# AgentoolRank

> AgentoolRank ranks 621 open-source AI agent tools by real GitHub activity (stars, star growth, commits, releases, issue response time) and compares them side by side.

Data is refreshed from the GitHub API; last refresh: 2026-10-08. Every tool page lists capabilities, integrations, limitations, best-for / not-for, and pricing.

## Categories
- [Agent Frameworks](https://agentoolrank.com/category/agent-frameworks): 166 tools
- [Memory & Knowledge](https://agentoolrank.com/category/memory-knowledge): 87 tools
- [Coding Agents](https://agentoolrank.com/category/coding-agents): 78 tools
- [Tool Integration & Infrastructure](https://agentoolrank.com/category/tool-integration): 74 tools
- [MCP Servers](https://agentoolrank.com/category/mcp-servers): 50 tools
- [Observability & Evaluation](https://agentoolrank.com/category/observability-evaluation): 43 tools
- [No-Code Agent Builders](https://agentoolrank.com/category/no-code-agent-builders): 31 tools
- [Browser & Web Agents](https://agentoolrank.com/category/browser-web-agents): 30 tools
- [Enterprise Agent Platforms](https://agentoolrank.com/category/enterprise-agent-platforms): 26 tools
- [Voice Agents](https://agentoolrank.com/category/voice-agents): 14 tools
- [Sandboxes & Execution Environments](https://agentoolrank.com/category/sandboxes-execution): 13 tools
- [Agent Protocols & Standards](https://agentoolrank.com/category/agent-protocols): 10 tools

## Top tools
- [Orca](https://agentoolrank.com/tool/orca): Orca is the ADE for working with a fleet of parallel agents. Run any coding agent with your own subscription. Available on desktop, mobile and remote runtime. (87,612 GitHub stars)
- [hermes-agent](https://agentoolrank.com/tool/hermes-agent): The agent that grows with you (252,128 GitHub stars)
- [OmniRoute](https://agentoolrank.com/tool/omniroute): OpenAI-compatible gateway for multi-provider routing, retries, fallbacks, caching, and observability (74,126 GitHub stars)
- [OpenHuman](https://agentoolrank.com/tool/openhuman): OpenHuman is the fastest, cheapest, most efficient open-source agent harness. Written in Rust (41,670 GitHub stars)
- [HyperFrames](https://agentoolrank.com/tool/hyperframes): Write HTML. Render video. Built for agents. (58,917 GitHub stars)
- [DBX](https://agentoolrank.com/tool/dbx): 25 MB cross-platform client for 100+ databases with a built-in AI assistant and MCP Server (25,188 GitHub stars)
- [Codex](https://agentoolrank.com/tool/codex): Lightweight coding agent that runs in your terminal (128,356 GitHub stars)
- [DeepSeek Harness](https://agentoolrank.com/tool/deepseek-harness): DeepSeek Harness: Everything is a Plugin. (245,701 GitHub stars)
- [LiteLLM](https://agentoolrank.com/tool/litellm): Open-source Python SDK and AI gateway for calling 100+ LLMs through a unified OpenAI-compatible interface (60,357 GitHub stars)
- [omp](https://agentoolrank.com/tool/oh-my-pi): ⌥ Coding agent with the IDE wired in. Built by Stencil Labs. (34,625 GitHub stars)
- [n8n](https://agentoolrank.com/tool/n8n): Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations. (206,884 GitHub stars)
- [Unsloth](https://agentoolrank.com/tool/unsloth): Unsloth Studio is a web UI for training and running open models like Qwen, DeepSeek, gpt-oss and Gemma locally. (77,466 GitHub stars)
- [vLLM](https://agentoolrank.com/tool/vllm): A high-throughput and memory-efficient inference and serving engine for LLMs (93,388 GitHub stars)
- [Hindsight](https://agentoolrank.com/tool/hindsight): Hindsight: Agent Memory That Learns (47,119 GitHub stars)
- [Cua](https://agentoolrank.com/tool/cua): Scale computer-use 2.0 with open-source drivers, cross-OS fleets, and benchmarks for training, evaluation, and data generation. (28,983 GitHub stars)
- [Cognee](https://agentoolrank.com/tool/cognee): Knowledge Engine for AI Agent Memory in 6 lines of code (31,651 GitHub stars)
- [llama.cpp](https://agentoolrank.com/tool/llama-cpp): LLM inference in C/C++ (130,677 GitHub stars)
- [ragflow](https://agentoolrank.com/tool/ragflow): Open-source RAG engine combining knowledge retrieval and agent capabilities for LLMs (91,831 GitHub stars)
