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Scored on public signals; components with none are listed as Unranked · Formula

Component
Allmcp 61,707skill 1,132subagent 724rules 461hook 134workflow 62cli 57identity 38
4 More
eval 37memory 36observability 34infra 26
Domain
Allback-end 23,922ai-agents 13,106other 9,354search 4,535database 2,789front-end 2,201observability 1,987auth 1,508
5 More
devops 1,377browser 1,330comms 1,112payments 1,089github-vcs 929
Vertical
Allfinance 4,779ai-infra 3,606security 3,313productivity 2,190marketing 1,395data-analytics 1,204legal 1,129devtools 1,006
4 More
education 574healthcare 489e-commerce 468gaming 396
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Needs the armory CLI · not on npm yet, build it from cli/ in the repository

1,737 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
11.360svelte-llm-mcpmcp · ai-agentsConnect your AI coding assistant directly to up-to-date Svelte 5 and SvelteKit documentation via this MCP server.302 installsNo commit datelisted No one-command install · Source
25.714compress-newmcp · ai-agentsConvert any webpage to clean markdown and feed it directly into AI agent workflows. Why This Matters? Adding webpages to LLM conversations usually…436 installsNo commit datelisted No one-command install · Source
37.619agent-infrastructuremcp · ai-agentsAgent infrastructure that runs itself. Six tools for autonomous agents: free LLM model recommendations across 17 models, real-time provider…462 installsNo commit datelisted No one-command install · Source
422.557elite-reasoning-mcpmcp · ai-agentsA 66-tool reasoning pipeline that intercepts prompts to classify intent, check past mistakes, and generate execution plans, enabling any LLM to think…1 starNo commit datelisted No one-command install · Source
522.557mcp-experimentsmcp · ai-agentsProvides tools for executing Bash and AppleScript commands from LLMs on macOS, with safety modes.1 starNo one-command install · Source
622.557mcp-filesystemmcp · ai-agentsEnables natural language filesystem operations (create, list, delete directories/files) via Ollama local LLM and MCP protocol within allowed…1 starNo one-command install · Source
722.557llm-file-operations-agentmcp · ai-agentsEnables natural language file operations and intelligent file analysis via MCP, supporting CRUD actions and multi-step reasoning for directory…1 starNo one-command install · Source
822.557mcp-file-lensmcp · ai-agentsAn MCP server that provides a flexible lens into directory structures and files, enabling LLM clients to efficiently navigate and understand codebases…1 starNo one-command install · Source
922.557mcpcreatioservermcp · ai-agentsA Node.js MCP server that enables LLM tools to list and read local guide and prompt files for Creatio development, facilitating seamless communication…1 starNo one-command install · Source
1022.557terminal-toolkit-mcpmcp · ai-agentsEnables LLM clients to execute shell commands safely through the MCP protocol, with features like session management, safe mode, and process control.1 starNo one-command install · Source
1122.557ai-pr-review-mcpmcp · ai-agentsAn MCP server that automates pull request reviews using multiple LLM providers (OpenAI, Claude, Gemini, Groq, Perplexity) and supports GitHub and…1 starNo one-command install · Source
1222.557kingjhonri-ollamamcp · ai-agentsIntegrates with Ollama for local LLM inference, enabling direct access to self-hosted language models with streaming support and model management…1 starNo one-command install · Source
1322.557url-content-mcpmcp · ai-agentsMCP server that fetches raw HTML content from a given URL to provide web context to LLMs.1 starNo one-command install · Source
1422.557engmanager-mcpmcp · ai-agentsProvides LLMs with structured workflow guidance and next-step instructions for development procedures, ensuring consistent practices across projects.1 starNo one-command install · Source
1522.557dacebt-prompt-cleaner-pymcp · ai-agentsTransforms raw, unpolished prompts into clear and effective versions using large language models with quality assessment, retry strategies, and…1 starNo one-command install · Source
1622.557llm-gatewaymcp · ai-agentsCentralized gateway for multiple AWS Bedrock models through the Model Context Protocol (MCP), enabling AI agents to interact with 15+ Bedrock models…1 starNo one-command install · Source
