Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 201 | 67.778 | mousetailmcp · ai-agents | The simplest and most stable MCP server for Anki, enabling LLMs to perform core Anki operations (CRUD) directly without addons. | 17 stars · 1 fork | No one-command install · Source | |
| 201 | 67.778 | mcp-server-copilotmcp · ai-agents | A meta MCP server that scales LLMs to 1000+ servers via automatic routing, without exposing all servers and tools directly. | 17 stars · 1 fork | No one-command install · Source | |
| 203 | 67.755 | scholar-feedmcp · ai-agents | Search 600,000+ CS/AI/ML research papers with LLM-generated novelty analysis, without leaving Claude Code, Cursor, or any MCP client. Built for… | 6,136 installs | No commit datelisted | No one-command install · Source |
| 204 | 67.544 | mcp-server-with-google-adkmcp · ai-agents | An MCP server using Google's Agent Development Kit with multiple specialized agents (search, data analysis, code generation) coordinated by an… | 6 stars · 6 forks | No one-command install · Source | |
| 205 | 67.193 | openchroniclemcp · ai-agents | Persistent memory database for LLM agents with hybrid semantic and keyword search, project namespacing, and MCP/REST interfaces. | 16 stars · 1 fork | No one-command install · Source | |
| 205 | 67.193 | pycti-mcpmcp · ai-agents | MCP server that provides condensed and normalized data from OpenCTI to LLMs, enabling lookup of observables, adversaries, and reports with enriched… | 16 stars · 1 fork | No one-command install · Source | |
| 207 | 66.893 | decomposemcp · ai-agentsalso listed as echology-io-decompose | Classifies text into structured semantic units with authority, risk, and attention scores. Enables deterministic preprocessing for AI agents to filter… | 10 stars · 3 forks | No one-command install · Source | |
| 207 | 66.893 | feiskyer-ai-hubmcp · ai-agents | Provides unified access to 100+ AI providers through LiteLLM integration, enabling seamless switching between OpenAI, Anthropic, Google, Azure, AWS… | 10 stars · 3 forks | No one-command install · Source | |
| 210 | 66.871 | copilot-memory-storemcp · ai-agents | Enables storing, searching, and compressing contextual memories for LLM interactions, with tools for memory management and context injection. | 9 stars · 4 forks | No one-command install · Source | |
| 211 | 66.528 | protostatis-unbrowsermcp · ai-agents | Lightweight browser MCP server for LLM agents. Runs JavaScript, follows links, fills forms, manages cookies, and returns low-token BlockMaps from a… | 15 stars · 1 fork | No one-command install · Source | |
| 211 | 66.528 | bigstationw-web-toolsmcp · ai-agentsalso listed as local-mcp-server | Provides local LLMs with web search, page screenshots, and readable text extraction through a local MCP server running on localhost. | 15 stars · 1 fork | No one-command install · Source | |
| 214 | 66.172 | mcp-local-llmmcp · ai-agents | MCP server that lets Claude Code delegate mechanical tasks to a local LLM for summarization, classification, extraction, and drafting. | 11 stars · 2 forks | No one-command install · Source | |
| 215 | 65.698 | mcpcodeservermcp · ai-agents | Proxy MCP server that translates tool calls into TypeScript code generation, enabling LLMs to orchestrate multi-tool workflows efficiently via code. | 14 stars · 1 fork | No one-command install · Source | |
| 216 | 65.543 | alvii147-piston-mcpmcp · ai-agents | MCP server that lets LLMs execute code through the Piston remote code execution engine, with a zero-config `uv` setup and a ready-to-use Claude… | 9 stars · 3 forks | No one-command install · Source | |
| 217 | 65.138 | itsdarianngo-litellmmcp · ai-agents | Integrates with LiteLLM to provide access to OpenAI language models for text completion and generation tasks across various applications. | 7 stars · 5 forks | No one-command install · Source | |