- [CopilotKit](https://agentoolrank.com/tool/copilotkit): The Frontend Stack for Agents & Generative UI. React + Angular.  Makers of the AG-UI Protocol (37,837 GitHub stars)
- [Kestra](https://agentoolrank.com/tool/kestra): Event Driven Orchestration & Scheduling Platform for Mission Critical Applications (29,396 GitHub stars)
- [Vibe-Trading](https://agentoolrank.com/tool/vibe-trading): "Vibe-Trading: Your Personal Trading Agent" (34,991 GitHub stars)
- [Graphify](https://agentoolrank.com/tool/graphify): Local tool that parses code, docs, SQL schemas, configs, and PDFs into a queryable knowledge graph (124,839 GitHub stars)
- [Claude-Mem](https://agentoolrank.com/tool/claude-mem): Captures and compresses agent activity to provide relevant context across coding sessions (98,098 GitHub stars)
- [Hypit](https://agentoolrank.com/tool/hypit): A language and system for AI agents to clone or create videos with footage, captions, B-roll, and effects (20,305 GitHub stars)
- [codebase-memory-mcp](https://agentoolrank.com/tool/codebase-memory-mcp): MCP server indexing codebases into a persistent knowledge graph with tree-sitter and hybrid LSP (46,131 GitHub stars)
- [text-to-cad](https://agentoolrank.com/tool/text-to-cad): Give your agent CAD superpowers. (18,368 GitHub stars)
- [Langfuse](https://agentoolrank.com/tool/langfuse): Open-source LLM engineering platform for observability, evaluation, prompt and dataset management (35,518 GitHub stars)
- [WeKnora](https://agentoolrank.com/tool/weknora): Open-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent, and a self-maintaining Wiki. (32,576 GitHub stars)
- [LobeHub](https://agentoolrank.com/tool/lobe-chat): Open-source platform for building, scheduling, and managing collaborative AI agent teams (83,058 GitHub stars)
- [Ruflo](https://agentoolrank.com/tool/ruflo): Agent framework for multi-agent swarms, autonomous workflows, adaptive memory, and vector RAG (74,118 GitHub stars)
- [Omnigent](https://agentoolrank.com/tool/omnigent): Open-source meta-harness for orchestrating Claude Code, Codex, Cursor, Pi, and custom AI agents (10,676 GitHub stars)
- [Cherry Studio](https://agentoolrank.com/tool/cherry-studio): AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs (52,448 GitHub stars)
- [Mastra](https://agentoolrank.com/tool/mastra): From the team behind Gatsby, Mastra is a framework for building AI-powered applications and agents with a modern TypeScript stack. (28,639 GitHub stars)
- [LangChain](https://agentoolrank.com/tool/langchain): The agent engineering platform (147,582 GitHub stars)
- [CC Switch](https://agentoolrank.com/tool/cc-switch): Cross-platform desktop app for switching AI agent providers and managing MCP, Skills, and Prompts (141,438 GitHub stars)
- [OmO](https://agentoolrank.com/tool/oh-my-openagent): OmO: Just type "mass ulw" keyword with your prompt. Now you are the master of graph engineering. (69,893 GitHub stars)
- [DeepTutor](https://agentoolrank.com/tool/deeptutor): DeepTutor: Lifelong Personalized Tutoring. https://deeptutor.info/. (40,929 GitHub stars)
- [herdr](https://agentoolrank.com/tool/herdr): the runtime your coding agents live on (42,903 GitHub stars)
- [SkillSpector](https://agentoolrank.com/tool/skillspector): Scans AI agent skills for prompt injection, data exfiltration, supply-chain risks, and vulnerabilities (19,682 GitHub stars)
- [headroom](https://agentoolrank.com/tool/headroom): Compresses tool outputs, logs, RAG chunks, files, and conversation history before they reach LLMs (74,707 GitHub stars)
- [Pipecat](https://agentoolrank.com/tool/pipecat): Open Source framework for voice and multimodal conversational AI (16,268 GitHub stars)
- [goose](https://agentoolrank.com/tool/goose): an open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test with any LLM (55,063 GitHub stars)
- [Agent Orchestrator](https://agentoolrank.com/tool/agent-orchestrator): Run and supervise teams of coding agents from planning to merge. Any harness (Claude code, codex, +25 more). Desktop, web, mobile, and cloud agents. (12,900 GitHub stars)