1722.557rawan-77-sales-insights-agentmcp · ai-agentsExposes dataset preview functionality through the Model Context Protocol, enabling LLM-based analysis workflows to access and analyze CSV sales data.1 starNo one-command install · Source
1822.557mcp-code-modemcp · ai-agentsUniversal Python code execution MCP server that lets LLMs write and run Python for any task, with auto-install packages, streaming output, and…1 starNo one-command install · Source
1922.557v-rmcp · ai-agentsProvides LLM-friendly weather tools and Norwegian place name resolution via MCP, enabling weather forecasts, air quality, marine conditions, and…1 starNo one-command install · Source
2022.557genetic-mcpmcp · ai-agentsEnables evolutionary idea generation using genetic algorithms with LLM workers, multi-objective fitness evaluation, and advanced genetic operations.1 starNo one-command install · Source
2122.557duck-punch-mcpmcp · ai-agentsA collection of MCP servers that dynamically wrap existing Python SDKs (Google SecOps, SOAR, Google Cloud, Fitbit) to expose their functionality to…1 starNo one-command install · Source
2222.557mcp-python-replmcp · ai-agentsA production-grade MCP server providing a persistent Python REPL with multi-session support, sandboxing, and timeout protection, enabling LLM agents…1 starNo one-command install · Source
2322.557hecatoncheire-mcpmcp · ai-agentsMulti-agent continuous development system with local LLM orchestration.1 starNo one-command install · Source
2422.557math-logic-mcpmcp · ai-agentsMCP server that gives small LLMs verified symbolic-math & logic tools.1 starNo one-command install · Source
2522.557lfm2-5-localmcp · ai-agentsRun Liquid AI's LFM2.5 model locally on Mac with a chat UI and MCP server for integration with Claude Desktop, Cursor, and other tools. Offers fast…1 starNo one-command install · Source
2622.557vault-mcpmcp · ai-agentsEnables LLM agents to securely use credentials like passwords and API keys without exposing them in the context window, through encrypted storage and…1 starNo one-command install · Source
2722.557cognos-session-memorymcp · ai-agentsEnables persistent session memory for LLMs by trust-scoring and injecting verified context between conversations.1 starNo one-command install · Source
2822.557huanwang0-privacyguardmcp · ai-agentsRoutes sensitive prompts to local Ollama instances instead of cloud LLMs using keyword-based pattern matching for PII, PHI, and credential detection.1 starNo one-command install · Source
2922.557fiware-orion-mcpmcp · ai-agentsMCP server for FIWARE Orion Context Broker enabling LLMs to manage NGSI-v2 context entities like IoT devices, sensors, and vehicles.1 starNo one-command install · Source
3022.557povmcp · ai-agentsEnables LLM agents to capture screenshots, control mouse/keyboard, and manage windows on desktop platforms, primarily Windows, via an MCP server.1 starNo one-command install · Source
3122.557douyin-mcp-servermcp · ai-agentsAn MCP server that enables LLMs to automatically upload videos to the Douyin (TikTok China) creator platform with features like automated login, smart…1 starNo one-command install · Source
3222.557xxo47oxx-spa-readermcp · ai-agentsRenders JavaScript single-page application pages via headless Chromium and extracts clean, LLM-ready Markdown content.1 starNo one-command install · Source
3322.557open-brainmcp · ai-agentsA remote MCP server enabling semantic memory across multiple AI platforms like Perplexity Comet and Claude Desktop, with vector embeddings for…1 starNo one-command install · Source
3422.557llm-benchmark-mcp-servermcp · ai-agentsEnables AI agents to compare LLM benchmarks, get pricing, and receive model recommendations for tasks and budgets.1 starNo one-command install · Source
3522.557preset-mcpmcp · ai-agentsMCP server for Preset (managed Apache Superset). Manage dashboards, charts, and datasets from Claude Code and other LLM agents.1 starNo one-command install · Source
3622.557vaultbridgemcp · ai-agentsSecret management MCP server for AI coding agents that prevents secrets from entering the LLM context window by returning metadata only and using…1 starNo one-command install · Source
3722.557mcp-docs-helpermcp · ai-agentsEnables LLMs to access MCP protocol specifications and TypeScript SDK documentation with context-aware search and code templates for building custom…1 starNo one-command install · Source
3822.557llm-wiki-mcpmcp · ai-agentsPersistent markdown wiki for your AI agent, built on Karpathy's LLM wiki gist.1 starNo one-command install · Source
