Update metrics in README.md

Author: github-actions[bot]

README.md

@@ -1,14 +1,14 @@
 # Awesome LLM Agent Frameworks [![Awesome](https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)
 
 A curated list of awesome LLM frameworks and agent development tools. If you have a
-suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-14)
+suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-19)
 
 ## Frameworks
 
 - [CrewAI](https://github.com/joaomdmoura/crewAI) - Framework for orchestrating
   role-playing AI agents
 
-  39,078 stars · 5,195 forks · 263 contributors · 123 issues · Python · MIT
+  39,303 stars · 5,221 forks · 263 contributors · 123 issues · Python · MIT
 
   - Role-based agent design
   - Multi-agent collaboration
@@ -19,7 +19,7 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
 - [Langchain](https://github.com/hwchase17/langchain) - Building applications with LLMs
   through composability
 
-  117,029 stars · 19,258 forks · 471 contributors · 256 issues · Python · MIT
+  117,493 stars · 19,345 forks · 471 contributors · 272 issues · Python · MIT
 
   - Modular and extensible architecture
   - Unified interface for LLMs
@@ -32,7 +32,7 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
 - [Microsoft AutoGen](https://github.com/microsoft/autogen) - Framework for building
   multi-agent conversational systems
 
-  50,654 stars · 7,735 forks · 446 contributors · 492 issues · Python · CC-BY-4.0
+  50,870 stars · 7,764 forks · 446 contributors · 493 issues · Python · CC-BY-4.0
 
   - Multi-agent architecture
   - Customizable agents
@@ -44,7 +44,7 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
 - [OpenManus](https://github.com/FoundationAgents/OpenManus) - Open-source AI agent
   platform for building general-purpose agents
 
-  50,282 stars · 8,797 forks · 364 issues · Python · MIT
+  50,348 stars · 8,804 forks · 53 contributors · 511 issues · Python · MIT
 
   - Modular architecture for customization
   - Data analysis and visualization agents
@@ -56,7 +56,7 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
 - [Llama Index](https://github.com/run-llama/llama_index) - Data framework for LLM
   applications
 
-  44,668 stars · 6,436 forks · 475 contributors · 255 issues · Python · MIT
+  44,784 stars · 6,456 forks · 475 contributors · 259 issues · Python · MIT
 
   - Advanced indexing and retrieval
   - Support for 160+ data sources
@@ -68,7 +68,7 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
 - [Microsoft Semantic Kernel](https://github.com/microsoft/semantic-kernel) -
   Integration framework for AI models
 
-  26,421 stars · 4,282 forks · 375 contributors · 585 issues · C# · MIT
+  26,481 stars · 4,299 forks · 376 contributors · 571 issues · C# · MIT
 
   - Enterprise-grade security
   - Multi-language support
@@ -80,7 +80,7 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
 - [Dify](https://github.com/langgenius/dify) - Open-source framework for LLM
   applications
 
-  116,226 stars · 17,927 forks · 462 contributors · 624 issues · TypeScript · NOASSERTION
+  116,743 stars · 18,013 forks · 461 contributors · 633 issues · TypeScript · NOASSERTION
 
   - Visual prompt orchestration
   - Long context integration
@@ -91,7 +91,7 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
 
 - [Haystack](https://github.com/deepset-ai/haystack) - End-to-end NLP framework
 
-  22,926 stars · 2,417 forks · 292 contributors · 116 issues · Python · Apache-2.0
+  23,078 stars · 2,437 forks · 292 contributors · 120 issues · Python · Apache-2.0
 
   - Document processing
   - Neural search
@@ -103,7 +103,7 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
 - [Embedchain](https://github.com/embedchain/embedchain) - Framework for ChatGPT-like
   bots
 
-  41,130 stars · 4,374 forks · 237 contributors · 414 issues · Python · Apache-2.0
+  41,418 stars · 4,427 forks · 243 contributors · 441 issues · Python · Apache-2.0
 
   - Multi-source data ingestion
   - Automated embedding
@@ -115,7 +115,7 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
 - [Google ADK](https://github.com/google/adk-python) - Agent Development Kit for
   building, evaluating, and deploying AI agents
 