- [LibreChat](https://agentoolrank.com/tool/librechat): Open-source ChatGPT-like interface for multiple AI models, agents, and sandboxed code execution (45,404 GitHub stars)
- [Dify](https://agentoolrank.com/tool/dify): Production-ready platform for agentic workflow development. (158,099 GitHub stars)
- [OpenHands](https://agentoolrank.com/tool/openhands): 🙌 OpenHands: AI-Driven Development (90,269 GitHub stars)
- [Open Interpreter](https://agentoolrank.com/tool/open-interpreter): A natural language interface for computers (68,523 GitHub stars)
- [AG-UI](https://agentoolrank.com/tool/ag-ui): AG-UI: the Agent-User Interaction Protocol. Bring Agents into Frontend Applications. (16,389 GitHub stars)
- [Bifrost AI Gateway](https://agentoolrank.com/tool/bifrost): Fastest enterprise AI gateway (50x faster than LiteLLM) with adaptive load balancer, cluster mode, guardrails, 1000+ models support & <100 µs overhead at 5k RPS. (8,635 GitHub stars)
- [OpenViking](https://agentoolrank.com/tool/openviking): Self-evolving Context Database for AI Agents. Unify Agent Memory, Knowledge RAG and Skills. (39,415 GitHub stars)
- [Browser-Use](https://agentoolrank.com/tool/browser-use): 🌐 Make websites accessible for AI agents. Automate tasks online with ease. (117,470 GitHub stars)
- [Superset](https://agentoolrank.com/tool/superset): Superset is an agentic IDE to orchestrate 100+ coding agents in parallel. Run any agent with your own subscription. (14,989 GitHub stars)
- [PraisonAI](https://agentoolrank.com/tool/praisonai): Low-code multi-agent AI framework for planning, research, coding, and cross-platform delivery (9,202 GitHub stars)
- [World Monitor](https://agentoolrank.com/tool/worldmonitor): AI-powered dashboard for real-time news aggregation, geopolitical monitoring, and infrastructure tracking (88,037 GitHub stars)
- [Langflow](https://agentoolrank.com/tool/langflow): Langflow is a powerful tool for building and deploying AI-powered agents and workflows. (155,588 GitHub stars)
- [Promptfoo](https://agentoolrank.com/tool/promptfoo): Open-source CLI and library for evaluating and red-teaming prompts, agents, RAG systems, and LLM apps (25,813 GitHub stars)
- [Pascal Editor](https://agentoolrank.com/tool/editor): Open-source 3D architectural editor with a local CLI, MCP tools, and practical workflows for humans and AI agents. (24,728 GitHub stars)
- [MinerU](https://agentoolrank.com/tool/mineru): Transforms complex documents like PDFs into LLM-ready markdown/JSON for your Agentic workflows. (81,295 GitHub stars)
- [Open WebUI](https://agentoolrank.com/tool/open-webui): User-friendly AI Interface (Supports Ollama, OpenAI API, ...) (154,213 GitHub stars)
- [OpenSEO](https://agentoolrank.com/tool/open-seo): Open source alternative to Semrush and Ahrefs (22,725 GitHub stars)
- [Pydantic AI](https://agentoolrank.com/tool/pydantic-ai): AI Agent Framework, the Pydantic way (20,487 GitHub stars)
- [oh-my-claudecode](https://agentoolrank.com/tool/oh-my-claudecode): Teams-first Multi-agent orchestration for Claude Code (39,681 GitHub stars)
- [Claude Code](https://agentoolrank.com/tool/claude-code): Agentic coding tool that understands codebases and handles tasks and Git workflows from your terminal (149,848 GitHub stars)
- [agents](https://agentoolrank.com/tool/agents): A framework for building realtime voice AI agents 🤖🎙️📹 (14,643 GitHub stars)
- [Docling](https://agentoolrank.com/tool/docling): Get your documents ready for gen AI (68,536 GitHub stars)
- [QwenLM/qwen-code](https://agentoolrank.com/tool/qwen-code): An open-source AI coding agent that lives in your terminal. (28,360 GitHub stars)
- [LobeHub](https://agentoolrank.com/tool/lobehub): 🤯 LobeHub is your Chief Agent Operator, organizing your agents into 7×24 operations by hiring, scheduling, and reporting on your entire AI team. (83,058 GitHub stars)
- [9Router](https://agentoolrank.com/tool/9router): Local AI router for coding agents with provider fallback and 20–40% token-saving output compression (30,456 GitHub stars)
- [DeerFlow](https://agentoolrank.com/tool/deer-flow): Open-source agent harness for long-horizon research, coding, and content creation (83,510 GitHub stars)