3922.557flsteven87-llm-wikimcp · ai-agentsPersistent Karpathy-style LLM wiki with markdown pages your agent grows over time.1 starNo one-command install · Source
4022.557llm-conveyorsmcp · ai-agentsConnects to the LLM Conveyors platform for job hunting, B2B sales outreach, resume management, and ATS scoring with pay-per-action pricing.1 starNo one-command install · Source
4122.557rxolve-artsciimcp · ai-agentsASCII art generation for LLMs with 81 curated artworks, 100 kaomoji, diagrams, FIGlet banners, and image-to-ASCII conversion.1 starNo one-command install · Source
4222.557context-anchor-mcp-servermcp · ai-agentsGit-native MCP server for managing AI context across sessions. Enables LLMs to access project and feature context via markdown files, preserving…1 starNo one-command install · Source
4322.557agentic-visionmcp · ai-agentsEnables LLMs to autonomously analyze camera images for occupational safety violations, generate risk reports per ISG regulations, and log violations…1 starNo one-command install · Source
4422.557scopa-mcp-servermcp · ai-agentsAn MCP server for playing the Italian card game Scopa, supporting 2-4 players, Redis-backed event logging, real-time synchronization, and an optional…1 starNo one-command install · Source
4522.557bluesky-mcp-servermcp · ai-agentsMCP server for Bluesky/AT Protocol enabling LLM clients and agents to authenticate, search, post, like, follow, and manage chat on Bluesky.1 starNo one-command install · Source
4622.557promptlint-mcpmcp · ai-agentsA static analyzer for AI prompts that runs as a CLI and MCP server, enabling linting of system prompts, agent instructions, and tool descriptions to…1 starNo one-command install · Source
4722.557toonight-mnemoscopemcp · ai-agentsObservability layer for LLM agent memory systems with predictive context degradation scoring, signed audit journals, and hierarchical knowledge…1 starNo one-command install · Source
4822.557zero-core-verifymcp · ai-agentsPost-transaction outcome verification for agents using LLM-as-judge scoring.1 starNo one-command install · Source
4922.557spatial-memory-mcpmcp · ai-agentsA persistent semantic memory system for LLMs with time-based decay, automatic memory capture, and spatial navigation tools for exploring knowledge…1 starNo one-command install · Source
5022.557json-contractsmcp · ai-agentsContract registry and validator for structured JSON outputs from LLMs and agents.1 starNo one-command install · Source
5122.557distillmcp · ai-agentsMCP server that provides a shared team knowledge base by transforming raw input into anonymous, factual knowledge via a local LLM before storage…1 starNo one-command install · Source
5222.557harness-to-mcpmcp · ai-agentsExposes internal tools from agent harnesses (Claude Code, Codex, etc.) as a standard MCP server by intercepting LLM API calls.1 starNo one-command install · Source
5322.557local-llm-delegation-mcpmcp · ai-agentsOptimizes token costs by intelligently delegating low-complexity tasks to local LLMs via LiteLLM, enabling cost-effective development workflows.1 starNo one-command install · Source
5422.557code-quality-mcpmcp · ai-agentsProvides deterministic Python code quality analysis using flake8, mypy, McCabe, and vulture, enabling LLMs to access real linting and type checking…1 starNo one-command install · Source
5522.557justice8096-sagemathmcp · ai-agentsAccess SageMath's computer algebra system with 10 symbolic-math tools for LLMs.1 starNo one-command install · Source
5622.557nikhilntmcp · ai-agentsTrack LLM token costs across Claude, GPT and Gemini. MCP server + CLI with optimization hints and $ savings estimates.1 starNo one-command install · Source
5722.557contextcrumbmcp · ai-agentsContextCrumb compresses long text, local files, and MCP catalog descriptions into denser context for LLM agents. It helps agents load more useful…1 starNo one-command install · Source
5822.557aap-mcp-servermcp · ai-agentsEnterprise-grade MCP server exposing Ansible Automation Platform 2.x as a complete AI interface for LLMs, enabling natural language management of…1 starNo one-command install · Source
5922.557fairchem-mcpmcp · ai-agentsAn interactive MCP server for FAIRChem and ASE simulations that allows LLM agents to load a model once and steer relaxations, MD, NEB, phonons, and…1 starNo one-command install · Source