-  13,686 stars · 2,038 forks · 488 issues · Python · Apache-2.0
+  13,800 stars · 2,055 forks · 146 contributors · 629 issues · Python · Apache-2.0
 
   - Code-first development approach
   - Modular multi-agent systems
@@ -127,7 +127,7 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
 - [SuperAGI](https://github.com/TransformerOptimus/SuperAGI) - Open-source autonomous AI
   agent framework
 
-  16,773 stars · 2,088 forks · 63 contributors · 201 issues · Python · MIT
+  16,788 stars · 2,095 forks · 63 contributors · 201 issues · Python · MIT
 
   - Customizable agent workflows
   - Tool creation framework
@@ -139,7 +139,7 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
 - [Kiln AI](https://github.com/Kiln-AI/Kiln) - Tools for building AI products including
   agents, evals, RAG systems, and fine-tuning
 
-  4,306 stars · 310 forks · 26 issues · Python · Other
+  4,316 stars · 311 forks · 12 contributors · 34 issues · Python · NOASSERTION
 
   - Free desktop application for no-code development
   - Evaluation frameworks
@@ -150,7 +150,7 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
 
 - [AGiXT](https://github.com/Josh-XT/AGiXT) - Scalable framework for AI agents
 
-  3,094 stars · 430 forks · 41 contributors · 2 issues · Python · MIT
+  3,093 stars · 430 forks · 41 contributors · 2 issues · Python · MIT
 
   - Multi-provider support
   - Chain of thought processing
@@ -161,7 +161,7 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
 
 - [XAgent](https://github.com/OpenBMB/XAgent) - Autonomous LLM-based agent framework
 
-  8,451 stars · 893 forks · 33 contributors · 55 issues · Python · Apache-2.0
+  8,450 stars · 893 forks · 33 contributors · 55 issues · Python · Apache-2.0
 
   - Human-like planning
   - Autonomous task decomposition
@@ -175,7 +175,7 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
   Anthropic, AWS, Azure, Groq, Together AI, Mistral, Cohere, Fireworks, Cloudflare,
   Ollama)
 
-  21 stars · 62 forks · 0 issues · TypeScript · MIT
+  81 stars · 64 forks · 45 contributors · 10 issues · TypeScript · MIT
 
   - Multi-agent framework with workflow orchestration
   - Unified interface for 12+ AI providers
@@ -187,7 +187,7 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
 - [OpenAgents](https://github.com/xlang-ai/OpenAgents) - Open platform for language
   agents
 
-  4,550 stars · 495 forks · 16 contributors · 13 issues · Python · Apache-2.0
+  4,589 stars · 499 forks · 16 contributors · 12 issues · Python · Apache-2.0
 
   - Data analysis capabilities
   - Web browsing integration
@@ -199,7 +199,7 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
 - [AI Legion](https://github.com/eumemic/ai-legion) - Swarm framework for autonomous
   agents
 
-  1,422 stars · 171 forks · 6 contributors · 8 issues · TypeScript · MIT
+  1,424 stars · 172 forks · 6 contributors · 8 issues · TypeScript · MIT
 
   - Multi-agent coordination
   - Dynamic task allocation
@@ -211,7 +211,7 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
 - [Agent Protocol](https://github.com/e2b-dev/agent-protocol) - Unified interface for AI
   agents
 
-  1,432 stars · 162 forks · 14 contributors · 42 issues · Python · MIT
+  1,435 stars · 163 forks · 14 contributors · 42 issues · Python · MIT
 
   - Standardized communication
   - Language-agnostic design
@@ -229,20 +229,20 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
   - Memory management
   - Real-time processing
 
-
 - [Cache-to-Cache](https://github.com/thu-nics/C2C) - Novel paradigm for direct 
   semantic communication between LLMs via KV-Cache
 
-  71 stars · 4 forks · 2 contributors · Python · Apache-2.0
+  71 stars · 4 forks · 2 contributors · 1 issues · Python · Apache-2.0
 
   - Direct semantic communication via KV-Cache
   - Multi-agent system integration
   - Neural cache projection and fusion
 
+
 - [CAMEL](https://github.com/camel-ai/camel) - Communicative Agents for "Mind"
   Exploration
 
