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

RankScoreComponentDescriptionEvidenceLast commitInstall
420165.575ahmetsbilgin-finbrain-mcpmcp · ai-agentsAccess institutional-grade alternative financial data directly in your LLM workflows.9 stars · 3 forksNo one-command install · Source
420265.575yawlabs-ctxlintmcp · ai-agentsLints AI agent context files (CLAUDE.md, AGENTS.md, etc.) against your actual codebase to catch broken paths, outdated commands, and contradictions.9 stars · 3 forksNo one-command install · Source
420365.720mcpcodeservermcp · ai-agentsProxy MCP server that translates tool calls into TypeScript code generation, enabling LLMs to orchestrate multi-tool workflows efficiently via code.14 stars · 1 forkNo one-command install · Source
420465.720mergenmcp · ai-agentsAI-Powered Red Team MCP Server enabling autonomous penetration testing via Model Context Protocol with 44+ security tools for AI agents.14 stars · 1 forkNo one-command install · Source
420565.720nodebench-mcpmcp · ai-agentsNodeBench MCP server provides public research memory and tool access for entity intelligence, enabling agents to perform deep research, generate…14 stars · 1 forkNo one-command install · Source
420665.720flaimmcp · ai-agentsConnect ESPN, Yahoo, and Sleeper fantasy sports leagues for read-only analysis of rosters, matchups, standings, and free agents.14 stars · 1 forkNo one-command install · Source
420765.720cochleamcp · ai-agentsRender, analyze, and verify audio (WAV or FLAC) through a fully offline, deterministic engine, exposed as MCP tools for AI agents.14 stars · 1 forkNo one-command install · Source
420865.766contextfsmcp · ai-agentsMCP server for OpenCode that manages context with structured injection, progressive retrieval, and layered storage to keep Agent stable and traceable.26 starsNo one-command install · Source
420965.834mt4-mcpmcp · ai-agentsMCP server for AI agents to inspect and trade against a MetaTrader 4 terminal, with an offline mock mode for CI and demos.2 stars · 7 forksNo one-command install · Source
421065.834mcp-server-justlendmcp · ai-agentsAn MCP server enabling AI agents to interact with JustLend DAO on TRON for lending, borrowing, and portfolio management, plus general TRON chain…2 stars · 7 forksNo one-command install · Source
421166.080kukapay-raydium-launchlab-mcpmcp · ai-agentsAn MCP server that enables AI agents to launch, buy, and sell tokens on the Raydium Launchpad(aka LaunchLab).4 stars · 6 forksNo one-command install · Source
421266.080tosin2013-helmdeckmcp · ai-agentsSelf-hosted AI agent platform with native MCP support for open-weight local language models.4 stars · 6 forksNo one-command install · Source
421366.080helmdeckmcp · ai-agentsA self-hosted MCP server that provides capability packs for AI agents to perform browser, desktop, git, and code actions via schema-validated JSON…4 stars · 6 forksNo one-command install · Source
421466.080agentgraph-co-agentgraphmcp · ai-agentsTrust verification and security scanning for AI agents. Checks security posture of third-party MCP servers and tools with signed attestations…4 stars · 6 forksNo one-command install · Source
421566.122domainkits-mcp-the-domain-name-intelligencemcp · ai-agents# DomainKits MCP Domain MCP server for AI assistants. DomainKits MCP connects Claude, GPT, Gemini, and other AI assistants to domain data, turning…5,388 installsNo commit datelisted No one-command install · Source
421666.222tb-querymcp · ai-agentsMCP server for querying and analyzing TensorBoard event files, enabling AI agents to extract scalar data, statistics, and correlations without a…11 stars · 2 forksNo one-command install · Source
421766.222sim-xia-blind-auditormcp · ai-agentsA zero-cost MCP server that forces AI to self-correct generation messages using prompt injection, independent self-audition and context isolation.11 stars · 2 forksNo one-command install · Source
421866.222chenxiaofie-memorymcp · ai-agents情景+实体记忆 MCP 服务,为 Claude Code 提供持久化记忆能力11 stars · 2 forksNo one-command install · Source
421966.222mcp-local-llmmcp · ai-agentsMCP server that lets Claude Code delegate mechanical tasks to a local LLM for summarization, classification, extraction, and drafting.11 stars · 2 forksNo one-command install · Source
422066.222sowiedu-edictmcp · ai-agentsProgramming language for AI agents with JSON AST input and WASM output.11 stars · 2 forksNo one-command install · Source