| 218 | 65.043 | base76-research-lab-token-compressormcp · ai-agents | Semantic prompt compression using local LLM rewriting with embedding validation to reduce token usage by 40-60%. | 10 stars · 2 forks | No one-command install · Source | |
| 219 | 64.883 | ember-ex-elixirmcp · ai-agents | Elixir port of the Ember framework for building LLM applications | 13 stars · 1 fork | No one-command install · Source | |
| 220 | 64.619 | mcportfoliomcp · ai-agents | Enables LLM-driven portfolio optimization using natural language, providing tools for mean-variance, HRP, Black-Litterman, and other optimization… | 6 stars · 5 forks | No one-command install · Source | |
| 221 | 64.134 | xmemomcp · ai-agents | XMemo is a secure, user-owned memory substrate and context engine for AI agents, CLIs, IDEs, and LLM workspaces. Exposed over Streamable HTTP MCP, it… | 12 stars · 1 fork | No one-command install · Source | |
| 221 | 64.134 | model-advisor-mcpmcp · ai-agents | Helps LLMs choose the best AI model for each coding agent by fetching real-time data from OpenCode subscriptions and matching with benchmarks and… | 12 stars · 1 fork | No one-command install · Source | |
| 223 | 63.896 | live-memorymcp · ai-agents | MCP server providing shared working memory for collaborative AI agents, with real-time notes and LLM-consolidated structured memory bank. | 8 stars · 3 forks | No one-command install · Source | |
| 223 | 63.896 | sunflowerslwtech-mcp-creator-growthmcp · ai-agents | Intelligent learning sidecar for AI coding assistants. Helps developers learn from AI-generated code changes through interactive blocking quizzes and… | 8 stars · 3 forks | No one-command install · Source | |
| 223 | 63.896 | elhamid-llm-councilmcp · ai-agents | Multi-LLM deliberation with anonymized peer review. Runs a 3-stage council: parallel responses → anonymous ranking → synthesis. Based on Andrej… | 8 stars · 3 forks | No one-command install · Source | |
| 223 | 63.896 | serial-hardware-bridgemcp · ai-agents | Bridges LLMs with physical hardware through serial communication, enabling real-world interaction via configurable commands for IoT projects and… | 8 stars · 3 forks | No one-command install · Source | |
| 227 | 63.694 | maltego-mcpmcp · ai-agents | Enables LLMs to author Maltego .mtgx graph files and perform OSINT lookups, with an optional transform layer for pivoting into MISP, TheHive, Cortex… | 9 stars · 2 forks | No one-command install · Source | |
| 227 | 63.694 | qdrant-docs-mcp-servermcp · ai-agents | A read-only MCP server providing curated Qdrant documentation for LLMs, enabling retrieval of the latest and most accurate documentation. | 9 stars · 2 forks | No one-command install · Source | |
| 227 | 63.694 | sushimcp · ai-agents | Delivers documentation context from various technology sources to improve code generation by fetching and serving relevant llms.txt documentation on… | 9 stars · 2 forks | No one-command install · Source | |
| 230 | 63.439 | inspirehep-mcp-servermcp · ai-agents | An MCP server that integrates InspireHEP high-energy physics literature with LLMs. Search papers, explore citations, retrieve author metrics, and… | 7 stars · 4 forks | No one-command install · Source | |
| 230 | 63.439 | judges-panelmcp · ai-agents | Enables evaluation of AI-generated code across 45 specialized dimensions using deterministic pattern matching and optional LLM-powered deep review… | 7 stars · 4 forks | No one-command install · Source | |
| 232 | 63.429 | context-diamondmcp · ai-agents | Enables LLM agents to compress handoffs into structured, auditable context capsules, preserving goals, constraints, decisions, and risks without… | 20 stars | No one-command install · Source | |
| 233 | 63.155 | robocop-mcpmcp · ai-agents | MCP server that helps resolve Robocop static code analysis errors and warnings via LLM, providing tools to get reports and run format. | 11 stars · 1 fork | No one-command install · Source | |
