beam
beam
Discover
PulseActivityAnalyticsBest forMapOrgs
Niches
AgentsMCPRAGCoding AssistantsInference & ServingVector DBs
Personal
WatchlistCompareWeekly report
?
Sign in
magic link · no password
LIVE──────── · ──:──:── UTCabout
beam
beam
Discover
PulseActivityAnalyticsBest forMapOrgs
Niches
AgentsMCPRAGCoding AssistantsInference & ServingVector DBs
Personal
WatchlistCompareWeekly report
?
Sign in
magic link · no password
All niches
Nichemcp

MCP

[TOOLS_TRACKED]83
[ACCELERATING]8
[DYING]0
[AVG_VELOCITY]0.12/10
See our pick → Best MCP
[ACCELERATING]

Accelerating

8
Tool
Velocity
Trend 30d
Δ 7d
Stars
Class
  • jeecgboot/JeecgBoot【低代码迈入v2.0时代,一句话即可生成整个系统】企业级AI低代码平台,一键生成前后端代码甚至整个系统。 AI Skills 一句话画流程、设计表单、生成报表、大屏。内置 AI应用平台涵盖:AI聊天、知识库、流程编排、MCP插件等,兼容主流大模型。引领AI低代码「Skills 生成 → 在线配置 → 代码生成 → 手工合并->AI修改」开发模式,解决 Java 项目 90% 重复工作,提高效率又不失灵活。
    2.74↑ +9047kAccel
  • vitali87/code-graph-ragThe ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowledge graphs
    2.69—↑ +2312.7kAccel
  • open-metadata/OpenMetadataThe Open Context Layer for Data and AI , OpenMetadata is the open platform for building trusted data context and business semantics for humans, AI assistants, and agents.
    2.32—↑ +17415kAccel
  • Canner/WrenAIGenBI (Generative BI) for AI agents, an open-source, governed text-to-SQL through an open context layer that turns natural-language questions into trusted dashboards, charts, and SQL across 20+ data sources, such as BigQuery, Snowflake, PostgreSQL, ClickHouse, Amazon Redshift, Databricks and more.
    1.90↑ +41217kAccel
  • DEEIX-AI/DEEIX-ChatAn enterprise AI workspace for model routing, multimodal chat, files, tools, billing, identity, and operations.
    1.37—↑ +1071.2kAccel
  • codexu/note-genCapture first. Organize later. A local-first Markdown app that turns scattered records into clear notes with AI.
    0.93↑ +14413kAccel
  • wesammustafa/Claude-Code-Everything-You-Need-to-KnowA practical Claude Code guide with clear mental models and copy-paste examples — setup, prompt engineering, slash commands, skills, hooks, subagents, agent teams, and MCP servers. Beginner path to power-user depth. Featured in Awesome Claude Code.
    0.70—↑ +1822.6kAccel
  • skalesapp/skalesPersonal AI desktop agent for Windows, macOS, Linux, Android & iOS. Set a goal, it works on its own. Teams (pair two desktops, agents + humans), Agent2Agent, Workflows, Codework, multi-agent orgs, desktop + browser automation. 15+ AI providers, BYOK. No Docker, no terminal. Agent Skills (SKILL.md). Migration importer. Recurring autonomous tasks.
    0.64—↑ +2831.6kAccel
[STABLE]

Stable

73
Tool
Velocity
Trend 30d
Δ 7d
Stars
Class
  • n8n-io/n8nFair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations.
    5.82—↑ +843200kStable
  • lobehub/lobehub🤯 LobeHub is your Chief Agent Operator, organizing your agents into 7×24 operations by hiring, scheduling, and reporting on your entire AI team.
    3.24—↑ +32581kStable
  • HKUDS/Vibe-Trading"Vibe-Trading: Your Personal Trading Agent"
    3.22—↑ +1.1k30kStable
  • danny-avila/LibreChatEnhanced ChatGPT Clone: Features Agents, MCP, Skills, DeepSeek, Anthropic, AWS, OpenAI, Responses API, Azure, Groq, o1, GPT-5, Mistral, OpenRouter, Vertex AI, Gemini, Artifacts, AI model switching, message search, Code Interpreter, langchain, DALL-E-3, OpenAPI Actions, Functions, Secure Multi-User Auth, Presets, open-source for self-hosting. Active
    3.15—↑ +26242kStable
  • langgenius/difyBuild Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. Deploy on cloud, VPC, or self-hosted, so teams move from prototype to production without rebuilding the stack.