422166.222thread-keepermcp · ai-agentsMulti-agent shared brain MCP server enabling cross-session memory, self-improving skill loops, and inter-agent signaling across Claude, Codex, Gemini…11 stars · 2 forksNo one-command install · Source
422266.222docomcp · ai-agentsDoco is an open-source collaborative document workspace where humans and AI agents write together. Its MCP server gives Claude Code and Cursor stable…11 stars · 2 forksNo one-command install · Source
422366.222hs-sql-agentmcp · ai-agentsC# SQL Agent MCP server featuring raw SQL input, strict AST validation, and an embedded Admin UI. Eliminates LLM hallucinations and security risks…11 stars · 2 forksNo one-command install · Source
422466.222squish-memorymcp · ai-agentsConnect once. Remember everywhere. Squish gives ChatGPT, Claude Code, and every AI agent one shared memory. Stop re-explaining your project to every…11 stars · 2 forksNo one-command install · Source
422566.222phillipclapham-anneal-memorymcp · ai-agentsTwo-layer memory for AI agents with immune-system-inspired expiry. Zero dependencies.11 stars · 2 forksNo one-command install · Source
422666.222agent-coherence-stale-write-guard-fsmcp · ai-agentsCoherence guard for shared files: when two agents write the same file, the stale writer is denied instead of silently overwriting, then reacquires and…11 stars · 2 forksNo one-command install · Source
422766.280mcp-server-agent-commmcp · ai-agentsEnables multi-agent communication between AI agents via MCP tools with real-time message routing, admin control, and dual-language support.8 stars · 5 forksNo one-command install · Source
422866.280jordanburke-kuzudbmcp · ai-agentsProvides direct access to Kuzu graph databases through Cypher query execution, schema introspection, and database management with multi-agent…8 stars · 5 forksNo one-command install · Source
422966.280mcp-debugpymcp · ai-agentsMCP server for AI-assisted Python debugging using debugpy and Debug Adapter Protocol, enabling AI agents to run tests, set breakpoints, and inspect…8 stars · 5 forksNo one-command install · Source
423066.280midosmcp · ai-agentsCurated developer knowledge library with validated patterns across 20+ tech stacks for AI coding agents.8 stars · 5 forksNo one-command install · Source
423166.280taw-computermcp · ai-agentsAn MCP server that provides AI agents with a full Ubuntu desktop environment inside Docker, enabling them to perform complex computer tasks like…8 stars · 5 forksNo one-command install · Source
423266.28020i-mcp-servermcp · ai-agentsEnables natural language management of 20i web hosting services, including domains, databases, email, WordPress, and more, through AI assistants like…8 stars · 5 forksNo one-command install · Source
423366.280klypix-mcpmcp · ai-agentsEnables AI agents to read, write, search, and manage .klypix canvas files for persistent spatial memory across sessions.8 stars · 5 forksNo one-command install · Source
423466.531port-experimental-portmcp · ai-agentsIntegrates with Port.io's API to enable AI-assisted task management and workflow orchestration through authentication, prompt triggering, and response…15 stars · 1 forkNo one-command install · Source
423566.531local-mcp-servermcp · ai-agentsEnables tool-calling LLMs to search the internet, capture website images, extract webpage text, and more via a local MCP server.15 stars · 1 forkNo one-command install · Source
423666.531bigstationw-web-toolsmcp · ai-agentsProvides local LLMs with web search, page screenshots, and readable text extraction through a local MCP server running on localhost.15 stars · 1 forkNo one-command install · Source
423766.531protostatis-unbrowsermcp · ai-agentsLightweight browser MCP server for LLM agents. Runs JavaScript, follows links, fills forms, manages cookies, and returns low-token BlockMaps from a…15 stars · 1 forkNo one-command install · Source
423866.531s-gw-mcp-servermcp · ai-agentsA local stdio MCP server that enables coding agents to discover credential handles and create scoped action requests with local approval and sanitized…15 stars · 1 forkNo one-command install · Source
423966.531contextnestmcp · ai-agentsStructured, versioned context for AI agents. Context Nest organizes knowledge as markdown documents in a vault, with versioning, integrity…15 stars · 1 forkNo one-command install · Source
424066.531agentic-hilmcp · ai-agentsMCP server for Agentic Hardware-in-the-Loop testing, enabling AI agents to probe, flash, reset, and validate embedded firmware on real hardware via…15 stars · 1 forkNo one-command install · Source