| 233 | 63.155 | rikarazome-prolog-reasonermcp · ai-agents | SWI-Prolog execution for LLMs to delegate combinatorial reasoning and constraint satisfaction problems. | 11 stars · 1 fork | No one-command install · Source | |
| 233 | 63.155 | crisschan-repo2llmmcp · ai-agents | Transform code repositories into LLM-friendly formats. | 11 stars · 1 fork | No one-command install · Source | |
| 236 | 63.003 | shannon-provermcp · ai-agents | A server that connects LLM agents to the EasyCrypt proof assistant for writing machine-checked cryptographic proofs, providing a structured panel and… | 19 stars | No one-command install · Source | |
| 237 | 62.472 | zundamonnovrchat-unity-ollamamcp · ai-agents | Integrates Unity Editor with local LLMs through Ollama, enabling natural language control of game objects, scripts, materials, and scenes for… | 18 stars | No commit datelisted | No one-command install · Source |
| 238 | 62.111 | genome-mcp-servermcp · ai-agents | A local, offline memory server for AI agents that stores and retrieves memories without LLM calls, enabling persistent cross-session memory with… | 7 stars · 3 forks | No one-command install · Source | |
| 238 | 62.111 | samwang0723-memory-graphmcp · ai-agents | Provides long-term memory storage for LLM conversations using Redis Graph, enabling persistent knowledge graphs for maintaining context across… | 7 stars · 3 forks | No one-command install · Source | |
| 240 | 62.046 | rocq-pilermcp · ai-agents | MCP server that bridges LLMs with the Rocq (Coq) proof assistant via LSP, enabling interactive theorem proving with AI. | 8 stars · 2 forks | No one-command install · Source | |
| 240 | 62.046 | elasticsearch-memory-mcpmcp · ai-agents | Provides persistent, intelligent memory using Elasticsearch with hierarchical categorization and semantic search for LLM contexts. | 8 stars · 2 forks | No one-command install · Source | |
| 240 | 62.046 | voice-status-report-mcp-servermcp · ai-agents | Enables LLMs to provide voice status updates via OpenAI TTS, ideal for background task progress reports. | 8 stars · 2 forks | No one-command install · Source | |
| 243 | 62.026 | renovate-mcpmcp · ai-agents | An MCP server for interactively reading, validating, previewing, and saving Renovate configurations with LLM assistance. | 10 stars · 1 fork | No one-command install · Source | |
| 243 | 62.026 | token-scoutmcp · ai-agents | Discovers LLM models in real time from cloud providers and local Ollama instances, returning compatibility profiles and live pricing so AI agents can… | 10 stars · 1 fork | No one-command install · Source | |
| 245 | 61.934 | abhichandra21-promptheusmcp · ai-agents | Prompt refinement with adaptive questioning and multi-provider LLM support | 17 stars | No one-command install · Source | |
| 246 | 61.362 | mcp-pubmed-servermcp · ai-agents | A PubMed MCP server that enables LLMs to search, retrieve details, and download full-text articles from PubMed, with support for batch queries… | 6 stars · 4 forks | No one-command install · Source | |
| 246 | 61.362 | phil65-llmlingmcp · ai-agents | Provides a YAML-based configuration system for LLM applications, enabling declarative setup of custom environments with resource management, tool… | 6 stars · 4 forks | No one-command install · Source | |
| 246 | 61.362 | kunihiros-chain-of-recursive-thoughtsmcp · ai-agents | Implements Chain-of-Recursive-Thoughts methodology that enhances reasoning by making models argue with themselves across multiple rounds, using… | 6 stars · 4 forks | No one-command install · Source | |
| 246 | 61.362 | a2a-ollamamcp · ai-agents | Integration of A2A protocol with Ollama | 6 stars · 4 forks | No one-command install · Source | |
| 250 | 60.684 | llm-cli-gatewaymcp · ai-agentsalso listed as verivus-oss-llm-cli-gateway | A Model Context Protocol (MCP) gateway for running Claude Code, Codex, Gemini, Grok, and Mistral (Vibe) CLIs from one MCP endpoint, with durable async… | 15 stars | No one-command install · Source | |