    3.01↑ +744152kStable
  • labring/FastGPTFastGPT is a knowledge-based platform built on the LLMs, offers a comprehensive suite of out-of-the-box capabilities such as data processing, RAG retrieval, and visual AI workflow orchestration, letting you easily develop and deploy complex question-answering systems without the need for extensive setup or configuration.
    3.00↑ +6529kStable
  • HKUDS/nanobotUltra-lightweight, open-source, self-hosted personal AI agent framework in Python with WebUI, tools, memory, MCP, multi-agent workflows, automation, and chat apps
    2.84↑ +27647kStable
  • diegosouzapw/OmniRouteNever stop coding. Free MIT AI gateway: one endpoint, 290+ providers (90+ free), 500+ models — Kimi, Claude, GPT, OpenAI, Gemini, GLM, DeepSeek, MiniMax. Works with Claude Code, Codex, Cursor, OpenCode, Cline & Copilot. Quota-aware auto-fallback, RTK+Caveman compression saves 15-95% tokens, MCP/A2A, Desktop/PWA. Built by 500+ contributors
    2.68—↑ +6.1k44kStable
  • flipped-aurora/gin-vue-admin🚀Vite+Vue3+Gin拥有AI辅助的基础开发平台,企业级业务AI+开发解决方案,内置mcp辅助服务,内置skills管理,支持TS和JS混用。它集成了JWT鉴权、权限管理、动态路由、显隐可控组件、分页封装、多点登录拦截、资源权限、上传下载、代码生成器、表单生成器和可配置的导入导出等开发必备功能。
    2.31—↑ +1825kStable
  • containers/kubernetes-mcp-serverModel Context Protocol (MCP) server for Kubernetes and OpenShift
    2.29—↑ +451.9kStable
  • open-webui/open-webuiUser-friendly AI Interface (Supports Ollama, OpenAI API, ...)
    2.20↑ +654148kStable
  • MemPalace/mempalaceThe best-benchmarked open-source AI memory system. And it's free.
    2.06↑ +26658kStable
  • aaif-goose/goosean open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test with any LLM
    2.00↑ +47953kStable
  • t8y2/dbx20 MB lightweight cross-platform database client for 70+ databases, including MySQL, PostgreSQL, SQLite, Redis, MongoDB, DuckDB, SQL Server, and Dameng. Built-in AI, MCP Server, CLI, desktop and Docker. | 轻量级跨平台数据库管理工具,支持 MySQL、PostgreSQL、SQLite、Redis、MongoDB、达梦等 70+ 数据库,提供桌面端、Docker、CLI、内置 AI 助手和 MCP Server。
    1.98—↑ +79114kStable
  • agentscope-ai/agentscopeBuild and run agents you can see, understand and trust.
    1.78↑ +24329kStable
  • xbtlin/ai-berkshireAI 时代的伯克希尔:基于 Claude Code / Codex 的价值投资研究框架。巴菲特·芒格·段永平·李录四大师方法论 + 多Agent并行研究。| AI-era Berkshire: a value investing research framework built for Claude Code / Codex. 4 masters' methodologies + multi-agent adversarial analysis.
    1.78—↑ +39315kStable
  • NVIDIA-AI-Blueprints/video-search-and-summarizationNVIDIA AI Blueprint for video search and summarization (VSS) is a GPU-accelerated reference architecture for building video analytics agents with real-time verified alerts, visual Q&A, and automated reporting. The VSS Blueprint uses vision language models (VLMs) such as NVIDIA Cosmos, LLMs such as NVIDIA Nemotron, RAG, and NVIDIA NIMs.
    1.77—↑ +211.8kStable
  • stickerdaniel/linkedin-mcp-serverOpen-source MCP server for LinkedIn. Give Claude and any MCP-compatible AI agent access to profiles, companies, jobs, and messages.
    1.76↑ +713.1kStable
  • xpzouying/xiaohongshu-mcpMCP for xiaohongshu.com
    1.63—↑ +11815kStable
  • tirth8205/code-review-graphLocal-first code intelligence graph for MCP and CLI. Builds a persistent map of your codebase so AI coding tools read only what matters, with benchmarked context reductions on reviews and large-repo workflows.
    1.63↑ +1.5k30kStable
  • Ed1s0nZ/CyberStrikeAIThe system of action for AI-native cybersecurity—where intent becomes governed execution, evidence becomes operational memory, and every operation improves the next.
    1.60↑ +1655.6kStable
  • DeusData/codebase-memory-mcpHigh-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 languages, sub-ms queries, 99% fewer tokens. Single static binary, zero dependencies.