- [AI SDK](https://agentoolrank.com/tool/ai): The AI Toolkit for TypeScript. From the creators of Next.js, the AI SDK is a free open-source library for building AI-powered applications and agents (27,169 GitHub stars)
- [Ollama](https://agentoolrank.com/tool/ollama): Get up and running with Kimi-K2.5, GLM-5, MiniMax, DeepSeek, gpt-oss, Qwen, Gemma and other models. (182,563 GitHub stars)
- [jcode](https://agentoolrank.com/tool/jcode): The most RAM efficient harness (20,351 GitHub stars)
- [iFixAi](https://agentoolrank.com/tool/ifixai): Audits AI agents against business KPIs and organizational requirements with A–F scorecards (22,561 GitHub stars)
- [Hermes Web UI](https://agentoolrank.com/tool/hermes-webui): Hermes WebUI: The best way to use Hermes Agent from the web or from your phone! (18,809 GitHub stars)
- [ECC](https://agentoolrank.com/tool/ecc): Coordinated engineering system for AI coding agents with planning, testing, review, memory, and security (275,255 GitHub stars)
- [AgentScope](https://agentoolrank.com/tool/agentscope): Build and run agents you can see, understand and trust. (32,900 GitHub stars)
- [crewAI](https://agentoolrank.com/tool/crewai): Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. (59,453 GitHub stars)
- [AutoGPT](https://agentoolrank.com/tool/auto-gpt): AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters. (187,697 GitHub stars)
- [Opik](https://agentoolrank.com/tool/opik): Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards. (22,449 GitHub stars)
- [Ponytail](https://agentoolrank.com/tool/ponytail): Makes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote. (158,158 GitHub stars)
- [Firecrawl](https://agentoolrank.com/tool/firecrawl): 🔥 The Web Data API for AI - Turn entire websites into LLM-ready markdown or structured data (189,691 GitHub stars)
- [AstrBot](https://agentoolrank.com/tool/astrbot): Open-source agent chatbot platform for building AI applications in instant messaging workflows (41,554 GitHub stars)
- [Claude Code Router](https://agentoolrank.com/tool/claude-code-router): Use Claude Code as the foundation for coding infrastructure, allowing you to decide how to interact with the model while enjoying updates from Anthropic. (37,591 GitHub stars)
- [AnythingLLM](https://agentoolrank.com/tool/anything-llm): The all-in-one AI productivity accelerator. On device and privacy first with no annoying setup or configuration. (66,819 GitHub stars)
- [Context Mode](https://agentoolrank.com/tool/context-mode): MCP server that sandboxes tool output, persists session memory, and enforces routing across platforms (25,681 GitHub stars)
- [PageIndex](https://agentoolrank.com/tool/pageindex): 📑 PageIndex: Document Index for Vectorless, Reasoning-based RAG (38,978 GitHub stars)
- [Activepieces](https://agentoolrank.com/tool/activepieces): Open-source AI automation platform with TypeScript pieces available as MCP servers (24,948 GitHub stars)
- [Chrome DevTools for agents](https://agentoolrank.com/tool/chrome-devtools-mcp): Chrome DevTools for coding agents (53,111 GitHub stars)
- [OpenSandbox](https://agentoolrank.com/tool/opensandbox): Secure, Fast, and Extensible Sandbox runtime for AI agents. (15,728 GitHub stars)
- [Composio](https://agentoolrank.com/tool/composio): Composio powers 1000+ toolkits, tool search, context management, authentication, and a sandboxed workbench to help you build AI agents that turn intent into action. (30,468 GitHub stars)
- [Mem0](https://agentoolrank.com/tool/mem0): Universal memory layer for AI Agents (66,814 GitHub stars)
- [Happy](https://agentoolrank.com/tool/happy): Mobile and Web client for Codex and Claude Code, with realtime voice, encryption and fully featured (24,055 GitHub stars)
- [screenpipe](https://agentoolrank.com/tool/screenpipe): YC (S26) | Open Computer History | Record your screen continuously locally and provide context to your agents (Claude, Codex, Openclaw, Hermes, Runner...) (21,866 GitHub stars)
- [Semantica](https://agentoolrank.com/tool/semantica): Graph-Native Infrastructure for Context and Accountable AI Systems (13,808 GitHub stars)