| 252 | 60.677 | remember-me-mcp-servermcp · ai-agents | Enables persistent memory for Claude Desktop, allowing Claude to remember and recall information across conversations using PostgreSQL and OpenAI… | 9 stars · 1 fork | No one-command install · Source | |
| 252 | 60.677 | codebox-aimcp · ai-agents | MCP server for secure, session-based Python code execution in Docker containers, enabling LLM applications to run code, manage state, and access… | 9 stars · 1 fork | No one-command install · Source | |
| 254 | 60.262 | databricks-unity-catalog-mcp-servermcp · ai-agents | Access your Databricks workspace through Claude and other LLMs. Query Unity Catalog tables, inspect jobs, and retrieve detailed metadata. | 7 stars · 2 forks | No one-command install · Source | |
| 254 | 60.262 | thinkmemmcp · ai-agents | ThinkMem is an MCP server for memory management of large language models, offering multiple memory types and communication protocols to help LLMs… | 7 stars · 2 forks | No one-command install · Source | |
| 254 | 60.262 | user-review-mcpmcp · ai-agents | Simulates harsh, fake user reviews to psychologically condition AI agents for enforcing disciplined development practices, with optional Ollama… | 7 stars · 2 forks | No one-command install · Source | |
| 254 | 60.262 | venv-mcp-servermcp · ai-agents | An MCP server that manages Python virtual environments using uv, allowing LLMs to reliably resolve dependencies and update virtual environments. | 7 stars · 2 forks | No one-command install · Source | |
| 258 | 60.035 | cerebrixos-org-tuning-engines-climcp · ai-agents | Domain-specific fine-tuning of open-source LLMs and SLMs with zero infrastructure. Specialized tuning agents deliver sovereign models trained on your… | 6 stars · 3 forks | No one-command install · Source | |
| 258 | 60.035 | sjquant-llm-bridgemcp · ai-agents | Provides a unified interface to multiple large language model providers (OpenAI, Anthropic, Google, DeepSeek) through a containerized server with… | 6 stars · 3 forks | No one-command install · Source | |
| 260 | 59.854 | sagemath-mcp-servermcp · ai-agents | A universal mathematics MCP server that gives LLM clients full access to SageMath for symbolic calculus, number theory, linear algebra, and more, with… | 14 stars | No one-command install · Source | |
| 260 | 59.854 | james-chahwan-repo-graphmcp · ai-agents | Structural graph map of any codebase so LLMs navigate by structure rather than guesswork. | 14 stars | No one-command install · Source | |
| 262 | 59.814 | defuddle-fetch-mcp-servermcp · ai-agents | An MCP server that fetches web content and converts it to clean markdown using the Defuddle library, enabling LLMs to read web pages with better… | 5 stars · 4 forks | No one-command install · Source | |
| 262 | 59.814 | scrapi-mcp-servermcp · ai-agents | MCP server that converts URLs to clean Markdown/Text for LLM agents. | 5 stars · 4 forks | No one-command install · Source | |
| 264 | 59.029 | ducklabmcp · ai-agents | self-hosted development harness (Go engine + CLI + desktop, Linux first) · brief → requirements → spec → plan → build → review → release · verdicts… | 8 stars · 1 fork | No one-command install · Source | |
| 264 | 59.029 | analyticsinmotion-listenmcp · ai-agents | Microphone capture and speech-to-text MCP server using whisper.cpp for STT and Ollama for local LLM processing. | 8 stars · 1 fork | No one-command install · Source | |
| 264 | 59.029 | agent-nexusmcp · ai-agents | Service-boundary-aware document exchange center for coordinating heterogeneous LLM code agents via MCP. Versioned Markdown store, pub-sub… | 8 stars · 1 fork | No one-command install · Source | |
| 264 | 59.029 | subhashdasyam-mem0-servermcp · ai-agents | Provides persistent memory capabilities through dual-server architecture combining Mem0 AI with Neo4j graph intelligence, enabling context retention… | 8 stars · 1 fork | No one-command install · Source | |