    1.58—↑ +1.1k38kStable
  • CoplayDev/unity-mcpUnity MCP acts as a bridge between AI assistants and your Unity Editor. Give your LLM tools to manage assets, control scenes, edit scripts, and automate tasks within Unity.
    1.58↑ +20313kStable
  • intuitem/ciso-assistant-communityCISO Assistant is a one-stop-shop GRC platform for Risk Management, AppSec, Compliance & Audit, TPRM, BIA, Privacy, and Reporting. It supports 150+ global frameworks with automatic control mapping, including ISO 27001, NIST CSF, SOC 2, CIS, PCI DSS, NIS2, DORA, GDPR, HIPAA, CMMC, and more.
    1.53—↑ +164.3kStable
  • headroomlabs-ai/headroomCompress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.
    1.50—↑ +1.5k66kStable
  • trpc-group/trpc-agent-goA Go framework for building production agent systems with graph workflows, tools, memory, A2A, AG-UI, MCP, evaluation, and observability.
    1.49—↑ +201.6kStable
  • screenpipe/screenpipeYC (S26) | Record your screen 24/7 and plug into your agents. Local, private, secure. Connect to OpenClaw, Hermes agent and 100+ apps
    1.46↑ +16021kStable
  • mudler/LocalAILocalAI is the open-source AI engine. Run any model - LLMs, vision, voice, image, video - on any hardware. No GPU required.
    1.37↑ +20748kStable
  • Q00/ouroborosAgent OS: Stop prompting. Start specifying.
    1.35—↑ +1045.4kStable
  • casdoor/casdoorAn open-source Agent-first Identity and Access Management (IAM) /LLM MCP & agent gateway and auth server with web UI supporting OpenClaw, MCP, OAuth, OIDC, SAML, CAS, LDAP, SCIM, WebAuthn, TOTP, MFA, Face ID, Google Workspace, Azure AD
    1.32↑ +3814kStable
  • mcp-use/mcp-useThe fullstack MCP framework to develop MCP Apps for ChatGPT / Claude & MCP Servers for AI Agents.
    1.28—↑ +3010kStable
  • mukul975/Anthropic-Cybersecurity-Skills817 structured cybersecurity skills for AI agents · Mapped to 6 frameworks: MITRE ATT&CK, NIST CSF 2.0, MITRE ATLAS, D3FEND, NIST AI RMF & MITRE F3 (Fight Fraud) · agentskills.io standard · Works with Claude Code, GitHub Copilot, Codex CLI, Cursor, Gemini CLI & 20+ platforms · 29 security domains · Apache 2.0
    1.27↑ +33327kStable
  • microsoft/playwright-mcpPlaywright MCP server
    1.22—↑ +18036kStable
  • AstrBotDevs/AstrBotAI Agent Assistant & development framework that integrates lots of IM platforms, LLMs, plugins and AI feature, and can be your openclaw alternative. ✨
    1.21↑ +38439kStable
  • MemTensor/MemOSSelf-evolving memory OS for LLM & AI Agents: ultra-persistent memory, hybrid-retrieval, and cross-task skill reuse, with 35.24% token savings
    1.20↑ +10611kStable
  • superset-sh/supersetCode Editor for the AI Agents Era - Run an army of Claude Code, Codex, etc. on your machine
    1.19↑ +9213kStable
  • lemonade-sdk/lemonadeLemonade helps users discover and run local AI apps by serving optimized LLMs right from their own GPUs and NPUs. Join our discord: https://discord.gg/5xXzkMu8Zk
    1.16—↑ +1005.3kStable
  • triggerdotdev/trigger.devTrigger.dev – build and deploy fully‑managed AI agents and workflows
    1.14↑ +9416kStable
  • NateBJones-Projects/OB1Open Brain — The infrastructure layer for your thinking. One database, one AI gateway, one chat channel — any AI plugs in. No middleware, no SaaS.
    1.13↑ +524.4kStable
  • yvgude/lean-ctxControl what your AI can see. LeanCTX (Lean Context) is the context intelligence layer for AI agents — one local Rust binary that decides what they read, remembers what they learn, guards what they touch, and proves what they save. 60–90% fewer tokens as the receipt. 76 MCP tools, 30+ agents, local-first.
    1.13—↑ +713.6kStable
  • IBM/AssetOpsBenchAssetOpsBench - Industry 4.0: A unified benchmark and framework for building, orchestrating, and evaluating domain-specific AI agents for Industry 4.0 asset operations and maintenance, with 460+ scenarios, 5 specialist agents (IoT, FMSR, TSFM, Work Order,...), and multi-agent orchestration blueprints (MetaAgent, AgentHive) over MCP.