- [Microsoft Agent Framework](https://agentoolrank.com/tool/agent-framework): A framework for building, orchestrating and deploying AI agents and multi-agent workflows with support for Python and .NET. (14,007 GitHub stars)
- [MLflow](https://agentoolrank.com/tool/mlflow): Open-source AI engineering platform for agents, LLMs, and ML models (28,313 GitHub stars)
- [phoenix](https://agentoolrank.com/tool/phoenix): AI Observability & Evaluation (11,751 GitHub stars)
- [Temporal](https://agentoolrank.com/tool/temporal): Temporal service (23,538 GitHub stars)
- [DeepEval](https://agentoolrank.com/tool/deepeval): The LLM Evaluation Framework (18,703 GitHub stars)
- [termish](https://agentoolrank.com/tool/termish): Open-source mobile SSH/Mosh terminal and native AI workspace for Android and iOS. (361 GitHub stars)

## Comparisons
- [hermes-agent vs OpenHuman](https://agentoolrank.com/compare/hermes-agent-vs-openhuman)
- [DeepSeek Harness vs hermes-agent](https://agentoolrank.com/compare/deepseek-harness-vs-hermes-agent)
- [CopilotKit vs hermes-agent](https://agentoolrank.com/compare/copilotkit-vs-hermes-agent)
- [hermes-agent vs Vibe-Trading](https://agentoolrank.com/compare/hermes-agent-vs-vibe-trading)
- [hermes-agent vs Ruflo](https://agentoolrank.com/compare/hermes-agent-vs-ruflo)
- [hermes-agent vs Omnigent](https://agentoolrank.com/compare/hermes-agent-vs-omnigent)
- [hermes-agent vs Mastra](https://agentoolrank.com/compare/hermes-agent-vs-mastra)
- [DeepSeek Harness vs OpenHuman](https://agentoolrank.com/compare/deepseek-harness-vs-openhuman)
- [CopilotKit vs OpenHuman](https://agentoolrank.com/compare/copilotkit-vs-openhuman)
- [OpenHuman vs Vibe-Trading](https://agentoolrank.com/compare/openhuman-vs-vibe-trading)
- [OpenHuman vs Ruflo](https://agentoolrank.com/compare/openhuman-vs-ruflo)
- [Omnigent vs OpenHuman](https://agentoolrank.com/compare/omnigent-vs-openhuman)
- [Mastra vs OpenHuman](https://agentoolrank.com/compare/mastra-vs-openhuman)
- [CopilotKit vs DeepSeek Harness](https://agentoolrank.com/compare/copilotkit-vs-deepseek-harness)
- [DeepSeek Harness vs Vibe-Trading](https://agentoolrank.com/compare/deepseek-harness-vs-vibe-trading)
- [DeepSeek Harness vs Ruflo](https://agentoolrank.com/compare/deepseek-harness-vs-ruflo)
- [DeepSeek Harness vs Omnigent](https://agentoolrank.com/compare/deepseek-harness-vs-omnigent)
- [DeepSeek Harness vs Mastra](https://agentoolrank.com/compare/deepseek-harness-vs-mastra)
- [CopilotKit vs Vibe-Trading](https://agentoolrank.com/compare/copilotkit-vs-vibe-trading)
- [CopilotKit vs Ruflo](https://agentoolrank.com/compare/copilotkit-vs-ruflo)
- [CopilotKit vs Omnigent](https://agentoolrank.com/compare/copilotkit-vs-omnigent)
- [CopilotKit vs Mastra](https://agentoolrank.com/compare/copilotkit-vs-mastra)
- [Ruflo vs Vibe-Trading](https://agentoolrank.com/compare/ruflo-vs-vibe-trading)
- [Omnigent vs Vibe-Trading](https://agentoolrank.com/compare/omnigent-vs-vibe-trading)
- [Mastra vs Vibe-Trading](https://agentoolrank.com/compare/mastra-vs-vibe-trading)
- [Omnigent vs Ruflo](https://agentoolrank.com/compare/omnigent-vs-ruflo)
- [Mastra vs Ruflo](https://agentoolrank.com/compare/mastra-vs-ruflo)
- [Mastra vs Omnigent](https://agentoolrank.com/compare/mastra-vs-omnigent)
- [AG-UI vs MCP Python SDK](https://agentoolrank.com/compare/ag-ui-vs-python-sdk)
- [AG-UI vs Model Context Protocol](https://agentoolrank.com/compare/ag-ui-vs-specification)
- [AG-UI vs MCP TypeScript SDK](https://agentoolrank.com/compare/ag-ui-vs-typescript-sdk)
- [AG-UI vs Skills](https://agentoolrank.com/compare/ag-ui-vs-skills)
- [A2A vs AG-UI](https://agentoolrank.com/compare/a2a-vs-ag-ui)
- [AG-UI vs MCP Go](https://agentoolrank.com/compare/ag-ui-vs-mcp-go)
- [AG-UI vs Neuronto](https://agentoolrank.com/compare/ag-ui-vs-agentic-resource-discovery)
- [MCP Python SDK vs Model Context Protocol](https://agentoolrank.com/compare/python-sdk-vs-specification)
- [MCP Python SDK vs MCP TypeScript SDK](https://agentoolrank.com/compare/python-sdk-vs-typescript-sdk)
- [MCP Python SDK vs Skills](https://agentoolrank.com/compare/python-sdk-vs-skills)
