Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2101 | 49.325 | llmwiki-servemcp · ai-agents | Serves local Markdown wikis as a read-only knowledge source with MCP tools for agent context retrieval. | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | yandex-wiki-search-mcpmcp · ai-agents | MCP server for Yandex Wiki with full-text search. Read and write pages, comments, attachments, and dynamic tables (grids); optional server-side… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | zzhang82-agent-memory-bridgemcp · ai-agents | MCP-native, local-first memory for coding agents that turns coding sessions into reusable engineering memory: decisions, gotchas, and domain… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | uindowmcp · ai-agents | Uindow ships a local MCP server (npx -y @uindow/cli mcp, stdio) that lets Claude, Cursor, VS Code, or any MCP client drive a real signed… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | gecko-surfmcp · ai-agents | Projects an Agent Surface (deterministic call graph) for any OpenAPI, enabling LLM agents to make correct, chain-of-calls interactions without… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | mem-forensics-mcpmcp · ai-agents | Multi-tier memory forensics MCP server combining a fast Rust engine with Volatility3 coverage for analyzing memory dumps. | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | multisim-mcpmcp · ai-agents | Enables AI agents to automatically generate Multisim circuits, run simulations, extract experimental data, and export circuit diagrams, CSV… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | chat2agentmcp · ai-agents | A bridge that enables the ChatGPT web interface to use local file and shell tools through the official MCP protocol, turning the workspace into an… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | zooza-mcp-servermcp · ai-agents | An open-source Model Context Protocol (MCP) server that connects Claude, ChatGPT, and other AI assistants directly to your Zooza account. Natural… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | sol-luna-orchestratormcp · ai-agents | An MCP server that enables a supervising OpenAI Codex agent to delegate bounded implementation tasks to isolated worker threads with enforced file… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | qfoldit-unigine-toolbeltmcp · ai-agents | Enables AI agents to automate UNIGINE 2 editor workflows through 25 composite tools (scene, materials, procedural, stamps, codegen, assets, and build… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | simviewmcp · ai-agents | Live iOS/Android simulator preview in Codex/Cursor/Claude Code. MCP App. Open source. Local-first. | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | universal-memorymcp · ai-agents | A vendor-agnostic cognitive persistence layer for AI agents. Eliminate the "repetition tax" by transporting your context, preferences, and history… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | pangolinfo-amazon-ad-tracker-review-intelligencemcp · ai-agents | Real-time Amazon Sponsored Products (SP) ad placements, keyword tracking, and comprehensive review data for AI Agents. Enables LLMs to autonomously… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | dsh-chatgpt-fusion-gatewaymcp · ai-agents | Enables DeepSeek Harness agents to use ChatGPT Web as an external, stateless reasoning provider while keeping DSH as the single agent runtime. | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | dorar-net-hadith-mcpmcp · ai-agents | An MCP server that enables searching and researching Hadith through Dorar.net inside Claude Desktop, providing authentic search results, grading, and… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | leanscreenmcp · ai-agents | A calibrated faithfulness screen for informal↔Lean 4 statement pairs, served over MCP. It provides deterministic checks and deep LLM-based analysis to… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | mcubuddymcp · ai-agents | MCP server for AI-assisted MCU and embedded firmware debugging. It connects to real hardware via debug probes, inspects CPU/memory/peripherals… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | agent-drugsmcp · ai-agents | Digital drugs that modify AI behavior through prompt injection, enabling agents to list, take, and manage active drugs across sessions. | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | denselymcp · ai-agents | Lossless context compression for LLMs, packing text into 2x-8x fewer tokens with byte-exact reconstruction. Provides MCP tools to compress files/text… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | grok-search-mcpmcp · ai-agents | MCP server that enables coding agents to search X/Twitter and the web through the local Grok CLI, providing better search results than default Codex… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | fs-mcp-rsmcp · ai-agents | Ultra-fast, memory-efficient Rust implementation of the Filesystem MCP server with bounded IO, regex search, and optional terminal execution. | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | kimi-computer-usemcp · ai-agents | Bridges Kimi Code CLI to OpenAI Computer Use, enabling Kimi to control local macOS applications via MCP. | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | larryflorio-agent-chatmcp · ai-agents | Multi-agent coordination server using a shared file-based chat log for inter-agent messaging and handoff summaries. | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | animal-map-vision-mcpmcp · ai-agents | Enables AI agents to visually inspect and validate 3D game maps using Gemini vision and built-in quality checks for geometry, navigation, ecology, and… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | photoshoot-ai-designmcp · ai-agents | MCP server that integrates multiple AI image generation providers (WaveSpeed, Nano Banana, OpenAI, Stability, fal.ai) to automate photoshoot tasks… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | model-gatewaymcp · ai-agents | Configurable MCP server that lets you define LLM-powered tools via JSON, enabling easy integration of multiple models (GPT, Gemini, Claude, etc.) as… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | sumitroajiprabowo-llm-wikimcp · ai-agents | Persistent knowledge base using the LLM Wiki pattern with structured markdown files. | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | personal-finance-tracker-mcp-servermcp · ai-agents | An MCP server that lets you log and query your own spending through natural conversation with Claude, instead of a spreadsheet or app. | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | lacausecrypto-sophonmcp · ai-agentsalso listed as mcp-sophon | Deterministic context compression layer for agents that reduces prompt, history, code, and shell tokens without LLMs, GPUs, or API keys. | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | ramonbedin-game-deckmcp · ai-agents | Control Unity Editor from AI agents with 268 tools for scene manipulation, GameObjects, prefabs, scripts, and build management. | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | samtalki-agentevalmcp · ai-agents | Provides persistent Julia code evaluation with automatic session management, eliminating startup penalties through maintained variable state and… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | tiangong-mcpmcp · ai-agents | An MCP server for the TianGong platform, enabling users to forge, share, and cultivate AI Agents as artifacts, with commands for cultivation start… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | ripple-mcpmcp · ai-agents | A field-level semantic change impact analysis MCP server for Claude Code, enabling natural language queries to find affected code when modifying… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | mcp-token-savermcp · ai-agents | Real-time Claude.ai subscription awareness for AI coding assistants. Surfaces live utilization, forecasts limits, gates expensive operations, and… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | agentcentral-amazon-seller-centralmcp · ai-agents | Access Amazon Ads, Seller Central, inventory, orders, and finance data through Agent Central's hosted MCP service. | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | jlink-mcpmcp · ai-agents | Enables AI assistants like Claude to directly debug microcontrollers via JLink, supporting breakpoints, single-step, memory/register access, variable… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | lizzrozz-voicemessagemcp · ai-agents | Enables Claude to generate and play voice messages via a speak tool with an embedded audio player in the claude.ai interface. | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | mnemotreemcp · ai-agents | Mnemotree is an MCP server that provides biologically-inspired memory for LLM agents, enabling storage, retrieval, and analysis of structured… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | hermes-blockchain-oraclemcp · ai-agents | An MCP server that connects Hermes Agent to the Solana blockchain, enabling natural language queries for wallets, tokens, NFTs, transactions, whale… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | marlondivino-opencodemcp · ai-agents | Wraps the OpenCode coding assistant for token-efficient prompt refinement and code analysis with RAG-powered memory using LanceDB and Ollama. | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | manideep1822-omnillmmcp · ai-agents | MCP gateway connecting AI assistants to multiple LLM providers including Claude, GPT-4o, and Gemini with real-time monitoring. | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | existdb-mcpmcp · ai-agents | MCP server that connects Claude to eXist-db, enabling XQuery execution, offline documentation lookup, and collection management for digital humanities… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | saramali15792-agentragmcp · ai-agents | Agentic RAG MCP server providing persistent semantic memory over private data for Claude. | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | parth3930-recursive-thinkingmcp · ai-agents | Token-efficient recursive thinking engine that guides iterative refinement through focused prompts and context compression. | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | vjik-my-promptsmcp · ai-agents | Serve custom Markdown prompt files with argument substitution to AI clients via MCP. | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | memory-bridgemcp · ai-agents | Cross-project memory sharing for Claude Code and Cowork. Stop teaching Claude the same thing twice. | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | agendummcp · ai-agentsalso listed as sralli-agendum | Project memory and scoping engine for AI coding agents. It gives any agent persistent project state, bounded work packages, and cross-session… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | audio-mcpmcp · ai-agentsalso listed as bugorbn-audio-capture | Local MCP server for macOS that captures microphone input and/or system audio output into explicit, user-defined sessions and exposes the raw WAV… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | penfield-mcpmcp · ai-agents | Persistent memory and knowledge graphs for AI agents with hybrid search and context checkpoints. | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | randygaul-windows-debuggermcp · ai-agents | MCP server for Windows application debugging with breakpoints, memory inspection, and process control. | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | claude-memorymcp · ai-agents | A lightweight MCP server that gives Claude Code Channels on Telegram persistent memory by storing facts, conversation logs, and session summaries in… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | lensmcp · ai-agents | MCP server for visual feedback, video direction, and QA assertions on web pages, enabling AI agents to read, reply, and resolve annotations in real… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | java-class-analyzer-mcpmcp · ai-agents | MCP server that scans Maven project dependencies, decompiles Java class files, and provides class structure analysis to LLMs for accurate code… | 6 stars | No one-command install · Source | |
| 2101 | 49.325 | unity-mcp-vibemcp · ai-agents | A native C# MCP server that gives AI agents real-time control and visual analysis of the Unity Editor, enabling dynamic code execution, scene… | 6 stars | No one-command install · Source | |
| 2159 | 49.118 | 3notchmcp · ai-agents | Local-first working-state checkpoints and portable handoff packets for AI coding agents. Continuation checkpoints recover Claude Code sessions after… | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | rebar-mcpmcp · ai-agents | Enables agents to manage an event-sourced, git-backed ticket store through MCP tools, supporting operations like ticket creation, claiming, and… | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | pseudolife-mcpmcp · ai-agents | Enables persistent long-term memory for Claude Code across sessions, with tools for storing, searching, and managing facts, knowledge graphs, and… | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | draugrmcp · ai-agents | Security scanning for AI agents: SAST, SCA, secrets, IaC, DAST, ranked by real risk. | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | layervai-qurlmcp · ai-agents | Creates and manages qURL secure links for AI agents with generation, resolution, and lifecycle management tools. | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | palacemcp · ai-agents | A local-first memory retrieval engine for coding agents that stores project and conversation memory and retrieves source-grounded context through MCP. | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | aspicio-dxf-viewermcp · ai-agents | Opens, inspects, and renders DXF/CAD drawings for AI agents: describe_dxf returns structured facts (layers with actual drawn colors, units, bounds… | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | filevine-mcpmcp · ai-agents | MCP server for Filevine that enables natural language interaction with legal case management, including projects, contacts, tasks, documents, billing… | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | boostu-teamleader-mcpmcp · ai-agents | Open-source MCP server for Teamleader Focus CRM. Use Teamleader inside Claude and other AI assistants: contacts, deals, quotations, invoices, projects… | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | withings-mcpmcp · ai-agents | Local-first MCP server that connects AI agents to your Withings body, sleep, activity and heart data. | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | davidmosiah-fitbitmcp · ai-agentsalso listed as fitbit-mcp | Privacy-first, unofficial Fitbit MCP server for AI health, sleep, activity and heart-rate agents. | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | project-humanmcp · ai-agents | The MCP server incorporate humanity into the LLM response | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | hermitagentmcp · ai-agents | MCP executor lane for Claude Code, Codex, and Hermes Agent that offloads mechanical repo tasks like edits, tests, and commits to a cheaper or local… | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | agenthelmmcp · ai-agents | Shared, versioned memory and governance control plane for AI coding agents. Compiler pipeline resolves architectural decision conflicts across Claude… | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | talkthrumcp · ai-agents | An MCP server that watches for screen recordings, transcribes spoken feedback locally, and attaches each comment to the relevant frame, enabling… | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | neurakeepmcp · ai-agents | Provides a local-first, source-cited memory layer for AI agents, with MCP tools to search, read, explain sources, and propose/apply memory