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Layers / Orchestration / Agents / Tool use and MCP

Tool use and MCP

How a model reaches the outside world: function calling, MCP servers, browser and computer control, connector catalogues. The loop that decides which tool to call is an agent framework.

62 in this category
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LICENCE · 7 NOT READ

SDK LANGUAGES · 33 NOT READ

MCP SERVER · 34 NOT READ

PRODUCTUSED BYSTARSDOWNLOADS 30D
browser-useAgents that use the browser.114,282Cclaude-memPersistent Context Across Sessions for Every Agent – Captures everything your agent does during sessions, compresses it with AI, and injects relevant context back into future sessions. Works with Cla93,704oh-my-openagentOmO: Just type "mass ulw" keyword with your prompt. Now you are the master of graph engineering.69,258Ttrendradar⭐AI-driven public opinion & trend monitor with multi-platform aggregation, RSS, and smart alerts.🎯 告别信息过载,你的 AI 舆情监控助手与热点筛选工具!聚合多平台热点 + RSS 订阅,支持关键词精准筛选。AI 智能筛选新闻 + AI 翻译 + AI 分析简报直推手机,也支持接入 MCP 架构62,455context7Context7 Platform -- Up-to-date code documentation for LLMs and AI code editors62,280chrome-devtools-mcpChrome DevTools for coding agents52,435Ccodebase-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 binary43,982Aai-job-searchThe job search that runs on your machine. AI job application framework built on Claude Code: evaluate postings, tailor CVs, write cover letters, prep interviews. Fork it and own it.43,560github-mcp-serverGitHub's official MCP Server32,884AaihawkAnti detect browser and web browsing agent: an open-source MCP server for undetected browsing, AI web scraping and computer use agents. No captchas.31,617composioComposio powers 1000+ toolkits, tool search, context management, authentication, and a sandboxed workbench to help you build AI agents that turn intent into action.30,143serenaA powerful MCP toolkit for coding, providing semantic retrieval and editing capabilities - the IDE for your agent29,200Semantic KernelSemantic Kernel Python SDK128,550MastraMastra is the modern TypeScript framework for AI-powered applications and agents.127,9185,528,372activepiecesAI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents24,638python-sdkThe official Python SDK for Model Context Protocol servers and clients24,272editorOpen-source 3D architectural editor with a local CLI, MCP tools, and practical workflows for humans and AI agents.24,198context-modeContext window optimization for AI coding agents. Sandboxes tool output (98% reduction), persists session memory, and enforces routing across 17 platforms via MCP + hooks.23,868TemporalTemporal service622,96513,206,163n8n-mcpA MCP for Claude Desktop / Claude Code / Windsurf / Cursor to build n8n workflows for you22,961funasrOpen-source speech recognition toolkit for training, inference, streaming ASR, VAD, punctuation, speaker diarization pipelines, and OpenAI-compatible/MCP serving.20,458Ddouyin_tiktok_download_api🚀 Self-hosted TikTok & Douyin scraper and no-watermark video downloader — async REST API, MCP server, CLI and web console for posts, profiles, comments and playlists. Self-healing identity pool, Post20,250Ddocker-androidAndroid in docker solution with noVNC supported, video recording and mcp server15,842xiaohongshu-mcpMCP for xiaohongshu.com15,747Sskill_seekersConvert documentation websites, GitHub repositories, and PDFs into Claude AI skills with automatic conflict detection15,017typescript-sdkMCP TypeScript SDK13,374Xxhs-downloader小红书(XiaoHongShu、RedNote)链接提取/作品采集工具12,674Iida-pro-mcpAI-powered reverse engineering assistant that bridges IDA Pro with language models through MCP.12,211Hhexstrike-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 boun12,032fastapi_mcpExpose your FastAPI endpoints as Model Context Protocol (MCP) tools, with Auth!12,006holaosAgentic workspace for service companies, now trading as holaboss11,219mcp-useThe fullstack MCP framework to develop MCP Apps for ChatGPT / Claude & MCP Servers for AI Agents.10,665Xxiaozhi-esp32-server本项目为xiaozhi-esp32提供后端服务,帮助您快速搭建ESP32设备控制服务器。