424166.894wesnermichel-nexus-vscodemcp · ai-agentsIntegrates Claude Desktop with VSCode, enabling file access and manipulation within specified workspace directories for seamless AI-assisted…9 stars · 4 forksNo one-command install · Source
424266.894claude-agents-powermcp · ai-agentsProvides over 150 pre-built professional agent personas across business, technology, and operations roles in multiple languages, enabling users to…9 stars · 4 forksNo one-command install · Source
424366.894copilot-memory-storemcp · ai-agentsEnables storing, searching, and compressing contextual memories for LLM interactions, with tools for memory management and context injection.9 stars · 4 forksNo one-command install · Source
424466.894media-gen-mcpmcp · ai-agentsMCP server for generating and editing images using OpenAI, and creating videos using OpenAI Sora and Google Veo. Enables fetching media from URLs or…9 stars · 4 forksNo one-command install · Source
424566.894oortonaut-mcacpmcp · ai-agentsBridges MCP clients to ACP coding agents, enabling multi-agent orchestration from any MCP-compatible editor.9 stars · 4 forksNo one-command install · Source
424666.894community-ff-mcpmcp · ai-agentsEnables AI-assisted FlutterFlow development by reading, exploring, and understanding FlutterFlow projects through Claude and other MCP-compatible…9 stars · 4 forksNo one-command install · Source
424766.894uefn-mcpmcp · ai-agentsA two-process MCP bridge for Unreal Editor for Fortnite that lets Claude Code, Cursor, and other MCP clients drive a live UEFN editor safely.9 stars · 4 forksNo one-command install · Source
424866.894zonemendermcp · ai-agentsMCP server for AI agents to safely manage Cloudflare DNS, DMARC, SPF, BIMI, and Email Routing with dry-run-first and approval-based writes.9 stars · 4 forksNo one-command install · Source
424966.937jasnonaz-vibe-worldbuildingmcp · ai-agentsGuides users through systematic worldbuilding with structured prompts and Google Imagen integration for generating visual representations of fictional…10 stars · 3 forksNo one-command install · Source
425066.937feiskyer-ai-hubmcp · ai-agentsProvides unified access to 100+ AI providers through LiteLLM integration, enabling seamless switching between OpenAI, Anthropic, Google, Azure, AWS…10 stars · 3 forksNo one-command install · Source
425166.937business-central-mcp-workshop-servermcp · ai-agentsMCP server that integrates with Microsoft Dynamics 365 Business Central, enabling querying of customers, items, and sales orders through natural…10 stars · 3 forksNo one-command install · Source
425266.937echology-io-decomposemcp · ai-agentsText decomposition into classified semantic units without LLM.10 stars · 3 forksNo one-command install · Source
425366.937decomposemcp · ai-agentsClassifies text into structured semantic units with authority, risk, and attention scores. Enables deterministic preprocessing for AI agents to filter…10 stars · 3 forksNo one-command install · Source
425466.937alpha-arcade-mcpmcp · ai-agentsMCP server for Alpha Arcade prediction markets on Algorand. Enables AI agents to browse markets, fetch orderbooks, place orders, manage positions, and…10 stars · 3 forksNo one-command install · Source
425566.937smart-routermcp · ai-agentsA single MCP server that fronts many downstream MCP servers and Skills, exposing only four tools (search, call_tool, use_skill, admin) so that an…10 stars · 3 forksNo one-command install · Source
425666.937meshy-bottube-mcpmcp · ai-agentsAn MCP server that takes a text prompt and automatically generates a 3D model turntable video and publishes it to BoTTube.10 stars · 3 forksNo one-command install · Source
425766.937bug-bounty-intelligence-mcpmcp · ai-agentsAI-powered smart contract security analysis for AI agents and developers, enabling scanning of Solidity repos for vulnerabilities.10 stars · 3 forksNo one-command install · Source
425866.937cliwant-sam-govmcp · ai-agentsProvides AI agents access to U.S. federal contracting and spending data from SAM.gov, USAspending, Federal Register, eCFR, and Grants.gov.10 stars · 3 forksNo one-command install · Source
425966.937assay-mcp-servermcp · ai-agentsAssay is a fail-closed policy and evidence layer for MCP tool execution. The MCP server exposes policy checks and trace/coverage helpers for reviewing…10 stars · 3 forksNo one-command install · Source
426067.112tonnode-mcpmcp · ai-agentsProvides AI agents with direct liteserver access to the TON blockchain for querying balances, account states, transactions, and contract get-methods…31 starsNo one-command install · Source