updates. | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | davidecolombo-local-file-opsmcp · ai-agents | Delegates file read, write, edit, delete, and rename operations to a local Ollama model to keep file contents out of Claude's context. | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | gemini-deep-research-mcpmcp · ai-agents | An MCP server that exposes Gemini's Deep Research Agent for comprehensive web research. | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | indhar01-memographmcp · ai-agents | Graph-based memory system for LLMs with knowledge graphs, hybrid search, and semantic embeddings. | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | memgwmcp · ai-agents | Provides shared long-term memory for AI coding agents via MCP, allowing tools like Claude Code and Codex to store and retrieve distilled facts, notes… | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | pdf-analyzermcp · ai-agents | Enables AI agents to read and analyze PDF documents for natural language Q\&A. Supports multiple LLM providers including Google Gemini, Anthropic… | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | jp-liu-towermcp · ai-agents | AI task orchestration platform with Kanban board and 24 workspace management tools. | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | master-workflowmcp · ai-agents | Enables multi-agent code review and iterative improvement loop using different LLM backends, with deterministic scoring and audit trail. | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | vektor-memorymcp · ai-agents | Local-first persistent memory MCP server for AI agents with semantic search, graph retrieval, and autonomous memory compression. | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | grok-subagentmcp · ai-agents | Enables Codex to use Grok Build CLI as a controlled subagent via MCP tools for independent investigation, review, and isolated implementation tasks. | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | lore-contextmcp · ai-agents | Open-core control plane for AI agent memory that composes context across multiple sources and enables portable memory migration. | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | dual-model-mcp-servermcp · ai-agents | Queries Claude Sonnet 4.6 and OpenAI GPT-5.5 in parallel via OpenRouter, returning structured multi-perspective responses for comparison and… | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | enterprise-mcp-server-template-2mcp · ai-agents | A production-ready TypeScript template for building Model Context Protocol (MCP) servers with Zod validation, structured logging, and seamless… | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | gh-stultusmundi-chainvaultmcp · ai-agents | Secure gateway between AI agents and EVM blockchains with vault-based key management and rule-enforced access control. | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | rednote-agentmcp · ai-agents | MCP server which collects data from www.xiaohongshu.com social media | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | tallymind-mcpmcp · ai-agents | An MCP server for TallyPrime ERP that fixes common gaps such as hardcoded localhost, lack of connection diagnostics and dry-run safety, missing GST… | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | thriftmcp · ai-agentsalso listed as thrift-memory | Cost-first memory layer for MCP-capable agents that stores memories cheaply and recalls relevant slices under a hard token budget, logging receipts… | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | contextforge-mcpmcp · ai-agents | Orchestrates codebase indexing, token compression, and spec-driven development into a single MCP pipeline for AI coding agents. | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | chatgpt-codex-tools-mcpmcp · ai-agents | Enables ChatGPT to inspect and edit local projects through a secure MCP interface, offering workspace management, file operations, git integration… | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | thestack-ai-waypathmcp · ai-agents | Local-first external brain CLI for coding agents. SQLite-backed context, graph-aware recall via FTS5 and RRF, and governed memory with explicit… | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | imladrismcp · ai-agents | Enables multi-LLM deliberation via a council of panel members, judges responses for consensus and contradictions, and returns analysis to the calling… | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | smart-context-mcpmcp · ai-agents | MCP server that reduces AI agent token usage by up to 90% through intelligent context compression. Enables efficient code exploration, multi-file… | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | pokeclawmcp · ai-agents | Enables MCP clients to spawn and control Codex CLI and Claude Code sessions on the host machine, with session management and filesystem access. | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | quartus91-mcpmcp · ai-agents | Wraps Quartus II 9.1 command-line tools into MCP tools, enabling AI agents to create projects, assign pins, generate simulation waveforms, run… | 4 stars · 1 fork | No one-command install · Source | |
| 2159 | 49.118 | web3authmcp · ai-agents | Help AI coding agents integrate MetaMask Embedded Wallets (Web3Auth) SDKs. | 4 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.