    1.11—↑ +202.1kStable
  • netdata/netdataThe fastest path to AI-powered full stack observability, even for lean teams.
    1.10—↑ +10480kStable
  • PrefectHQ/fastmcp🚀 The fast, Pythonic way to build MCP servers and clients.
    1.09↑ +11127kStable
  • opensquilla/opensquillaOpenSquilla — Token-Efficient AI Agent with same budget, higher intelligence density
    1.01—↑ +1256.6kStable
  • modelcontextprotocol/ext-appsOfficial repo for spec & SDK of MCP Apps protocol - standard for UIs embedded AI chatbots, served by MCP servers
    1.00—↑ +332.7kStable
  • NirDiamant/agents-towards-productionEnd-to-end, code-first tutorials for building production-grade GenAI agents. From prototype to enterprise deployment.
    0.95↑ +3121kStable
  • samanhappy/mcphubA unified hub for centrally managing and dynamically orchestrating multiple MCP servers/APIs into separate endpoints with flexible routing strategies.
    0.94—↑ +182.3kStable
  • gensecaihq/Wazuh-MCP-ServerProduction-grade MCP server for Wazuh SIEM — 55 security tools for alert triage, threat hunting, vulnerability management, compliance (PCI DSS, GDPR, HIPAA, NIST CSF, ISO 27001) and active response. Connect Claude or any LLM to your SOC. OAuth 2.1, RBAC, multi-cluster, air-gap ready.
    0.93—↑ +4216Stable
  • dsphper/lanhu-mcp⚡ 需求分析效率提升 200%!全球首个为 AI 编程时代设计的团队协作 MCP 服务器,自动分析需求自动编写前后端代码,下载切图
    0.92—↑ +502.1kStable
  • dyoshikawa/rulesyncA Utility CLI for AI Coding Agents
    0.91↑ +171.3kStable
  • TNT-Likely/BeeCountLocal-first bookkeeping for iOS/Android/Web · Self-hosted cloud + iCloud/WebDAV/S3 sync · AI capture · MCP | 本地优先的跨端记账 · 自建云 + iCloud/WebDAV/S3 同步 · AI 记账 · MCP
    0.90—↑ +412.1kStable
  • xuzhougeng/wisp-scienceOpen-source, local-first desktop AI research workbench for scientific computing with Python/R, MCP bioinformatics tools, SSH/WSL/GPU runtimes, and OpenAI/Anthropic models.
    0.88—↑ +2231.0kStable
  • zhu1090093659/deepseek-ppDeepSeek Web browser extension: AI agent workspace with MCP tools, memory, Skills, automation, web search, and conversation export.
    0.86—↑ +731.5kStable
  • DataTalksClub/ai-dev-tools-zoomcampAI Dev Tools Zoomcamp is a free course that helps you use AI tools to write better code, faster. We're starting the first cohort of this course on November 18, 2025! Sign up here to join us 👇🏼
    0.80↑ +141.2kStable
  • micro/go-microA Go agent harness and service framework
    0.79—↑ +1423kStable
  • moltis-org/moltisA secure persistent personal agent server in Rust. One binary, sandboxed execution, multi-provider LLMs, voice, memory, Telegram, WhatsApp, Discord, Teams, and MCP tools. Secure by design, runs on your hardware.
    0.78—↑ +92.8kStable
  • upstash/context7Context7 Platform -- Up-to-date code documentation for LLMs and AI code editors
    0.77↑ +31360kStable
  • TabularisDB/tabularisOpen-source desktop SQL workspace for PostgreSQL, MySQL/MariaDB, SQLite and 15+ more databases like DuckDB, ClickHouse, Redis and Firestore. Built-in MCP server for Claude, Cursor and Devin, SQL notebooks and visual EXPLAIN.
    0.76—↑ +534.1kStable
  • inkeep/agentsCreate AI Agents in a No-Code Visual Builder or TypeScript SDK with full 2-way sync. For shipping AI assistants and multi-agent AI workflows.
    0.75↑ +141.4kStable
  • 0x4m4/hexstrike-aiHexStrike AI MCP Agents is an advanced MCP server that lets AI agents (Claude, GPT, Copilot, etc.) autonomously run 150+ cybersecurity tools for automated pentesting, vulnerability discovery, bug bounty automation, and security research. Seamlessly bridge LLMs with real-world offensive security capabilities.