6022.557pinterest-vision-mcpmcp · ai-agentsMCP server that gives AI agents visual intelligence — search Pinterest, analyze images with LLM vision, build a semantic reference library, and…1 starNo one-command install · Source
6122.557confluencemcpmcp · ai-agentsMCP server for searching internal Confluence documentation with features like score-based ranking, noun extraction, and LLM query rewriting.1 starNo one-command install · Source
6222.557litellm-admin-mcpmcp · ai-agentsExposes LiteLLM Proxy admin APIs as MCP tools for managing internal users, virtual keys, and spend logs via streamable-http, enabling agents to…1 starNo one-command install · Source
6322.557apple-fm-mcpmcp · ai-agentsExposes Apple's on-device 3B parameter LLM to Claude Code and Claude Desktop via MCP. Zero API cost, fully private, runs on Neural Engine.1 starNo one-command install · Source
6422.557mcp-second-opinionmcp · ai-agentsAn MCP server that queries a panel of LLMs from different providers via OpenRouter and returns their answers side by side, optionally synthesizing…1 starNo one-command install · Source
6522.557protocol-sift-async-bridgemcp · ai-agentsA production-grade, type-safe MCP server for memory forensics via Volatility 3, enabling LLM-assisted incident response without timeouts or evidence…1 starNo one-command install · Source
6622.557file-manager-mcpmcp · ai-agentsEnables AI agents and LLMs to perform comprehensive file system operations including CRUD, search, archive, hashing, and duplicate detection via the…1 starNo one-command install · Source
6722.557advanced-mcp-http-servermcp · ai-agentsAn HTTP-based MCP server that provides filesystem tools and code analysis, enabling LLMs to read, write, list files, and analyze code securely.1 starNo one-command install · Source
6822.557shotgrid-mcpmcp · ai-agentsA lean MCP server giving LLM agents full access to the ShotGrid / Autodesk Flow Production Tracking API through 15 curated tools, including generic…1 starNo one-command install · Source
6922.557alihsh0-gemini-mediamcp · ai-agentsGenerates videos and images using Google VEO 3.1 and Gemini Imagen 3 with async job management, multi-resolution support, and prompt engineering…1 starNo one-command install · Source
7022.557skillmcpmcp · ai-agentsServes project-specific skills and behavioral rules to AI agents via MCP, enabling automatic injection of behavioral rules and on-demand knowledge for…1 starNo one-command install · Source
7122.557sonu-davinceresolve-mcpmcp · ai-agentsAn MCP server that connects LLMs (Ollama, OpenAI, Anthropic) with desktop automation (mouse, keyboard, screenshots) using PyAutoGUI, with exclusive…1 starNo one-command install · Source
7222.557mythos-reasoning-mcpmcp · ai-agentsA deterministic verification gate for MCP clients that independently checks model outputs against evidence, contradictions, calibration, and…1 starNo one-command install · Source
7322.557ai-test-pilotmcp · ai-agentsAn MCP server that generates, runs, and triages tests by introspecting Python modules or web pages, using structured LLM outputs for scenario…1 starNo one-command install · Source
7422.557llm-cost-guardmcp · ai-agentsMCP server for tracking LLM costs, setting spending limits, and receiving budget alerts directly within AI editors via slash commands like /guard.1 starNo one-command install · Source
7522.557ragshieldmcp · ai-agentsRAG corpus poisoning detector that scans for embedding anomalies and backdoor triggers, with an MCP server for AI agent integration.1 starNo one-command install · Source
7622.557oci-mcp-servermcp · ai-agentsAn MCP server that exposes Oracle Cloud Infrastructure (OCI) control plane to LLM clients, enabling management of compute, networking, storage…1 starNo one-command install · Source
7722.557pysince-mcpmcp · ai-agentsProvides tools for tracking file reads and staleness, enabling LLM agents to detect when files have changed between turns for improved context…1 starNo one-command install · Source
7822.557fastcontext-hybrid-mcpmcp · ai-agentsMCP server for context-aware codebase exploration using FastContext model, combining LLM-guided search with fuzzy matching to find relevant code…1 starNo one-command install · Source
7922.557jsonautmcp · ai-agentsJSON repair & validation MCP server for AI agents: fixes malformed JSON (trailing commas, truncation, etc.) and validates/coerces against a JSON…1 starNo one-command install · Source