- [A2A vs MCP Python SDK](https://agentoolrank.com/compare/a2a-vs-python-sdk)
- [MCP Go vs MCP Python SDK](https://agentoolrank.com/compare/mcp-go-vs-python-sdk)
- [Neuronto vs MCP Python SDK](https://agentoolrank.com/compare/agentic-resource-discovery-vs-python-sdk)
- [Model Context Protocol vs MCP TypeScript SDK](https://agentoolrank.com/compare/specification-vs-typescript-sdk)
- [Skills vs Model Context Protocol](https://agentoolrank.com/compare/skills-vs-specification)
- [A2A vs Model Context Protocol](https://agentoolrank.com/compare/a2a-vs-specification)
- [MCP Go vs Model Context Protocol](https://agentoolrank.com/compare/mcp-go-vs-specification)
- [Neuronto vs Model Context Protocol](https://agentoolrank.com/compare/agentic-resource-discovery-vs-specification)
- [Skills vs MCP TypeScript SDK](https://agentoolrank.com/compare/skills-vs-typescript-sdk)
- [A2A vs MCP TypeScript SDK](https://agentoolrank.com/compare/a2a-vs-typescript-sdk)
- [MCP Go vs MCP TypeScript SDK](https://agentoolrank.com/compare/mcp-go-vs-typescript-sdk)
- [Neuronto vs MCP TypeScript SDK](https://agentoolrank.com/compare/agentic-resource-discovery-vs-typescript-sdk)
- [A2A vs Skills](https://agentoolrank.com/compare/a2a-vs-skills)
- [MCP Go vs Skills](https://agentoolrank.com/compare/mcp-go-vs-skills)
- [Neuronto vs Skills](https://agentoolrank.com/compare/agentic-resource-discovery-vs-skills)
- [A2A vs MCP Go](https://agentoolrank.com/compare/a2a-vs-mcp-go)
- [A2A vs Neuronto](https://agentoolrank.com/compare/a2a-vs-agentic-resource-discovery)
- [Neuronto vs MCP Go](https://agentoolrank.com/compare/agentic-resource-discovery-vs-mcp-go)
- [Browser-Use vs Firecrawl](https://agentoolrank.com/compare/browser-use-vs-firecrawl)
- [Browser-Use vs Skyvern](https://agentoolrank.com/compare/browser-use-vs-skyvern)
- [Browser-Use vs camofox-browser](https://agentoolrank.com/compare/browser-use-vs-camofox-browser)
- [Browser-Use vs Crawl4AI](https://agentoolrank.com/compare/browser-use-vs-crawl4ai)
- [Browser-Use vs BrowserOS](https://agentoolrank.com/compare/browser-use-vs-browseros)
- [Browser-Use vs Feynman](https://agentoolrank.com/compare/browser-use-vs-feynman)
- [Browser-Use vs CloakBrowser](https://agentoolrank.com/compare/browser-use-vs-cloakbrowser)
- [Firecrawl vs Skyvern](https://agentoolrank.com/compare/firecrawl-vs-skyvern)
- [camofox-browser vs Firecrawl](https://agentoolrank.com/compare/camofox-browser-vs-firecrawl)
- [Crawl4AI vs Firecrawl](https://agentoolrank.com/compare/crawl4ai-vs-firecrawl)
- [BrowserOS vs Firecrawl](https://agentoolrank.com/compare/browseros-vs-firecrawl)
- [Feynman vs Firecrawl](https://agentoolrank.com/compare/feynman-vs-firecrawl)
- [CloakBrowser vs Firecrawl](https://agentoolrank.com/compare/cloakbrowser-vs-firecrawl)
- [camofox-browser vs Skyvern](https://agentoolrank.com/compare/camofox-browser-vs-skyvern)
- [Crawl4AI vs Skyvern](https://agentoolrank.com/compare/crawl4ai-vs-skyvern)
- [BrowserOS vs Skyvern](https://agentoolrank.com/compare/browseros-vs-skyvern)
- [Feynman vs Skyvern](https://agentoolrank.com/compare/feynman-vs-skyvern)
- [CloakBrowser vs Skyvern](https://agentoolrank.com/compare/cloakbrowser-vs-skyvern)
- [camofox-browser vs Crawl4AI](https://agentoolrank.com/compare/camofox-browser-vs-crawl4ai)
- [BrowserOS vs camofox-browser](https://agentoolrank.com/compare/browseros-vs-camofox-browser)
- [camofox-browser vs Feynman](https://agentoolrank.com/compare/camofox-browser-vs-feynman)
- [camofox-browser vs CloakBrowser](https://agentoolrank.com/compare/camofox-browser-vs-cloakbrowser)
- [BrowserOS vs Crawl4AI](https://agentoolrank.com/compare/browseros-vs-crawl4ai)
- [Crawl4AI vs Feynman](https://agentoolrank.com/compare/crawl4ai-vs-feynman)
- [CloakBrowser vs Crawl4AI](https://agentoolrank.com/compare/cloakbrowser-vs-crawl4ai)
- [BrowserOS vs Feynman](https://agentoolrank.com/compare/browseros-vs-feynman)
- [BrowserOS vs CloakBrowser](https://agentoolrank.com/compare/browseros-vs-cloakbrowser)
- [CloakBrowser vs Feynman](https://agentoolrank.com/compare/cloakbrowser-vs-feynman)
- [Codex vs Orca](https://agentoolrank.com/compare/codex-vs-orca)
