Awesome List Updates on Mar 02, 2026

33 awesome lists updated today.

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1. Awesome Computational Biology

Benchmarks & Datasets

• Therapeutics Data Commons (TDC) — Unified benchmark suite covering ADMET, drug-target interaction, drug response, and more.

• BindingDB Curated Sets — Curated binding affinity datasets for protein–ligand interaction benchmarking.

• Cancer Therapeutics Response Portal (CTRP) — Drug sensitivity profiles across ~900 cancer cell lines for >400 compounds.

• GuacaMol (⭐500) — Benchmark suite for generative molecular design models.

• MOSES (⭐957) — Benchmarking platform for molecular generation models.

Database

• AlphaFold Protein Structure Database — 3D protein structure predictions powered by AlphaFold.

scRNA

• CZ CELLxGENE — Single-cell dataset repository and interactive explorer from the Chan Zuckerberg Initiative.

• Human Cell Atlas — Open global atlas of all cells in the human body.

Genome

• ENCODE — Encyclopedia of DNA Elements; regulatory and functional genomic elements across the genome.

• Ensembl — Genome browser and annotation database for vertebrate and other eukaryotic genomes.

• gnomAD — Genome Aggregation Database; genetic variation from large-scale sequencing projects.

• Rfam — Database of RNA families with sequence alignments and consensus structures.

Model

• AlphaFold 3 (⭐7.7k) — Deep learning model from Google DeepMind that predicts the joint 3-D structure of proteins, nucleic acids, small molecules, and their complexes.

Genomics Foundation Models / Protein Structure Prediction and Design

• Enformer (⭐15k) — Transformer model predicting gene expression from DNA sequence.

• Nucleotide Transformer (⭐830) — Foundation model for genomic sequences across multiple species.

• DNABERT (⭐743) — Pre-trained bidirectional encoder for DNA sequence analysis.

• DNABERT-2 (⭐459) — Improved genome foundation model with efficient tokenization.

• Basenji (⭐466) — Sequential regulatory activity prediction from DNA sequences.

• Caduceus (⭐226) — Bidirectional equivariant long-range DNA sequence model based on Mamba.

• Evo (⭐1.5k) — Long-context genomic foundation model (up to 1M tokens).

• HyenaDNA (⭐764) — Long-range genomic foundation model handling sequences up to 1M tokens with sub-quadratic attention.

Toolkit

• Scanpy — Scalable Python toolkit for analyzing single-cell gene expression data, covering preprocessing, visualization, clustering, and trajectory inference.

Compound

• HMDB (Human Metabolome Database) — Comprehensive database of small molecule metabolites found in the human body.

• DrugCentral — Online drug compendium with drug mode of action and indication information.

Protein

• SAbDab — Structural Antibody Database containing all antibody structures in the PDB.

• OADB (Observed Antibody Space Database) — Database of antibody sequences from immune repertoire sequencing.

Disease

• DisGeNET — Database of gene-disease associations integrating expert-curated and GWAS data.

• OMIM (Online Mendelian Inheritance in Man) — Comprehensive database of human genes and genetic disorders.

Protein-Protein Interaction

• IntAct — Open-source molecular interaction database and analysis system from EMBL-EBI.

Preprocessing Tools

• Biopython — Collection of Python tools for biological computation including sequence analysis, structure parsing, and database access.

• DeepChem (⭐6.6k) — Deep learning library for drug discovery, quantum chemistry, and materials science.

• scvi-tools — Probabilistic models for single-cell omics data analysis.

• CellTypist (⭐457) — Automated cell type annotation for scRNA-seq.

• GROMACS — Molecular dynamics simulation package for biochemical molecules.

• MDAnalysis — Python library for analyzing and altering molecular dynamics simulation trajectories.

• OpenMM — High-performance toolkit for molecular simulation and GPU-accelerated MD.

Molecular Generation

• REINVENT (⭐370) — Reinforcement learning for de novo drug design.

• MolGPT (⭐169) — Transformer-based model for molecular generation.

• Molecular Transformer (⭐413) — Sequence-to-sequence model for retrosynthesis prediction.

• TargetDiff (⭐323) — 3D equivariant diffusion model for structure-based drug design.

LLM for Biology

• ClawBio (⭐101) — Bioinformatics-native AI agent skill library with local-first pharmacogenomics, ancestry PCA, semantic similarity, nutrigenomics, and metagenomics skills.

Single-cell Foundation Models / Transcriptomics Foundation Models

• Geneformer — Context-aware, attention-based deep learning model pretrained on a large corpus of single-cell transcriptomes.

