Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 401 | 43.275 | deepseek-mcp-imagemcp · ai-agents | Provides image recognition for text-only LLMs like DeepSeek by bridging to SenseNova multimodal model, enabling image description via the… | 4 stars | No one-command install · Source | |
| 401 | 43.275 | never00miss-allan-memorymcp · ai-agents | Persistent knowledge graph memory for AI coding assistants using FalkorDB, with optional offline mode via local Ollama models. | 4 stars | No one-command install · Source | |
| 401 | 43.275 | tdai-memory-mcpmcp · ai-agents | Local-first MCP memory server that gives AI coding agents long-term memory via SQLite and sqlite-vec, with optional LLM-powered layering. No gateway… | 4 stars | No one-command install · Source | |
| 401 | 43.275 | visionaire-enginemcp · ai-agents | Eyes for AI coding agents: deterministic MCP server that tells the LLM which CSS rule wins, in which file, on which line — and why. Cascade verdicts… | 4 stars | No one-command install · Source | |
| 401 | 43.275 | localmindmcp · ai-agents | A fully local AI stack that provides OpenAI/Anthropic-compatible LLM API, embeddings, mem0 memory, and second-brain RAG via MCP tools, all running… | 4 stars | No one-command install · Source | |
| 401 | 43.275 | dockhandmcp · ai-agents | An MCP server that gives LLMs direct control over a local Docker daemon, enabling container, image, volume, network, and Compose stack management… | 4 stars | No one-command install · Source | |
| 401 | 43.275 | claude-continuity-mcpmcp · ai-agents | Persistent, shared memory for Claude across sessions and clients (Code, Desktop, Cowork) — deterministic diff reads, checkpoints, cross-client task… | 4 stars | No one-command install · Source | |
| 401 | 43.275 | nervous-systemmcp · ai-agents | Governance framework for LLM agents. Exposes seven mechanically-enforced rules plus tools for preflight file protection, audit-chain verification… | 4 stars | No one-command install · Source | |
| 401 | 43.275 | searchless-ngxmcp · ai-agents | An Agentic RAG MCP Server that transforms Paperless-ngx into a conversational document assistant, enabling LLMs to search, filter, and summarize… | 4 stars | No one-command install · Source | |
| 401 | 43.275 | fcp-drawiomcp · ai-agents | MCP server that enables LLMs to create and edit draw.io diagrams using high-level intent commands, with automatic layout and styling. | 4 stars | No one-command install · Source | |
| 401 | 43.275 | nodeseek-mcp-servermcp · ai-agents | An MCP server enabling LLMs to interact with the NodeSeek forum, supporting account status retrieval, daily check-in, post browsing, reading… | 4 stars | No one-command install · Source | |
| 401 | 43.275 | tessera-mcp-servermcp · ai-agents | MCP server for Tessera's LLM cost-optimization layer. Anchored spend, drift detection, recommendations as typed tools. | 4 stars | No one-command install · Source | |
| 401 | 43.275 | openai-ads-mcp-servermcp · ai-agents | An MCP server that exposes the ChatGPT Ads API as tools an LLM host can call. | 4 stars | No one-command install · Source | |
| 401 | 43.275 | l-agencemcp · ai-agents | AI governance framework providing policy enforcement, skills management, memory, and multi-LLM consensus. | 4 stars | No one-command install · Source | |
| 401 | 43.275 | helix-pilotmcp · ai-agents | GUI automation MCP server that enables AI agents to see and control the Windows desktop using a local Vision LLM (Ollama), supporting screenshot… | 4 stars | No one-command install · Source | |
| 401 | 43.275 | jeltzmcp · ai-agents | Connects AI assistants to physical devices via MCP, enabling LLMs to reason about sensor data, perform cross-device correlation, and interpret… | 4 stars | No one-command install · Source | |
| 401 | 43.275 | blackfoil-token-savermcp · ai-agentsalso listed as claude-token-saver-mcp | Offloads routine coding tasks to a local LLM to reduce Claude API token usage. | 4 stars | No one-command install · Source | |
| 401 | 43.275 | android-shizuku-mcpmcp · ai-agents | Enables LLM agents to control Android devices securely via Shizuku and Termux:API, providing a universal shell tool for command execution and… | 4 stars | No one-command install · Source | |
| 401 | 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 | |
| 401 | 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 | |
| 401 | 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 | |
| 401 | 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 | |
| 401 | 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 | |
| 401 | 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 | |
| 426 | 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 | |
| 426 | 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 | |
| 428 | 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 | |
| 428 | 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 | |
| 428 | 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 | |
| 428 | 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 | |
| 428 | 38.412 | llm-tutorialsworkflow · ai-agents | AI drawing learning guide | 3 stars | No one-command install · Source | |
| 428 | 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 | |
| 428 | 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 | |
| 428 | 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 | |
| 428 | 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 | |
| 428 | 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 | |
| 428 | 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 | |
| 428 | 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 | |
| 428 | 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 | |
| 428 | 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 | |
| 428 | 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 | |
| 428 | 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 | |
| 428 | 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 | |
| 428 | 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 | |
| 428 | 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 | |
| 428 | 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 | |
| 428 | 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 | |
| 428 | 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 | |
| 428 | 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 | |
| 428 | 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 | |
| 428 | 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 | |
| 428 | 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 | |
| 428 | 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 | |
| 428 | 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 | |
| 428 | 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 | |
| 428 | 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 | |
