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AI agents leaderboard.

Agents, frameworks and platforms built for autonomous work. Browse all of them at /ai-agents.

Ranked by public GitHub stars.

Updated Oct 5, 2026
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1AutoGPT
Agent platform for building agents that run on schedules or triggers to handle repeatable workflows such as research, content drafting, monitoring and triage.
AI & language models187.7k46kOct 5, 2026
2Langflow
Visual framework for building agents and RAG applications that can run as MCP servers or clients.
AI & language models155.5k10.2kOct 4, 2026
3LangChain
Open-source framework for building agents with any model provider using proven agent patterns while keeping control over harness, context, memory and model choice.
AI & language models147.4k24.7kOct 4, 2026
4MetaGPT
Multi-agent framework that assigns product manager, architect and engineer roles to LLM agents that follow SOPs to turn a one-line requirement into software deliverables.
AI & language models70.7k9kJan 21, 2026
5Mem0
Persistent memory layer for agents that extracts, compresses and retrieves memories across sessions to cut tokens and latency, with an MCP integration.
AI & language models66.6k7.8kOct 1, 2026
6LiteLLM
Open-source AI gateway unifying many LLM providers behind one API with spend and access controls, and routing agents and MCP servers through the same gateway.
AI & language models60.1k12kOct 4, 2026
7CrewAI
Framework and platform for multi-agent crews and flows with MCP server integration.
AI & language models59.4k8.6kOct 5, 2026
8Cognee
Open-source AI memory platform connecting scattered sources into a knowledge base so agents recall prior work and cite answers, with an MCP server for read/write.
AI & language models31.4k3.2kOct 5, 2026
9OpenAI Agents SDK
OpenAI framework for multi-agent workflows with handoffs, guardrails and MCP servers.
AI & language models29.8k4.8kOct 4, 2026
10Mastra
TypeScript framework for agents and workflows, with MCP clients for external tools and servers for exposing Mastra capabilities.
AI & language models28.6k2.9kOct 4, 2026
11Pydantic AI
Python agent framework from the Pydantic team with typed tools and MCP client support.
AI & language models20.4k2.9kOct 5, 2026
12DeepEval
Open-source LLM evaluation framework with agentic metrics for task completion, tool correctness, plan adherence and trajectories; integrates with Confident AI's MCP server.
AI & language models18.6k2kOct 5, 2026
13Qwen-Agent
Agent framework built on Qwen models featuring function calling, MCP tool integration, code interpreter, RAG and example browser-assistant applications.
AI & language models17.1k1.7kMar 4, 2026
14Pipecat
Open-source framework for voice and multimodal agents with real-time orchestration, interruption handling, multi-agent workflows and WebRTC, SIP and PSTN transports.
AI & language models16.2k2.8kOct 4, 2026
15LiveKit Agents
Realtime framework for voice, video and physical AI agents in Python and Node.js that join LiveKit rooms with tool use and multi-agent handoffs.
AI & language models14.5k3.9kOct 4, 2026
16Microsoft Agent Framework
Microsoft framework for building multi-agent applications in .NET and Python with tool and MCP integrations.
AI & language models13.9k2.4kOct 4, 2026
17Portkey
AI gateway and observability platform with an MCP gateway for agent tools.
AI & language models13.1k1.3kMay 25, 2026
18Rig
Rust library for LLM apps and agents with one API across many providers, type-safe tools, streaming, RAG pipelines, multi-agent workflows and MCP server integration.
AI & language models8.8k989Oct 4, 2026
19Claude Agent SDK
Anthropic SDK for building agents on the Claude Code harness with tools and MCP servers.
AI & language models8.2k1.3kOct 3, 2026
20Guardrails AI
AI reliability framework and platform with runtime guardrails that detect policy violations, hallucinations and data leakage, plus generated evaluation datasets.
AI & language models7.5k713Oct 1, 2026
21NeMo Guardrails
Open-source toolkit for programmable guardrails on LLM applications with input, dialog, retrieval, execution and output rails.
AI & language models7.2k862Oct 2, 2026
22Helicone
Open-source LLM observability platform to route, debug and analyze applications with request tracking, sessions, prompt management, rate limits and alerts.
AI & language models6.2k681Sep 16, 2026
23AgentOps
Developer platform for tracing, debugging and monitoring agents with event tracking, time-travel replay, audit trails and cost tracking across many frameworks.
AI & language models5.9k642Jun 25, 2026
24Embabel Agent Framework
JVM framework for agentic applications that blends LLM calls with code and domain models, plans dynamically with GOAP, consumes MCP servers and can act as an MCP server.
AI & language models4.5k441Oct 5, 2026
25Laminar
Open-source agent observability platform capturing LLM and tool calls, surfacing failure modes as Signals, and building eval datasets; includes a CLI and MCP.
AI & language models3.3k241Oct 4, 2026
26Griptape
Python framework plus visual Nodes and Cloud deployment for building agents, multi-agent systems, pipelines, workflows and RAG with chat memory.
AI & language models2.6k262Oct 1, 2026
27AgentKit
TypeScript framework from Inngest for building single agents through multi-agent systems with tools, orchestration at its core, and MCP servers usable as tools.
AI & language models940145Apr 29, 2026
28Amazon Nova Act
Python SDK and service for building agents that automate browser UI workflows with human-in-the-loop approval, and integrate tools via API calls or remote MCP.
AI & language models917149May 22, 2026