Backend service for xiaozhi-esp32, helps you quickly build an ESP32 device control server.10,554mcpOpen source MCP Servers for AWS9,683gentle-aiGentle-AI configures the AI coding agents you already use: Claude Code, Cursor, OpenCode, Codex, Pi, and more. Choose persistent memory, Spec-Driven Development, curated skills, MCP servers, personas,6,680engramPersistent memory system for AI coding agents. Agent-agnostic Go binary with SQLite + FTS5, MCP server, HTTP API, CLI, and TUI.6,541genkitOpen-source framework for building agentic apps in JavaScript, Go, Dart, and Python, built and used in production by Google6,431sandboxAll-in-One Sandbox for AI Agents that combines Browser, Shell, File, MCP and VSCode Server in a single Docker container.5,897Astron SkillHubSelf-hosted, open-source agent skill registry for enterprises. Publish & version skill packages, govern with RBAC and audit logs, deploy on-premise with Docker or Kubernetes.5,085Aai-agents-from-zero🚀 2026 最系统的 AI Agent 速成指南|智能体实战教程 · 完整学习路径 + 实战项目 + 面试题库 · 对标大模型应用开发工程师岗位 · 覆盖LangChain / LangGraph / Coze / Dify / MCP / skills / LLM / RAG / 提示词 · 企业级部署与微调 · 从0到企业级落地 + 从学习到上线项目 + 面试准备一体化4,555learn-agentic-aiLearn Agentic AI using Dapr Agentic Cloud Ascent (DACA) Design Pattern and Agent-Native Cloud Technologies: OpenAI Agents SDK, Memory, MCP, A2A, Knowledge Graphs, Dapr, Rancher Desktop, and Kubernetes4,359Ffast-agentCode, Build and Evaluate agents - excellent Model and Skills/MCP/ACP/A2A Support3,918Ddsh-anchored-standardTwo-phase DeepSeek Harness preset: Minimal-aligned bootstrap, then full Standard tools (Project2 98/99)3,816Ddecryptprompt总结Prompt&LLM论文,开源数据&模型,AIGC应用3,441miroflow🏆 Top-1 on 5+ benchmarks | Web UI | Supports MiroThinker, Claude, Kimi, OpenAI3,105moltisA 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 you2,852debugswiftA toolkit to make debugging iOS applications easier 🚀2,393open-coworkOpen-source AI agent desktop app for Windows & macOS. One-click install Claude Code, MCP tools, and Skills — with sandbox isolation, multi-model support, and Feishu/Slack integration.2,134Mmcp-memory-serviceOpen-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consolidation.1,940jido🤖 Autonomous agent framework for Elixir. Built for distributed, autonomous behavior and dynamic workflows.1,857trpc-agent-goA Go framework for building production agent systems with graph workflows, tools, memory, A2A, AG-UI, MCP, evaluation, and observability.1,782Nnocturne_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, s1,350deuz-sdkZero-dependency TypeScript framework for production AI agents: durable execution, long-term memory, hybrid RAG, MCP tool calling, human-in-the-loop approval, planning and CodeAct sandboxes. One stream1,203AAgentChatAgentChat 是一个基于 LLM 的智能体交流平台,内置默认 Agent 并支持用户自定义 Agent。通过多轮对话和任务协作,Agent 可以理解并协助完成复杂任务。项目集成 LangChain、Function Call、MCP 协议、RAG、Memory、HITL、Skill、Milvus 和 ElasticSearch 等技术,实现高效的知识检索与工具调用,使用 FastAPI 构建891automemLong-term memory for AI assistants. Graph + vector store that recalls decisions, relationships, and context across sessions.810projectmemOpen-source coding agents memory. Records issues, attempts, fixes and decisions, then warns your agent before it repeats an approach that already failed. Native MCP server for Claude Code, Cursor, Ant800MemorixOpen-source cross-agent memory layer for coding agents via MCP. Compatible with Claude Code, Codex, Cursor, Windsurf, Gemini CLI, Antigravity, OpenClaw, Hermes Agent, Oh-my-Pi, Pi, Copilot, Kiro, Open760MemoriaSecure memory management for AI Agents • Ensures data integrity • Reduces hallucinations • Maintains consistent long-term context595agenvoySelf-hosted 24/7 personal AI agent that runs on your own machine — memory, schedules, tools and credentials stay local. Single Go binary with MCP.513cauraCaura (formerly MemClaw) — governed shared memory for AI agent fleets. Multi-agent, multi-tenant, MCP-native. Trust tiers, keystone policies, audit trails, knowledge graph, self-improving retrieval. A499devnors-data-mcpDevnors Data - MCP Server: MCP,Model Context Protocol,Claude,Cursor,WorkBuddy,接口,数据API,裁判文书,Legal Case,法律法规,法条,Law Article,企业工商,Company Registry,企业年报,Annual Report,税号开票,Tax Invoice,失信核查,被执行人,关键词指数,微信指322Port of Contextpctx is the execution layer for agentic tool calls. It auto-converts agent tools and MCP servers into code that runs in secure sandboxes for token-efficient workflows.274