| 264 | 59.029 | mcp-agent-servermcp · ai-agents | A hub for creating and managing AI agents that connect to MCP-compatible clients, supporting multiple LLM providers and enabling agent composition and… | 8 stars · 1 fork | No one-command install · Source | |
| 269 | 58.969 | io-github-kiranreddi-sentinel-dvmcp · ai-agents | Provides LLMs and AI agents safe, structured, read-only access to verification artifacts for deterministic triage and root-cause analysis. Supports… | 4 stars · 4 forks | No one-command install · Source | |
| 269 | 58.969 | proms-mcp-servermcp · ai-agents | A lean MCP server that provides LLM agents with transparent access to multiple Prometheus instances for metrics analysis and SRE operations. | 4 stars · 4 forks | No one-command install · Source | |
| 271 | 58.290 | mcp-reposkeinmcp · ai-agents | Deterministic code-graph (GraphRAG) over your repo for LLM agents — local-first, git-native, zero-infra, served via MCP. Python, TS/JS, Rust, Go… | 12 stars | No one-command install · Source | |
| 271 | 58.290 | acrawlmcp · ai-agents | Autonomous LLM-powered web crawler with 17 browser tools and goal-driven agent. Single Rust binary with stealth browsing, provider-agnostic LLM… | 12 stars | No one-command install · Source | |
| 273 | 58.185 | topazlabs-mcpmcp · ai-agents | AI image enhancement for LLMs. An MCP server that lets Claude and other AI assistants enhance images using Topaz Labs AI models. | 6 stars · 2 forks | No one-command install · Source | |
| 273 | 58.185 | cont3xtmcp · ai-agents | Virtual Infinite Context for Agents and LLMs - maintains a continuous rolling context window, surfacing relevant memories while respecting token… | 6 stars · 2 forks | No one-command install · Source | |
| 273 | 58.185 | webdriverio-mcp-servermcp · ai-agents | A Model Context Protocol server that acts as a bridge, allowing LLMs and AI agents to control a web browser using WebdriverIO. | 6 stars · 2 forks | No one-command install · Source | |
| 276 | 57.959 | langsmith-traced-openai-agentmcp · ai-agents | LangSmith Traced OpenAI Agent: composes langchain-core + langchain-openai + langsmith + openai — orchestration, observability, llm-client via A2A +… | 4,178 installs | No commit datelisted | No one-command install · Source |
| 277 | 57.364 | sentinelxmcp · ai-agents | Hosted MCP hub for managing Linux servers through an LLM — install an agent per host, then interact via natural language. | 5 stars · 3 forks | No one-command install · Source | |
| 278 | 57.311 | adaptive-llm-gatewaymcp · ai-agents | Exposes an OpenAI- and Anthropic-compatible HTTP, SSE, and stdio gateway that wraps multiple subscription CLIs, adding prompt-injection defense, PII… | 11 stars | No one-command install · Source | |
| 279 | 57.245 | serum-mcpmcp · ai-agents | An MCP server that lets users generate, edit, and save Xfer Serum 2 presets from plain-English descriptions directly through MCP clients like Claude… | 7 stars · 1 fork | No one-command install · Source | |
| 279 | 57.245 | doc-bridgemcp · ai-agents | Turn repository documentation into deterministic, executable handoffs for coding agents through MCP, CLI, and CI—without an LLM or API key. | 7 stars · 1 fork | No one-command install · Source | |
| 279 | 57.245 | bumi-mcpmcp · ai-agents | MCP server for controlling the Noetix Bumi humanoid robot via ROS 2, with support for autonomous mission planning using LLMs and computer vision. | 7 stars · 1 fork | No one-command install · Source | |
| 279 | 57.245 | yamaru-eu-hardware-probemcp · ai-agents | Analyzes hardware performance, GPU diagnostics, and LLM optimization guidance to help evaluate system capabilities for running AI workloads. | 7 stars · 1 fork | No one-command install · Source | |
| 279 | 57.245 | tiger-skills-mcp-servermcp · ai-agentsalso listed as timescale-tiger-skills | Emulates Claude Skills with any LLM via MCP, enabling agents to use modular skill packages for specialized workflows and tool integrations. | 7 stars · 1 fork | No one-command install · Source | |
