Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 38.412 | llm-tutorialsworkflow · ai-agents | AI drawing learning guide | 3 stars | No one-command install · Source | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 38.412 | ellmos-codecommandermcp · other | Code analysis, JSON repair, encoding fix, format conversion, diff, and regex tools. | 3 stars | No one-command install · Source | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 38.412 | biomarker-mcpmcp · database | Enables querying celltype markers from CellMarker database using natural language. | 3 stars | No one-command install · Source | |
| 1001 | 38.412 | luxter77-kbdbmcp · database | PostgreSQL-backed RAG server that provides semantic search across document embeddings using pgvector, supporting multiple search modalities including… | 3 stars | No one-command install · Source | |
| 1001 | 38.412 | ms-fabric-mcpmcp · database | Enables LLMs to query and explore schemas in Microsoft Fabric lakehouses, warehouses, and SQL databases using natural language, with tools for… | 3 stars | No one-command install · Source | |
| 1001 | 38.412 | luebken-playlistmcp · database | Fetches and indexes YouTube playlist transcripts for quick search through vector embeddings, enabling efficient content discovery without watching… | 3 stars | No one-command install · Source | |
| 1001 | 38.412 | sagacious-satadru-documentation-searchmcp · search | Enables searching and retrieving up-to-date content from popular documentation sites including LangChain, LlamaIndex, and OpenAI through Google search… | 3 stars | No one-command install · Source | |
| 1001 | 38.412 | kgrag-mcp-servermcp · database | Implements the Model Context Protocol for managing, ingesting, and querying structured and unstructured data with integration to graph databases… | 3 stars | No commit datelisted | No one-command install · Source |
| 1001 | 38.412 | nhevers-mica-energymcp · ai-agents | Routes LLM inference compute through distributed nodes powered by cheap renewable energy. | 3 stars | No commit datelisted | No one-command install · Source |
| 1070 | 38.095 | steadyfetchmcp · ai-agents | Reliable web fetching MCP server with built-in retry logic, circuit breaker patterns, caching, and anti-bot bypass. Fetches URLs as raw HTML or clean… | 972 installs | No commit datelisted | No one-command install · Source |
| 1071 | 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 | |
| 1071 | 38.066 | history-ragmcp · search | Local semantic search over Claude Code sessions and shell command history, exposed to Claude Code as an MCP tool. Everything is indexed into one… | 2 stars · 1 fork | No one-command install · Source | |
| 1071 | 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 | |
| 1071 | 38.066 | biterik-openbismcp · ai-agents | Exposes openBIS scientific data management to LLM agents with 30+ tools for browsing, searching, and managing research data. | 2 stars · 1 fork | No one-command install · Source | |
| 1071 | 38.066 | chimeraforgemcp · devops | LLM deployment planner: given a model and a GPU, answers will it fit, will it hit your SLO, and what will it cost. Sizes VRAM and KV-cache from the… | 2 stars · 1 fork | No one-command install · Source | |
| 1071 | 38.066 | codeintel-mcp-servermcp · database | Enables AI agents to perform hybrid code search, get explanations, analyze relations and impacts, retrieve context packs, and generate documentation… | 2 stars · 1 fork | No one-command install · Source | |
| 1071 | 38.066 | llaunchermcp · ai-agents | Manages llama.cpp llama-server instances with tools for lifecycle management, configuration CRUD, and orphan detection, enabling LLM agents to control… | 2 stars · 1 fork | No one-command install · Source | |
| 1071 | 38.066 | multi-llm-mcpmcp · ai-agents | Enables IDE agents to delegate coding tasks to any LLM provider — cloud APIs like NVIDIA NIM, OpenRouter, Groq, DeepSeek or local Ollama models… | 2 stars · 1 fork | No one-command install · Source | |
| 1071 | 38.066 | local-vision-mcpmcp · ai-agents | MCP server for local Ollama vision analysis, enabling text-only agents like Claude Code to inspect images via a single tool. Processes images locally… | 2 stars · 1 fork | No one-command install · Source | |