-  6,380 stars · 762 forks · 76 contributors · 305 issues · Python · Apache-2.0
+  14,557 stars · 1,597 forks · 166 contributors · 593 issues · Python · Apache-2.0
 
   - Role-playing framework
   - Task-oriented dialogue
@@ -260,11 +260,10 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
   - Goal-oriented planning
   - Resource optimization
 
-
 - [Autonomous-GPT](https://github.com/Significant-Gravitas/Auto-GPT) - Framework for
   autonomous GPT-4 agents
 
-  171,792 stars · 45,107 forks · 438 contributors · 201 issues · Python · NOASSERTION
+  179,092 stars · 46,041 forks · 433 contributors · 269 issues · Python · NOASSERTION
 
   - Internet access capabilities
   - Long-term memory
@@ -276,7 +275,7 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
 - [MetaGPT](https://github.com/geekan/MetaGPT) - Multi-agent framework for software
   development
 
-  52,472 stars · 6,208 forks · 116 contributors · 89 issues · Python · MIT
+  58,981 stars · 7,147 forks · 115 contributors · 61 issues · Python · MIT
 
   - Role-based development
   - Code generation
@@ -288,7 +287,7 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
 - [GenoMAS](https://github.com/Liu-Hy/GenoMAS) - Multi-agent framework for scientific
   discovery and automated data analysis
 
-  123 stars · 16 forks · 1 contributors · 0 issues · Python · MIT
+  121 stars · 16 forks · 1 contributors · 0 issues · Python · MIT
 
   - Guided planning framework
   - Typed message-passing protocol
@@ -306,10 +305,9 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
   - Event handling
   - Parallel execution
 
-
 - [ix](https://github.com/kreneskyp/ix) - Autonomous agent framework
 
-  1,018 stars · 125 forks · 5 contributors · 14 issues · Python · MIT
+  1,038 stars · 129 forks · 5 contributors · 14 issues · Python · MIT
 
   - Visual workflow builder
   - Sandbox environments
@@ -321,7 +319,7 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
 - [saplings](https://github.com/shobrook/saplings) - Build smarter agents using tree
   search
 
-  230 stars · 13 forks · 3 contributors · 2 issues · Python · Apache-2.0
+  263 stars · 16 forks · 4 contributors · 0 issues · Python · Apache-2.0
 
   - Boost reasoning abilities
   - Supports popular search algorithms
@@ -331,7 +329,7 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
 - [Smolagents](https://github.com/huggingface/smolagents) - Minimalist framework for
   building powerful agents
 
-  16,448 stars · 1,446 forks · 123 contributors · 209 issues · Python · Apache-2.0
+  23,464 stars · 2,062 forks · 182 contributors · 305 issues · Python · Apache-2.0
 
   - Code-first approach
   - Multi-agent orchestration
@@ -343,7 +341,7 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
 - [Flowise](https://github.com/FlowiseAI/Flowise) - Drag & drop UI framework for
   building LLM flows
 
-  37,674 stars · 19,592 forks · 213 contributors · 600 issues · TypeScript · Apache-2.0
+  45,777 stars · 22,792 forks · 251 contributors · 696 issues · TypeScript · NOASSERTION
 
   - Visual flow builder
   - Custom LLM integrations
@@ -355,7 +353,7 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
 - [Pydantic AI](https://github.com/pydantic/pydantic-ai) - Production-grade agent
   framework built on Pydantic
 
-  9,574 stars · 854 forks · 117 contributors · 297 issues · Python · MIT
+  12,956 stars · 1,313 forks · 253 contributors · 343 issues · Python · MIT
 
   - Type-safe development
   - Multi-model support
@@ -367,7 +365,7 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
 - [Upsonic](https://github.com/upsonic/upsonic) - Reliable agent framework that
   support MCP.
 