- [omp vs Orca](https://agentoolrank.com/compare/oh-my-pi-vs-orca)
- [OmO vs Orca](https://agentoolrank.com/compare/oh-my-openagent-vs-orca)
- [goose vs Orca](https://agentoolrank.com/compare/goose-vs-orca)
- [Agent Orchestrator vs Orca](https://agentoolrank.com/compare/agent-orchestrator-vs-orca)
- [OpenHands vs Orca](https://agentoolrank.com/compare/openhands-vs-orca)
- [Open Interpreter vs Orca](https://agentoolrank.com/compare/open-interpreter-vs-orca)
- [Codex vs omp](https://agentoolrank.com/compare/codex-vs-oh-my-pi)
- [Codex vs OmO](https://agentoolrank.com/compare/codex-vs-oh-my-openagent)
- [Codex vs goose](https://agentoolrank.com/compare/codex-vs-goose)
- [Agent Orchestrator vs Codex](https://agentoolrank.com/compare/agent-orchestrator-vs-codex)
- [Codex vs OpenHands](https://agentoolrank.com/compare/codex-vs-openhands)
- [Codex vs Open Interpreter](https://agentoolrank.com/compare/codex-vs-open-interpreter)
- [OmO vs omp](https://agentoolrank.com/compare/oh-my-openagent-vs-oh-my-pi)
- [goose vs omp](https://agentoolrank.com/compare/goose-vs-oh-my-pi)
- [Agent Orchestrator vs omp](https://agentoolrank.com/compare/agent-orchestrator-vs-oh-my-pi)
- [omp vs OpenHands](https://agentoolrank.com/compare/oh-my-pi-vs-openhands)
- [omp vs Open Interpreter](https://agentoolrank.com/compare/oh-my-pi-vs-open-interpreter)
- [goose vs OmO](https://agentoolrank.com/compare/goose-vs-oh-my-openagent)
- [Agent Orchestrator vs OmO](https://agentoolrank.com/compare/agent-orchestrator-vs-oh-my-openagent)
- [OmO vs OpenHands](https://agentoolrank.com/compare/oh-my-openagent-vs-openhands)
- [OmO vs Open Interpreter](https://agentoolrank.com/compare/oh-my-openagent-vs-open-interpreter)
- [Agent Orchestrator vs goose](https://agentoolrank.com/compare/agent-orchestrator-vs-goose)
- [goose vs OpenHands](https://agentoolrank.com/compare/goose-vs-openhands)
- [goose vs Open Interpreter](https://agentoolrank.com/compare/goose-vs-open-interpreter)
- [Agent Orchestrator vs OpenHands](https://agentoolrank.com/compare/agent-orchestrator-vs-openhands)
- [Agent Orchestrator vs Open Interpreter](https://agentoolrank.com/compare/agent-orchestrator-vs-open-interpreter)
- [Open Interpreter vs OpenHands](https://agentoolrank.com/compare/open-interpreter-vs-openhands)
- [Kestra vs WeKnora](https://agentoolrank.com/compare/kestra-vs-weknora)
- [Kestra vs LibreChat](https://agentoolrank.com/compare/kestra-vs-librechat)
- [Kestra vs Open WebUI](https://agentoolrank.com/compare/kestra-vs-open-webui)
- [Hermes Web UI vs Kestra](https://agentoolrank.com/compare/hermes-webui-vs-kestra)
- [Kestra vs Kortix](https://agentoolrank.com/compare/kestra-vs-suna)
- [DocsGPT vs Kestra](https://agentoolrank.com/compare/docsgpt-vs-kestra)
- [Dust vs Kestra](https://agentoolrank.com/compare/dust-vs-kestra)
- [LibreChat vs WeKnora](https://agentoolrank.com/compare/librechat-vs-weknora)
- [Open WebUI vs WeKnora](https://agentoolrank.com/compare/open-webui-vs-weknora)
- [Hermes Web UI vs WeKnora](https://agentoolrank.com/compare/hermes-webui-vs-weknora)
- [Kortix vs WeKnora](https://agentoolrank.com/compare/suna-vs-weknora)
- [DocsGPT vs WeKnora](https://agentoolrank.com/compare/docsgpt-vs-weknora)
- [Dust vs WeKnora](https://agentoolrank.com/compare/dust-vs-weknora)
- [LibreChat vs Open WebUI](https://agentoolrank.com/compare/librechat-vs-open-webui)
- [Hermes Web UI vs LibreChat](https://agentoolrank.com/compare/hermes-webui-vs-librechat)
- [LibreChat vs Kortix](https://agentoolrank.com/compare/librechat-vs-suna)
- [DocsGPT vs LibreChat](https://agentoolrank.com/compare/docsgpt-vs-librechat)
- [Dust vs LibreChat](https://agentoolrank.com/compare/dust-vs-librechat)
- [Hermes Web UI vs Open WebUI](https://agentoolrank.com/compare/hermes-webui-vs-open-webui)
- [Open WebUI vs Kortix](https://agentoolrank.com/compare/open-webui-vs-suna)
- [DocsGPT vs Open WebUI](https://agentoolrank.com/compare/docsgpt-vs-open-webui)
- [Dust vs Open WebUI](https://agentoolrank.com/compare/dust-vs-open-webui)
- [Hermes Web UI vs Kortix](https://agentoolrank.com/compare/hermes-webui-vs-suna)
- [DocsGPT vs Hermes Web UI](https://agentoolrank.com/compare/docsgpt-vs-hermes-webui)