| 1071 | 38.066 | jarmstrong158-skillmatchmcp · otheralso listed as skillmatch-mcp | Analyze job fit by matching resumes against job descriptions with detailed scoring. | 2 stars · 1 fork | No one-command install · Source | |
| 1071 | 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 | |
| 1071 | 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 | |
| 1071 | 38.066 | logica-mindmcp · ai-agents | Long-term memory for AI agents over MCP — episodic + semantic memory, a temporal knowledge graph, and a dialectic user model, exposed as 32 tools… | 2 stars · 1 fork | No one-command install · Source | |
| 1071 | 38.066 | manos-mcpmcp · front-end | A Model Context Protocol server for ad-hoc UI testing of Android and iOS apps, enabling LLM agents to interact with mobile app UIs and react to… | 2 stars · 1 fork | No one-command install · Source | |
| 1071 | 38.066 | daichi-kudo-llm-advisormcp · ai-agents | Second-opinion responses from Gemini, GPT-4, and other LLMs for cross-model validation. | 2 stars · 1 fork | No one-command install · Source | |
| 1071 | 38.066 | kruschdev-pg-git-semantic-memorymcp · database | PostgreSQL-backed semantic Git storage for AI coding agents with pgvector embeddings, local Ollama models, and temporal decay scoring. | 2 stars · 1 fork | No one-command install · Source | |
| 1071 | 38.066 | triumsebas-unlimitedmcp · ai-agents | Delegate coding and sysops tasks to cheaper agents or local LLMs via durable background job queues. | 2 stars · 1 fork | No one-command install · Source | |
| 1071 | 38.066 | aa-mcpmcp · ai-agents | Enables AI agents to query LLM and multimodal model benchmarks, pricing, speed, and track model updates via structured diffs using the Artificial… | 2 stars · 1 fork | No one-command install · Source | |
| 1071 | 38.066 | yusufkucukates-prompt-optimizermcp · ai-agents | Score and rewrite prompts using a hybrid rule engine with optional Claude or OpenAI LLM enhancement. | 2 stars · 1 fork | No one-command install · Source | |
| 1071 | 38.066 | hoodtronik-ltx-trainermcp · ai-agents | Orchestrates LoRA, IC-LoRA, and full fine-tuning of the Lightricks LTX-2.3 video generation model from any MCP-compatible AI agent. | 2 stars · 1 fork | No one-command install · Source | |
| 1071 | 38.066 | solve-itmcp · ai-agents | MCP server that provides programmatic access to the SOLVE-IT digital forensics knowledge base, enabling LLMs to query, navigate, and search forensic… | 2 stars · 1 fork | No one-command install · Source | |
| 1071 | 38.066 | ruckus-virtual-smartzone-mcp-servermcp · ai-agents | MCP server for managing Ruckus vSZ wireless controllers, providing 52 tools across 12 modules to query and manage APs, WLANs, zones, clients, alarms… | 2 stars · 1 fork | No one-command install · Source | |
| 1071 | 38.066 | mermaid-mcp-appmcp · ai-agents | Renders Mermaid diagrams in an interactive viewer with pan, zoom, and split-view source editing, enabling LLM hosts to create and edit diagrams… | 2 stars · 1 fork | No one-command install · Source | |
| 1071 | 38.066 | engram-memmcp · ai-agents | Enables persistent memory for AI agents, combining episodic and semantic memory with LLM reasoning, accessible via MCP. | 2 stars · 1 fork | No one-command install · Source | |
| 1071 | 38.066 | keiver-image-tiler-mcp-servermcp · ai-agents | Full-resolution vision for LLMs. Tiles large images and captures web pages via Chrome CDP so vision models process every detail without downscaling… | 2 stars · 1 fork | No one-command install · Source | |
| 1071 | 38.066 | openwebui-mcp-servermcp · ai-agents | Connects Claude to Open WebUI, enabling chat management, RAG knowledge bases, files, functions, and prompts directly from Claude. | 2 stars · 1 fork | No one-command install · Source | |
| 1071 | 38.066 | swemo-mcpmcp · ai-agents | An MCP server that provides tools for querying Swedish monetary-policy data from Sveriges Riksbank, including GDP, unemployment, CPI, and policy… | 2 stars · 1 fork | No one-command install · Source | |
| 1071 | 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 | |
| 1071 | 38.066 | rafal-wilinski-apple-notesmcp · search | Integrates with Apple Notes to enable listing, searching, creating, and indexing notes using semantic and full-text search capabilities, leveraging… | 2 stars · 1 fork | 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.