8022.557styx-mcpmcp · ai-agentsProvides 7 reverse-engineering tools (hexdump, disasm, strings, xref, Ghidra decompilation, angr symbolic execution, OLLVM deobfuscation) for LLM…1 starNo one-command install · Source
8122.557mnemosynemcp · ai-agentsProvides persistent memory for LLM applications, enabling AI assistants to remember user preferences, facts, and conversation history across sessions.1 starNo one-command install · Source
8222.557wardenmcp · ai-agentsA governed MCP server enforcing RBAC outside the model, with OpenTelemetry traces on every run and an LLM-as-judge eval suite proving the agent stays…1 starNo one-command install · Source
8322.557browser-mcp-server-templatemcp · ai-agentsA browser automation MCP server with stealth mode, profile management, and multi-browser support, enabling LLMs to control browsers for tasks like…1 starNo one-command install · Source
8422.557docker-container-manager-mcp-servermcp · ai-agentsAn MCP server that gives any LLM client the ability to list, inspect, start, stop, and monitor Docker containers on the host machine.1 starNo one-command install · Source
8522.557wildberriestoolsmcpmcp · ai-agentsMCP server for retrieving Wildberries product reviews and formatting them as JSON for LLM analysis.1 starNo one-command install · Source
8622.557localtokensmcp · ai-agentsAn MCP server that turns your machine or LAN of ollama nodes into a local token generator, enabling coding agents to delegate bounded processing tasks…1 starNo one-command install · Source
8722.557auto-knowledge-basemcp · ai-agents基于MCP协议的知识库服务器，内置LLM层，提供结构化知识存储、语义搜索和主动知识推送，支持通过工具进行知识学习、搜索和关联推理。1 starNo one-command install · Source
8822.557catmcpmcp · ai-agentsA lightweight MCP server that serves a curated collection of cat jokes to LLM clients, supporting tools for random jokes by category, search, and…1 starNo one-command install · Source
8922.557llmstudio-mcpmcp · ai-agentsMCP server that connects LLM agents to a local LM Studio instance, enabling model management, OpenAI-compatible chat completions, text completions…1 starNo one-command install · Source
9022.557ctrl-memorymcp · ai-agentsA lightweight, local-first MCP memory server for LLM agents that enables storing, searching, and retrieving agent memories with zero external…1 starNo one-command install · Source
9122.557mcp-jobsearchmcp · ai-agentsPersonal job posting management MCP server that fetches job postings from multiple Korean job sites and stores them for LLM analysis, enabling…1 starNo one-command install · Source
9222.557pexip-infinity-mcp-servermcp · ai-agentsAn MCP server that enables Claude and other LLM agents to manage and monitor Pexip Infinity deployments through natural language, with 122 tools for…1 starNo one-command install · Source
9322.557slicegrepmcp · ai-agentsReturns ranked, token-budgeted code slices for LLMs and coding agents, accessible via MCP for focused code reading.1 starNo one-command install · Source
9422.557microcap-mcpmcp · ai-agentsMCP server for Micro-Cap 12 SPICE simulator enabling LLM agents to run analog circuit simulations, including analyses, sweeps, and retrieval of curve…1 starNo one-command install · Source
9522.557velmamcp · ai-agentsMCP server for controlling a simulated robot arm with vision-based pick-and-place, driven by LLM or manual control.1 starNo one-command install · Source
9622.557ntnu-mcpmcp · ai-agentsA read-only MCP server exposing NTNU course data to LLM assistants, enabling course catalog search, teaching schedules, weekly timetables, grade…1 starNo one-command install · Source
9722.557agentic-androidmcp · ai-agentsMCP server that enables LLMs to control Android devices via ADB, providing tools for screen interaction and UI inspection.1 starNo one-command install · Source
9822.557llmintel-model-lifecyclemcp · ai-agentsCheck whether an LLM model id is deprecated, retiring, or retired, and what to migrate to. Covers OpenAI, Anthropic, Azure, Bedrock, Google, and…1 starNo one-command install · Source
9922.557cn-llm-bridgemcp · ai-agentsEnables Claude Code to leverage Chinese LLMs for multimodal tasks including image analysis, audio transcription, and deep synthesis via MCP protocol.1 starNo one-command install · Source
10022.557ichnus2mcp · ai-agentsEnables bug localization by analyzing a repo and bug report with an ant-swarm LLM, returning a HOT/WARM/COLD heatmap and JSON audit trail via MCP.1 starNo 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.

Leaderboard · Armory