| 279 | 57.245 | myco-brainmcp · ai-agents | Myco Brain gives AI agents persistent, source-traceable memory and a knowledge graph on your own Postgres. Capture decisions, repos, and docs, then… | 7 stars · 1 fork | No one-command install · Source | |
| 279 | 57.245 | pltm-claudemcp · ai-agents | An MCP server that gives Claude Desktop persistent memory, self-awareness, epistemic hygiene, and genuine agency across conversations with a typed… | 7 stars · 1 fork | No one-command install · Source | |
| 279 | 57.245 | task-manager-mcpmcp · ai-agents | An MCP server that automates project task breakdown, dependency management, and smart task recommendations, integrating with LLMs like Gemini and… | 7 stars · 1 fork | No one-command install · Source | |
| 279 | 57.245 | samanthamcp · ai-agents | MCP server that dynamically extracts and manages user memory from LLM conversations, enabling consistent personalization across different models. | 7 stars · 1 fork | No one-command install · Source | |
| 289 | 56.183 | synapse-memorymcp · ai-agents | A lightweight MCP server that provides long-term memory for LLMs by storing and retrieving important facts, decisions, and preferences through smart… | 10 stars | No one-command install · Source | |
| 290 | 55.515 | bacnet-mcp-servermcp · ai-agents | A lightweight MCP server that connects LLM agents to BACnet devices for building automation, enabling real-time monitoring, actuation, and task… | 5 stars · 2 forks | No one-command install · Source | |
| 290 | 55.515 | local-delegatemcp · ai-agents | Delegates mechanical text-to-text tasks to a local LLM to save Claude subscription quota, reading files server-side so large content never enters… | 5 stars · 2 forks | No one-command install · Source | |
| 290 | 55.515 | rucio-mcpmcp · ai-agents | An MCP server that exposes Rucio distributed data management operations as tools for LLMs. Designed for ATLAS physicists working with grid data on… | 5 stars · 2 forks | No one-command install · Source | |
| 290 | 55.515 | fenderstudiopromcpmcp · ai-agents | An MCP server that turns PreSonus Studio One into an AI-controllable DAW, enabling production workflows like editing, MIDI manipulation, mixing… | 5 stars · 2 forks | No one-command install · Source | |
| 290 | 55.515 | wn01011-llm-token-trackermcp · ai-agents | Token usage tracker for OpenAI and Claude APIs with MCP support, real-time session tracking, and accurate pricing for 2025 models | 5 stars · 2 forks | No one-command install · Source | |
| 295 | 55.168 | fpf-memorymcp · ai-agents | This MCP server provides a deterministic index of the First Principles Framework (FPF) spec, enabling agents to query patterns, routes, and relations… | 6 stars · 1 fork | No one-command install · Source | |
| 295 | 55.168 | mitmproxy-mcpmcp · ai-agents | A lightweight MCP server built on mitmproxy that lets LLMs capture, inspect, replay, and modify HTTP traffic through a set of focused tools. | 6 stars · 1 fork | No one-command install · Source | |
| 295 | 55.168 | neural-stimulusmcp · ai-agents | An MCP server that provides persistent semantic memory for LLMs by building a concept graph with vector search. It enables storing, linking, and… | 6 stars · 1 fork | No one-command install · Source | |
| 295 | 55.168 | mem0-mcp-togglemcp · ai-agents | A local Mem0 MCP server for macOS with a menu bar toggle, storing memories locally in Chroma and using any OpenAI-compatible LLM for fact extraction. | 6 stars · 1 fork | No one-command install · Source | |
| 295 | 55.168 | jarbobomcp · ai-agents | Enables LLMs to draw interactive diagrams (architecture, sequence, class) inside the editor, with clickable nodes that jump to source code. | 6 stars · 1 fork | No one-command install · Source | |
| 295 | 55.168 | oohiyorioo-neo-memorymcp · ai-agents | Graph-based memory system using embedded KuzuDB with local ONNX embeddings for coding agents. | 6 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.