• scBERT (⭐347) — BERT-based foundation model pretrained on large-scale scRNA-seq data for cell type annotation.

• CellPLM (⭐101) — Cell pre-trained language model with inter-cell transformer architecture for diverse single-cell analysis tasks.

Single-cell Foundation Models / Spatial Foundation Models

• GigaPath (⭐578) — Slide-level digital pathology foundation model pretrained on 1.3 billion pathology image tokens from whole-slide images.

• UNI (⭐681) — General-purpose self-supervised pathology foundation model trained on 100K+ whole-slide images for diverse computational pathology tasks.

• CONCH (⭐472) — Vision-language foundation model for computational pathology trained with contrastive captioning on pathology image–text pairs.

• Phikon — ViT-based pathology foundation model pretrained with iBOT self-supervision on TCGA whole-slide images.

Single-cell Foundation Models / Multi-Omics Foundation Models

• scMulan (⭐62) — Single-cell multi-omic language model pretrained on ~10M cells spanning transcriptomics, epigenomics, and proteomics for cross-omics transfer tasks.

• totalVI (⭐1.6k) — Probabilistic framework for joint analysis of paired scRNA-seq and protein (CITE-seq) data enabling multi-modal cell state representation across single-cell datasets.

• MultiVI (⭐1.6k) — Multi-modal variational autoencoder for integrating paired and unpaired single-cell RNA-seq and ATAC-seq measurements into a unified latent space.

• MIRA (⭐67) — Probabilistic multimodal topic model jointly modeling single-cell transcriptomics and chromatin accessibility for regulatory network inference.

• GLUE (⭐455) — Graph-Linked Unified Embedding framework for unpaired single-cell multi-omics data integration across RNA, ATAC, methylation, and protein modalities.

• BABEL (⭐47) — Cross-modality translation model enabling prediction between scRNA-seq and scATAC-seq profiles without requiring paired single-cell measurements.

• Multigrate (⭐31) — Asymmetric multi-omics variational autoencoder for integrating single-cell data across RNA, ATAC, and protein modalities with missing-modality support.

• MOFA+ (⭐384) — Multi-Omics Factor Analysis framework identifying shared axes of variation across bulk and single-cell datasets including RNA, ATAC, proteomics, methylation, and copy number.

• GeneCompass (⭐111) — Large-scale foundation model integrating DNA regulatory sequences and single-cell transcriptomics from 120M+ cells across multiple species for gene regulation prediction.

• UnitedNet (⭐52) — Interpretable multi-task deep neural network for single-cell multi-omics integration spanning transcriptomics, chromatin accessibility, and proteomics.

• SpatialGlue — Graph attention network for spatial multi-omics integration jointly embedding spatial transcriptomics with chromatin accessibility or proteomics.

• MIDAS (⭐62) — Mosaic integration and differential accessibility model for single-cell multi-omics data that handles arbitrary missing-modality combinations across transcriptomics, chromatin accessibility, and proteomics.

Single-cell Foundation Models / Domain Alignment

• scArches (⭐399) — Transfer learning framework for mapping new single-cell datasets onto pre-trained reference atlases across batches, conditions, and modalities.

• TOSICA — Transformer-based framework for one-stop interpretable cell-type annotation supporting cross-dataset and cross-species transfer.

Protein Foundation Models / Protein Structure Prediction and Design

• AlphaFold3 (⭐7.7k) — Predicts structures of proteins, nucleic acids, small molecules, and their complexes.

• Boltz-1 (⭐3.8k) — Open-source all-atom biomolecular structure prediction model for proteins, nucleic acids, small molecules, and their complexes achieving AlphaFold3-level accuracy.

• Chai-1 (⭐1.9k) — Unified molecular structure prediction model covering proteins, nucleic acids, small molecules, and complexes.

• ESM3 (⭐2.3k) — Multimodal protein language model that jointly reasons over sequence, structure, and function for generative protein design and engineering.

• ESMFold (⭐4k) — Fast protein structure prediction using language model embeddings.

• RFdiffusion (⭐2.8k) — Generative model for protein backbone design using diffusion.

• ProteinMPNN (⭐1.6k) — Deep learning model for protein sequence design given backbone structure.

• OmegaFold (⭐612) — High-resolution de novo protein structure prediction from sequence.

• RoseTTAFold (⭐2.2k) — Three-track neural network for protein structure prediction.

Multi-Modal Foundation Models / Protein Structure Prediction and Design

• CHIEF (⭐688) — Clinical Histopathology Imaging Evaluation Foundation model integrating histology images and clinical context for pan-cancer analysis.