-  7,517 stars · 698 forks · 24 contributors · 53 issues · Python · MIT
+  7,658 stars · 712 forks · 32 contributors · 70 issues · Python · MIT
 
   - Easy-to-activate reliability layers
   - Model Context Protocol (MCP)
@@ -379,18 +377,19 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
 - [EvoAgentX](https://github.com/EvoAgentX/EvoAgentX) - Building a Self-Evolving
   Ecosystem of AI Agents
 
-  281 stars · 25 forks · 8 contributors · 0 issues · Python · MIT
+  1,973 stars · 141 forks · 23 contributors · 11 issues · Python · NOASSERTION
 
   - Easy Agent and Workflow Customization
   - Workflow Optimization & Self-Evolving
   - Agent/workflow evolution algorithms integrated
   - Execution Toolkit
 
+
 - [Portia AI](https://github.com/portiaAI/portia-sdk-python) - Open source framework for predictable,
   controllable and authenticated agents.
 
-  New kid on the block, give us a try 🙏🏼 · Python · MIT
-  
+  1,140 stars · 95 forks · 24 contributors · 39 issues · Python · MIT
+
   - Structured planning
   - Stateful execution
   - Human in the loop controls
@@ -401,7 +400,7 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
 - [Agentic Radar](https://github.com/splx-ai/agentic-radar) - A security scanner for
   agentic workflows
 
-  439 stars · 47 forks · 8 contributors · 8 issues · Python · Apache-2.0
+  765 stars · 91 forks · 8 contributors · 11 issues · Python · Apache-2.0
 
   - Scans agentic workflow source code
   - Finds vulnerabilities (CVE & OWASP)
@@ -413,7 +412,7 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
 - [AgentFlow](https://github.com/lupantech/AgentFlow) - Trainable multi-agent framework
   with in-the-flow optimization
 
-  710 stars · 77 forks · 2 issues · Python · MIT
+  818 stars · 91 forks · 3 contributors · 4 issues · Python · MIT
 
   - Four specialized modules (planner, executor, verifier, generator)
   - Flow-GRPO reinforcement learning
@@ -425,7 +424,7 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
 - [Mastra](https://github.com/mastra-ai/mastra) - TypeScript AI agent framework with
   assistants, RAG, and observability
 
-  17,372 stars · 1,177 forks · TypeScript · Other
+  17,557 stars · 1,193 forks · 228 contributors · 384 issues · TypeScript · NOASSERTION
 
   - Type-safe development
   - Multi-model support (GPT-4, Claude, Gemini, Llama)
@@ -436,7 +435,7 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
 
 - [Flappy](https://github.com/pleisto/flappy) - Production-ready LLM agent SDK
 
-  308 stars · 23 forks · 1 issues · Rust · Apache-2.0
+  308 stars · 23 forks · 7 contributors · 10 issues · Rust · Apache-2.0
 
   - Production-grade reliability
   - Type-safe agent development
@@ -448,7 +447,7 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
 - [CleverBee](https://github.com/SureScaleAI/cleverbee) - Deep research assistant agent
   with web browsing capabilities
 
-  306 stars · 17 forks · 1 issues · Python · AGPL-3.0
+  306 stars · 17 forks · 1 contributors · 1 issues · Python · AGPL-3.0
 
   - Interactive web UI via Chainlit
   - MCP tool support for external integrations
@@ -459,7 +458,7 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
 
 - [RAI](https://github.com/RobotecAI/rai) - Agentic framework for robotics using ROS 2
 
-  390 stars · 51 forks · 42 issues · Python · Apache-2.0
+  393 stars · 51 forks · 20 contributors · 53 issues · Python · Apache-2.0
 
   - ROS 2 integration
   - Complex action execution
@@ -470,7 +469,7 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
 
 - [Floom](https://github.com/FloomAI/Floom) - AI gateway and agent/pipeline marketplace
 
-  44 stars · 4 forks · 0 issues · C# · MIT
+  44 stars · 4 forks · 2 contributors · 0 issues · C# · MIT
 
   - AI pipeline orchestration
   - Agent marketplace integration
@@ -490,11 +489,10 @@ suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-1
   - Shared state management
   - Built-in tools library
 
-
 - [Project Alice](https://github.com/MarianoMolina/project_alice) - Framework and
   platform for building and deploying agentic workflows
 
-  252 stars · 33 forks · 1 issues · Python · BSD-3-Clause
+  252 stars · 33 forks · 1 contributors · 1 issues · Python · BSD-3-Clause
 
   - No-code and coding interface
   - Visual workflow builder