    0.75↑ +13211kStable
  • mcpjungle/MCPJungleOne place to manage & connect to all your MCP servers
    0.72—↑ +141.2kStable
  • basicmachines-co/basic-memoryAI conversations that actually remember. Never re-explain your project to your AI again. Join our Discord: https://discord.gg/tyvKNccgqN
    0.70—↑ +563.6kStable
  • snyk/agent-scanSecurity scanner for AI agents, MCP servers and agent skills.
    0.69—↑ +412.9kStable
  • rekog-labs/MCP-NestA NestJS module to effortlessly create Model Context Protocol (MCP) servers for exposing AI tools, resources, and prompts.
    0.67—↑ +6691Stable
  • tractorjuice/arc-kitThe Enterprise Architecture Governance Harness — strategy, architecture, delivery, and assurance using AI coding assistants
    0.66—↑ +152.1kStable
  • moyangzhan/langchain4j-aideepin基于AI的工作效率提升工具(聊天、绘画、知识库、工作流、 MCP服务市场、语音输入输出、长期记忆) | Ai-based productivity tools (Chat,Draw,RAG,Workflow,MCP marketplace, ASR,TTS, Long-term memory etc)
    0.64—↑ +81.4kStable
  • arabold/docs-mcp-serverGrounded Docs MCP Server: Open-Source Alternative to Context7, Nia, and Ref.Tools
    0.63—↑ +181.6kStable
  • Dataojitori/nocturne_memoryA lightweight, rollbackable, and visual Long-Term Memory Server for MCP Agents. Say goodbye to Vector RAG and amnesia. Empower your AI with persistent, graph-like structured memory across any model, session, or tool. Drop-in replacement for OpenClaw.
    0.60—↑ +181.3kStable
  • yilewang/llm-for-zoteroAn open-sourced research agent system deeply rooted in your Zotero library.
    0.57—↑ +802.6kStable
  • preset-io/agorOrchestrate Claude Code, Codex, and Gemini sessions on a multiplayer canvas. Manage git worktrees, track AI conversations, and visualize your team's agentic work in real-time.
    0.55—↑ +111.4kStable
  • FireRedTeam/FireRed-OpenStorylineFireRed-OpenStoryline is an AI video editing agent that transforms manual editing into intention-driven directing through natural language interaction, LLM-powered planning, and precise tool orchestration. It facilitates transparent, human-in-the-loop creation with reusable Style Skills for consistent, professional storytelling.
    0.53—↑ +253.2kStable
  • bvisible/mcp-ssh-managerMCP SSH Server: 37 tools for remote SSH management | Claude Code & OpenAI Codex | DevOps automation, backups, database operations, health monitoring
    0.52—↑ +15416Stable
  • zhitongblog/solomdA markdown editor — and the bridge to your LLM. Local-first, MIT, ~15 MB. Bundled MCP server lets Claude Code / Codex / Cursor drive your vault directly. 14 AI providers BYOK.
    0.52—↑ +111771Stable
[STALLING]

Stalling and dying

8
Tool
Velocity
Trend 30d
Δ 7d
Stars
Class
  • rohitg00/ai-engineering-from-scratchLearn it. Build it. Ship it for others.
    2.29↑ +84446kStalling
  • Agenta-AI/agentaAgenta is a workspace where you and your team build agents and automations.
    1.35↑ +294.5kStalling
  • modelcontextprotocol/csharp-sdkThe official C# SDK for Model Context Protocol servers and clients. Maintained in collaboration with Microsoft.
    1.22—↑ +124.5kStalling
  • googleapis/mcp-toolboxMCP Toolbox for Databases is an open source MCP server for databases.
    1.06↑ +3716kStalling
  • Zipstack/unstractLLM-Driven Extraction of Unstructured Data — Built for API Deployments & ETL Pipeline Workflows
    0.74—↑ +217.1kStalling
  • clay-good/OpenLoreDeterministic, local-first memory and guardrails for AI coding agents with no LLM in the hot path.
    0.64—↑ +12270Stalling
  • rahilp/second-brain-cloudflareOne memory layer, every AI tool. Store anything once — recall it in Claude, ChatGPT, Cursor, or any MCP client. Self-hosted on Cloudflare's free tier.
    0.64—↑ +17713Stalling
  • repoprompt/repoprompt-ceCommunity edition of RepoPrompt: a native macOS context engineering app for AI coding agents, with an MCP CLI.
    0.64—↑ +6853Stalling
LIVE──────── · ──:──:── UTCabout