SORTED BY ONE STATED COLUMN · USED BY = LISTED PRODUCTS DEPENDING ON IT, IN THIS DIRECTORY — NOT A POPULARITY FIGURE · NO OVERALL SCORE AND NO RANK COLUMN, BECAUSE BLENDING ADOPTION, STARS AND DOWNLOADS NEEDS WEIGHTS, AND WEIGHTS ARE AN OPINION PRESENTED AS ARITHMETIC

Cite this page

The count and its date sit inside the citation, because “Tool use and MCP” without a date is a claim that quietly goes wrong as the category fills.

infratoapp, “Tool use and MCP — Orchestration / Agents”, read 28 October 2026. 62 listed products. https://www.infratoapp.com/layers/agents/tool-use

No overall score, and no rank column

Blending adoption, stars and downloads needs weights, and weights are an opinion presented as arithmetic — so this table sorts by one stated column at a time and shows which. This view holds no billing column and joins no billing table: a sponsor cannot appear higher, and the signals meter is a row’s own confidence, never a score you can sort on.

Frequently asked

What is in the Tool use and MCP category?
62 products in the Orchestration / Agents layer of the AI stack. How a model reaches the outside world: function calling, MCP servers, browser and computer control, connector catalogues. The loop that decides which tool to call is an agent framework. Listed members include browser-use, claude-mem and oh-my-openagent. Every fact on each listing carries the page it was read from and the date it was read.
How are Tool use and MCP compared here?
By the 6 attributes this category declares, asked of every member and answered only where a source states it. A product with no answer on record shows a gap rather than a guess, and no blended score is published — weights would be an opinion presented as arithmetic.
browser-use or claude-mem?
Both are listed under Tool use and MCP. We publish no verdict between them — we hold no benchmark that would support one. What we do hold is the same attribute sheet for each, side by side with the source behind every value, at /compare/browser-use-vs-claude-mem.
What does a blank mean on a tool use and mcp row?
That nobody has told us, not that the answer is no. A hollow ring is "no answer on record", which is a different state from a recorded no — and the two look different on purpose. A listing with a blank has not failed the question; it has not been read for it.
How often are tool use and mcp figures re-read?
Every value carries the date it was read and a link to the page it came from. Prices move fastest and are re-read most often; an attribute read weeks ago says so rather than presenting itself as current. Anything past 21 days is hidden rather than shown stale.
Is this every tool use and mcp there is?
No. This is 62 we have read and can cite. A directory that claimed completeness would be making a promise it cannot keep, so the page states its own count instead and says when a category is too thin to shortlist from.
Can a vendor pay to rank higher here?
No. Nothing on this page can be bought: a sponsor cannot enter a table, reorder a row or change a mark, and there is no ranked position for sale. How the site is paid for, and the line each source of money does not cross, is set out under money and independence at /our-data#sec5.