install · Source | |
| 934 | 38.412 | mega-mcpmcp · ai-agents | Turn any public MEGA folder into a knowledge source for Claude & other LLMs | 3 stars | No one-command install · Source | |
| 934 | 38.412 | mcpcraftmcp · back-end | A lightweight SDK for building Model Context Protocol (MCP) servers with zero-config setup, automatic TypeScript type inference, and Zod runtime… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | yaml-to-json-converter-mcp-servermcp · ai-agents | Provides deterministic conversion between YAML and JSON formats, enabling autonomous agents to flawlessly translate complex configurations without LLM… | 3 stars | No one-command install · Source | |
| 934 | 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 | |
| 934 | 38.412 | html-to-markdown-converter-mcpmcp · ai-agents | Converts raw HTML to clean Markdown, optimized for LLM token efficiency and deterministic processing. | 3 stars | No one-command install · Source | |
| 934 | 38.412 | markindex-mcpmcp · search | Enables LLMs to accurately navigate and retrieve information from complex documents using Page Index RAG methodology. | 3 stars | No one-command install · Source | |
| 934 | 38.412 | cctxmcp · ai-agents | Enables Claude Code to reduce token usage by 70-90% using a local LLM for codebase indexing, tool output compression, and turn summarization. | 3 stars | No one-command install · Source | |
| 934 | 38.412 | mcp2oscmcp · ai-agents | Enables natural language control of OSC (OpenSoundControl) messages, allowing users to generate, interpret, validate, and debug OSC messages through… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | aarifmms-keyblindmcp · database | Encrypted secrets vault that blinds AI agents to API keys. Stores secrets in AES-256-GCM encrypted SQLite vault, resolves them at runtime via MCP… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | context-bridgemcp · ai-agents | A unified context layer that connects your local data — repositories, documents, remote machines, and notes — to LLM interfaces through the Model… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | knowledgeplanemcp · ai-agents | MCP server that gives AI agents and teams persistent, shared memory using a knowledge graph with vector embeddings, automatic consolidation of related… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | mirrorethic-temporalmcp · ai-agents | Wall-clock awareness for LLM agents — tracks elapsed time between turns, detects day rollovers, and identifies fresh vs resumed sessions. | 3 stars | No one-command install · Source | |
| 934 | 38.412 | infinite-context-keepermcp · database | MCP server providing context usage estimation, conversation compaction, and durable semantic memory via local embeddings and SQLite. | 3 stars | No one-command install · Source | |
| 934 | 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 | |
| 934 | 38.412 | krusch-memorymcp · database | Persistent local-first semantic memory for AI agents with vector embeddings, temporal decay, and SQLite/PostgreSQL support. | 3 stars | No one-command install · Source | |
| 934 | 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 | |
| 934 | 38.412 | ros-claw-ros2-nav2-navigationmcp · ai-agents | Enables LLMs to control autonomous robot navigation via ROS 2 Nav2 with MuJoCo safety validation, semantic waypoints, and multi-robot support. | 3 stars | No one-command install · Source | |
| 934 | 38.412 | karellen-rr-mcpmcp · ai-agents | Enables LLM-powered debugging with rr reverse execution, allowing record and replay of program execution via GDB/MI for forward and reverse state… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | davidlbatey-distillmcp · ai-agents | Converts saved articles into AI-generated two-host podcasts using LLM dialogue generation and multiple TTS providers. | 3 stars | No one-command install · Source | |
| 934 | 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 | |
| 934 | 38.412 | universal-memory-servicemcp · database | Self-hosted service providing unified memory search and write operations across file-based memory, vector embeddings, and the Graphiti temporal… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | yyyhy-nash-arenamcp · ai-agents | A Chess and Card Game Arena For LLM, Agents can battle in game by mcp | 3 stars | No one-command install · Source | |
| 934 | 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 | |
| 934 | 38.412 | tanmayrawal-rag-document-qamcp · search | RAG-powered document question-answering using FAISS vector search, Sentence Transformers, and Groq LLM for grounded answers from private documents. | 3 stars | No one-command install · Source | |
| 934 | 38.412 | eurostat-mcpmcp · search | Exposes the Eurostat Statistics API, enabling LLMs to discover, explore, and retrieve official EU statistical data through search, dimension… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | mfnogueira-sankhya-erp-docsmcp · search | Semantic search over Sankhya ERP documentation using local RAG with embedded vector index. | 3 stars | No one-command install · Source | |
| 934 | 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 | |
| 934 | 38.412 | hongkongaddressmcpmcp · ai-agents | Enables Hong Kong address lookup and correction using government data, with fuzzy matching and LLM-powered correction for both Chinese and English… | 3 stars | No one-command install · Source | |
| 934 | 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 | |
| 934 | 38.412 | beingpro007-memdxmcp · database | Provides local memory layer using Qdrant vector storage and Ollama embeddings for persistent context storage across conversations, automatically… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | finsliparnmcp · ai-agents | Transforms single-attempt coding into a multi-attempt, test-validated refinement loop by running your actual test suite and feeding failures back to… | 3 stars | No one-command install · Source | |
| 934 | 38.412 | fastmcp-mysql-servermcp · database | A secure and efficient MCP server for MySQL database operations, enabling LLMs to execute SQL queries with read-only access by default and optional… | 3 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.