| 428 | 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 |
| 460 | 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 |
| 461 | 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 | |
| 461 | 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 | |
| 461 | 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 | |
| 461 | 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 | |
| 461 | 38.066 | skillmatch-mcpmcp · ai-agents | Claude-powered job fit analyzer that analyzes job fit based on GitHub portfolio, resume, and preferences, tracks applications locally. | 2 stars · 1 fork | No one-command install · Source | |
| 461 | 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 | |
| 461 | 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 | |
| 461 | 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 | |
| 461 | 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 | |
| 461 | 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 | |
| 461 | 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 | |
| 461 | 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 | |
| 461 | 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 | |
| 461 | 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 | |
| 461 | 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 | |
| 461 | 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 | |
| 461 | 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 | |
| 461 | 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 | |
| 479 | 32.223 | openllmcmcp · ai-agents | Unified MCP server exposing the full OpenLLM gateway API (one tool per operation), semantic code/docs search, and cross-session memory. | 2 stars | No one-command install · Source | |
| 479 | 32.223 | stevepridemore-graph-memorymcp · ai-agents | Personal knowledge graph for Claude on Neo4j. Typed entities (Person/Project/Decision/Preference/Concept), bi-temporal edge validity… | 2 stars | No one-command install · Source | |
| 479 | 32.223 | data-profiler-mcpmcp · ai-agents | Enables LLMs to profile and analyze tabular data files (CSV, Parquet, Excel, JSON) by extracting schema, statistics, data quality issues, and dtype… | 2 stars | No one-command install · Source | |
| 479 | 32.223 | codesamplexmcp · ai-agents | MCP server that helps coding LLMs avoid re-solving common problems by serving verified minimal code samples and compatibility evidence, with tools to… | 2 stars | No one-command install · Source | |
| 479 | 32.223 | fastmcp-gatewaymcp · ai-agents | Aggregates tools from multiple upstream MCP servers and exposes them through 4 meta-tools, enabling LLMs to discover and use hundreds of tools without… | 2 stars | No one-command install · Source | |
| 479 | 32.223 | amicusmcp · ai-agents | Enables multi-model LLM council reviews and parallel sidecar conversations within Claude, allowing Claude to orchestrate structured reviews from… | 2 stars | No one-command install · Source | |
| 479 | 32.223 | mnememcp · ai-agents | Vault-native, accountable memory for Claude Code and MCP clients. Markdown is the source of truth, no LLM on the Stop path. | 2 stars | No one-command install · Source | |
| 479 | 32.223 | vbot-mind-mcpmcp · ai-agents | Provides a runtime for autonomous virtual robot brains, sitting between game engines and LLM inference to offer perception ingestion, LLM-driven… | 2 stars | No one-command install · Source | |
| 479 | 32.223 | sandraschi-openmanusmcp · ai-agents | Bridges OpenManus AI agent framework with editor workflows, providing prompt execution, job polling, a web dashboard, and local LLM chat integration. | 2 stars | No one-command install · Source | |
| 479 | 32.223 | ai-books-mcp-servermcp · ai-agents | Extends large language model context length up to 60 times using gravitational memory, designed for Claude Code and Anthropic AI models. | 2 stars | No one-command install · Source | |
| 479 | 32.223 | ai-hubmcp · ai-agents | A self-hosted server providing shared memory, RAG document search, project maps, and role-based prompts for all AI agents via MCP and REST, enabling… | 2 stars | No one-command install · Source | |
| 479 | 32.223 | privacyscrubber-mcpmcp · ai-agents | Sanitizes text and files by removing PII, secrets, and custom patterns locally before sending to LLMs, with optional reverse-scrubbing. | 2 stars | No one-command install · Source | |
| 479 | 32.223 | inferbenchmcp · ai-agents | InferBench's MCP server lets coding agents run, serve and benchmark local LLMs (text + image, llama.cpp + Stable Diffusion) on your own hardware on… | 2 stars | No one-command install · Source | |
| 479 | 32.223 | jackchuka-slack-climcp · ai-agents | CLI tool and server for full CRUD operations on Slack channels, messages, users, files, and reactions with JSON-first output optimized for LLM agents. | 2 stars | No one-command install · Source | |
| 479 | 32.223 | fittokmcp · ai-agents | An MCP server that filters and compresses context by 80-90% before sending to an LLM, using code knowledge graphs and compression. | 2 stars | No one-command install · Source | |
| 479 | 32.223 | model-councilmcp · ai-agents | An MCP server that seats multiple LLMs as a council, letting your assistant query them in parallel or in sequence, relay answers for cross-critique… | 2 stars | No one-command install · Source | |
| 479 | 32.223 | apartment-hunter-mcp-servermcp · ai-agents | An MCP server for rental apartment aggregation, enabling geographic polygon search, semantic vector search, and LLM-powered analysis. Integrates with… | 2 stars | No one-command install · Source | |
| 479 | 32.223 | ilinxa-capturemcp · ai-agents | Enables AI agents to extract video frames at configurable FPS and compose them into grid sheets for multimodal LLMs, with support for video download… | 2 stars | No one-command install · Source | |
| 479 | 32.223 | helldivers2-mcpmcp · ai-agents | Provides live Helldivers 2 galactic war data including war status, major orders, planet details, dispatches, Steam news, and DSS status to LLMs. | 2 stars | No one-command install · Source | |
| 479 | 32.223 | orbitmcpmcp · ai-agents | A lightweight, air-gapped desktop cockpit connecting local LLMs (Llama 3.2) to standard MCP tools with deterministic hardware safety, acting as an… | 2 stars | No one-command install · Source | |
| 479 | 32.223 | rephonicmcp · ai-agents | Give AI agents and LLMs access to podcast data from Rephonic — covering 3+ million podcasts with listener estimates, demographics, contact details… | 2 stars | No one-command install · Source | |
| 479 | 32.223 | copalmcp · ai-agents | Copal is a self-hosted memory layer for LLMs, providing a persistent knowledge hub via MCP. It allows AI assistants to store and retrieve memory… | 2 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.