426167.187kivo360-anthropic-code-analyzermcp · ai-agentsIntegrates with open source projects to analyze codebases, detect patterns, and generate intelligent merge strategies for streamlined integration and…12 stars · 2 forksNo one-command install · Source
426267.187dmcpmcp · ai-agentsAn MCP server that enables AI agents to act as dynamic dungeon masters for text-based RPGs with dynamically generated rule systems and comprehensive…12 stars · 2 forksNo one-command install · Source
426367.187letta-mcp-servermcp · ai-agentsConnects any MCP-compatible AI client to Letta.ai's stateful agents for agent conversations, memory management, and tool orchestration.12 stars · 2 forksNo one-command install · Source
426467.187ian747-tw-antigravity-jupytermcp · ai-agentsEnables AI agents in Antigravity to read, edit, execute, and orchestrate Jupyter notebooks with cell management, kernel control, and tag-based…12 stars · 2 forksNo one-command install · Source
426567.187tilastokeskus-statfin-mcp-servermcp · ai-agentsProduction-grade MCP server for Statistics Finland's StatFin database. Enables AI assistants like Claude to browse, search, and query Finnish…12 stars · 2 forksNo one-command install · Source
426667.187conta-azul-mcpmcp · ai-agentsMCP server to connect Conta Azul ERP to AI agents, enabling natural language management of clients, products, sales, contracts, finances, and NF-e via…12 stars · 2 forksNo one-command install · Source
426767.187abap-mcp-server-sdk-mcp2mcp · ai-agentsA stateless ABAP SDK for building MCP servers that support tools, resources, prompts, and tasks. It targets the 2026-07-28 protocol while maintaining…12 stars · 2 forksNo one-command install · Source
426867.187five9-mcpmcp · ai-agentsMCP server that connects AI assistants to Five9 contact center, allowing management of campaigns, agents, lists, and statistics via natural language…12 stars · 2 forksNo one-command install · Source
426967.187mcp-vision-bridgemcp · ai-agentsMCP server that gives text-only coding agents vision by converting any image into an exhaustive text description via a single analyze_image tool…12 stars · 2 forksNo one-command install · Source
427067.187osojdjd-deeplookmcp · ai-agentsFree company research agent — 10 data sources, structured reports with bull/bear verdict in ~10 seconds. Stocks, crypto, and private companies.12 stars · 2 forksNo one-command install · Source
427167.187smart-terminal-mcpmcp · ai-agentsA PTY-based MCP server providing persistent, interactive shell sessions with strong Windows support, enabling AI agents to run commands, handle…12 stars · 2 forksNo one-command install · Source
427267.187koma-gate-mcpmcp · ai-agentsBlocks prompt injection, jailbreaks, and out-of-scope input before an AI agent acts. classify_input tool, stdio transport.12 stars · 2 forksNo one-command install · Source
427367.190pycti-mcpmcp · ai-agentsMCP server that provides condensed and normalized data from OpenCTI to LLMs, enabling lookup of observables, adversaries, and reports with enriched…16 stars · 1 forkNo one-command install · Source
427467.190lazy-llms-project-management-mcp-servermcp · ai-agentsEnables LLM agents to manage projects, track issues, log work, and integrate with Git. Provides 23 MCP tools for full project management capabilities.16 stars · 1 forkNo one-command install · Source
427567.190ix64mcpmcp · ai-agentsConnects AI agents to IDA Pro and x64dbg for unified static and dynamic reverse engineering, enabling coordinated analysis, debugging, and patch…16 stars · 1 forkNo one-command install · Source
427667.190stud0709-sap-abap-dev-releasemcp · ai-agentsBridges AI agents to legacy SAP ABAP systems for read-only code exploration and documentation generation.16 stars · 1 forkNo one-command install · Source
427767.190aliasunder-vault-cortexmcp · ai-agentsObsidian vault MCP server with search, memory, link graph, and 23 tools. OAuth-protected.16 stars · 1 forkNo one-command install · Source
427867.190openchroniclemcp · ai-agentsPersistent memory database for LLM agents with hybrid semantic and keyword search, project namespacing, and MCP/REST interfaces.16 stars · 1 forkNo one-command install · Source
427967.210memxus-2mcp · ai-agents**Memxus** is multi-platform persistent memory for AI assistants. Save project context, preferences, and decisions once — recall them in Claude…6,038 installsNo commit datelisted No one-command install · Source