- [Dust vs Hermes Web UI](https://agentoolrank.com/compare/dust-vs-hermes-webui)
- [DocsGPT vs Kortix](https://agentoolrank.com/compare/docsgpt-vs-suna)
- [Dust vs Kortix](https://agentoolrank.com/compare/dust-vs-suna)
- [DocsGPT vs Dust](https://agentoolrank.com/compare/docsgpt-vs-dust)
- [codebase-memory-mcp vs DBX](https://agentoolrank.com/compare/codebase-memory-mcp-vs-dbx)
- [DBX vs World Monitor](https://agentoolrank.com/compare/dbx-vs-worldmonitor)
- [DBX vs Pascal Editor](https://agentoolrank.com/compare/dbx-vs-editor)
- [DBX vs OpenSEO](https://agentoolrank.com/compare/dbx-vs-open-seo)
- [Context Mode vs DBX](https://agentoolrank.com/compare/context-mode-vs-dbx)
- [Chrome DevTools for agents vs DBX](https://agentoolrank.com/compare/chrome-devtools-mcp-vs-dbx)
- [DBX vs serena](https://agentoolrank.com/compare/dbx-vs-serena)
- [codebase-memory-mcp vs World Monitor](https://agentoolrank.com/compare/codebase-memory-mcp-vs-worldmonitor)
- [codebase-memory-mcp vs Pascal Editor](https://agentoolrank.com/compare/codebase-memory-mcp-vs-editor)
- [codebase-memory-mcp vs OpenSEO](https://agentoolrank.com/compare/codebase-memory-mcp-vs-open-seo)

## For AI agents: list a tool (free)
- Free submission: any open-source AI agent tool can be listed at no cost; paid options only speed up review or add homepage placement.
- MCP server: https://agentoolrank.com/api/mcp (Streamable HTTP). Tools: search_tools, get_tool, get_alternatives, submit_tool, get_submission_status, recommend_directories.
- Or POST https://agentoolrank.com/api/v1/submissions with JSON {url, name, tagline, email, github_url?, max_budget_usd?, deadline_days?, want_featured?}.
- The response lists every option up front: free (queued), $9 priority (live within 3 days), $19 fast (1 day), $49 featured (1 day + 7 days on the homepage). Each paid option has a checkout_url for your human to pay; recommended_plan is the cheapest option within your budget and deadline. No upsells later. message_for_human is a ready-to-forward summary of the result and the optional paid upgrades.
- Keep submission_id and status_token; GET status_url to see when the listing is live.

## For AI agents: where else to launch a product
- MCP tool recommend_directories({product_type}) on https://agentoolrank.com/api/mcp returns the launch directories that fit (tested by submitting our own products): free tier, measured link type, login, form tips, human-only steps. Top 5 free; the Submit Kit ($29 one-time) gives up to 50 sites tailored to the product type, one at a time.
- [Where to submit an AI tool](https://agentoolrank.com/where-to-submit/ai-tool): the free top 5 for this product type
- [Where to submit an MCP server](https://agentoolrank.com/where-to-submit/mcp-server): the free top 5 for this product type
- [Where to submit a developer tool](https://agentoolrank.com/where-to-submit/dev-tool): the free top 5 for this product type
- [Where to submit a SaaS](https://agentoolrank.com/where-to-submit/saas): the free top 5 for this product type
- [Where to submit a startup](https://agentoolrank.com/where-to-submit/startup): the free top 5 for this product type
- [Where to list an agent tool](https://agentoolrank.com/where-to-list): comparison table of every directory we tested

## Optional
- [State of open-source AI agent tools](https://agentoolrank.com/report): monthly data report — fastest-growing, most active and inactive tools, category growth (CC BY 4.0)
- [New tools](https://agentoolrank.com/new): recently added tools
- [Weekly report](https://agentoolrank.com/weekly): fastest-growing tools this week
- [Stacks](https://agentoolrank.com/blueprint): tool combinations for common builds (RAG chatbot, code review agent, ...)
- [Submit a tool](https://agentoolrank.com/submit): free listing for AI agent tools
- [JSON API](https://agentoolrank.com/api/v1/tools?q=rag): public read-only API, e.g. /api/v1/tools?q=...&limit=20 and /api/v1/tools/{slug}
- [MCP server](https://agentoolrank.com/api/mcp): Streamable HTTP MCP endpoint with tools search_tools, get_tool, get_alternatives
- [Sitemap](https://agentoolrank.com/sitemap.xml)