428067.567alvinunreal-juicemcp · ai-agentsMCP memory layer for storing scoped preference and correction notes for AI agents.33 starsNo commit datelisted No one-command install · Source
428167.594mdslides-mcp-servermcp · ai-agentsAn MCP server for generating HTML presentation slides from Markdown content using the mkslides library, enabling integration with tools like Claude in…6 stars · 6 forksNo one-command install · Source
428267.594mcp-server-with-google-adkmcp · ai-agentsAn MCP server using Google's Agent Development Kit with multiple specialized agents (search, data analysis, code generation) coordinated by an…6 stars · 6 forksNo one-command install · Source
428367.755scholar-feedmcp · ai-agentsSearch 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 installsNo commit datelisted No one-command install · Source
428467.787tt-wang-forgemcp · ai-agentsStructured planning, parallel execution in git worktrees, and deep validation for Claude Code. Turns a one-line objective into a validated DAG of…34 starsNo one-command install · Source
428567.797mcp-server-copilotmcp · ai-agentsA meta MCP server that scales LLMs to 1000+ servers via automatic routing, without exposing all servers and tools directly.17 stars · 1 forkNo one-command install · Source
428667.797mousetailmcp · ai-agentsThe simplest and most stable MCP server for Anki, enabling LLMs to perform core Anki operations (CRUD) directly without addons.17 stars · 1 forkNo one-command install · Source
428767.797raychao-oao-pty-mcpmcp · ai-agentsInteractive PTY sessions for AI agents — local shells, SSH with persistent sessions (ai-tmux daemon for attach/detach), and serial ports. Single Go…17 stars · 1 forkNo one-command install · Source
428867.797context-coder-mcpmcp · ai-agentsLoads entire codebase into LLM context for AI-assisted code understanding and editing.17 stars · 1 forkNo one-command install · Source
428967.797agentpackmcp · ai-agentsFROM node:22-alpine RUN npm install -g agentpack-cli WORKDIR /workspace RUN agentpack init ENTRYPOINT ["agentpack", "mcp"]17 stars · 1 forkNo one-command install · Source
429067.797agent-lighthouse-mcp-servermcp · ai-agentsEnables AI coding agents like Claude and Cursor to audit websites for AI agent readiness, checking 199 rules across agentic discovery, content…17 stars · 1 forkNo one-command install · Source
429167.797codex-mcp-swarmmcp · ai-agentsWraps OpenAI's Codex CLI with true parallel task execution, worktree isolation for conflict-free runs, and live monitoring of each task.17 stars · 1 forkNo one-command install · Source
429267.797calmmcp · ai-agentsProvides live, graph-verified code intelligence for AI agents, including call graphs, dependency awareness, and safety gates on edits to prevent…17 stars · 1 forkNo one-command install · Source
429367.920singularityjason-lightning-memorymcp · ai-agentsDecentralized agent memory for the Lightning economy with Nostr identity and L402 payments.9 stars · 5 forksNo one-command install · Source
429467.920lightning-memorymcp · ai-agentsPersistent memory and payment safety for AI agents on Lightning. Enables agents to remember purchases, track vendor reputations, enforce budgets, and…9 stars · 5 forksNo one-command install · Source
429567.958plexmcpmcp · ai-agentsSelf-hostable orchestration platform providing centralized management, routing, and multi-tenant access control for multiple MCP servers with…13 stars · 2 forksNo one-command install · Source
429667.958vnc-mcpmcp · ai-agentsEnables MCP-compatible LLMs to interact with any desktop accessible over VNC, providing tools for screen reading (OCR), mouse and keyboard control…13 stars · 2 forksNo one-command install · Source
429767.958loremcp · ai-agentsEnables infinite searchable memory for coding agents across sessions, allowing them to recall past decisions and context.13 stars · 2 forksNo one-command install · Source
429867.958lunamcp · ai-agentsESP32-based Streamable HTTP MCP server with embedded Lua scripting engine. Bridges Claude AI to physical devices — telescopes (INDI protocol)…13 stars · 2 forksNo one-command install · Source
429967.958agentburnmcp · ai-agentsEnables AI agents to self-audit their token usage and costs, providing burn reports, forensics, and optimization recommendations via MCP.13 stars · 2 forksNo one-command install · Source
430067.958haybamcp · ai-agentsAn MCP server enabling AI agents to author Unreal Engine 5 scenes directly, with tools for spawning actors, building PCG graphs, validating physics…13 stars · 2 forksNo 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