• BiomedCLIP — CLIP-based vision-language foundation model for biomedical images and text trained on PubMed figure–caption pairs.

2. Awesome Terraform

Tools / Community providers

• ReleaseRun Terraform Provider Matrix - Free browser tool to check Terraform provider version compatibility across Terraform and OpenTofu versions.

• terraform-ai-skills (⭐1) - AI-powered skill for GitHub Copilot, Claude, and ChatGPT that automates bulk Terraform module management — provider upgrades, workflow standardization, and releases across 10–200+ repositories on AWS, GCP, Azure, and DigitalOcean.

3. Awesome Windows

Communication

• Stoat - Chat platform built with modern web tech.

IDEs

• VSCodium - A VS Code fork without all the Microsoft bloat and telemetry.

Productivity

• Beetroot - Manages clipboard history with AI text transforms and OCR extraction.

4. Awesome Firebase Genkit

Plugins / Java (Unofficial) - Community

• Core
  • genkit-java - An unofficial Java SDK for Genkit, providing Java support for building AI-powered applications.

• Model / Embedding Plugins
  • genkit-plugin-openai - Plugin for OpenAI models (GPT-4o, GPT-4o-mini, etc.) and embeddings.
  • genkit-plugin-google-genai - Plugin for Google Gemini models and Imagen image generation.
  • genkit-plugin-anthropic - Plugin for Anthropic Claude models.
  • genkit-plugin-aws-bedrock - Plugin for AWS Bedrock models (Amazon Nova, Claude, LLaMA, Mistral, etc.).
  • genkit-plugin-azure-foundry - Plugin for Azure AI Foundry models.
  • genkit-plugin-xai - Plugin for XAI (x.ai) Grok models.
  • genkit-plugin-deepseek - Plugin for DeepSeek models.
  • genkit-plugin-cohere - Plugin for Cohere Command models.
  • genkit-plugin-mistral - Plugin for Mistral AI models.
  • genkit-plugin-groq - Plugin for Groq ultra-fast inference.
  • genkit-plugin-ollama - Plugin for local Ollama models.
  • genkit-plugin-compat-oai - Plugin for any OpenAI-compatible API endpoint.

• Vector Store Plugins
  • genkit-plugin-localvec - Plugin for local file-based vector store for development.
  • genkit-plugin-firebase - Plugin for Firebase (Firestore vector search, Cloud Functions, telemetry).
  • genkit-plugin-weaviate - Plugin for Weaviate vector database.
  • genkit-plugin-postgresql - Plugin for PostgreSQL with pgvector.
  • genkit-plugin-pinecone - Plugin for Pinecone vector database.

• Evaluator Plugins
  • genkit-plugin-evaluators - Plugin for pre-built RAGAS-style evaluators (faithfulness, relevancy, etc.).

• Other Plugins
  • genkit-plugin-jetty - HTTP server plugin using Jetty 12.
  • genkit-plugin-spring - HTTP server plugin using Spring Boot.
  • genkit-plugin-mcp - Plugin for Model Context Protocol (MCP) client integration.

Solutions / Java (Unofficial) - Community

• Genkit Azure Function AI Foundry - A sample project demonstrating how to use Genkit with Azure Functions and Azure AI Foundry.

• Genkit AWS Lambda Bedrock - A sample project demonstrating how to use Genkit with AWS Lambda and Amazon Bedrock.

Follow / Java (Unofficial) - Community

• Genkit Java GitHub (⭐8) - Unofficial GitHub repository for Genkit Java.

5. Awesome Azure Openai Llm

1. App & Agent

• Agent Protocols
  • MCP
  • A2A
  • Computer use

• Coding & Research
  • Coding
  • Skill
  • Domain-Specific Agents
  • Deep Research

3. Research & Survey

• Challenges
  • Context Constraints
  • Trustworthy, Safe and Secure LLM
  • Large Language Model's Abilities
  • Reasoning

• Survey & Build
  • Survey on Large Language Models
  • Additional Topics: A Survey of LLMs
  • LLM Research (Ranked by cite count ≥150)
  • Build an LLMs from Scratch
  • Business Use Cases

5. Best Practices

• RAG
  • The Problem with RAG
  • RAG Solution Design
  • RAG Research
  • RAG Research (Ranked by cite count >=100)

• Agent
  • Agent Design Patterns
  • Agent Research
  • Agent Research (Ranked by cite count >=100)
  • Reflection, Tool Use, Planning and Multi-agent collaboration
  • Tool Use: LLM to Master APIs

6. Awesome Workflow Automation

What is Workflow Automation?

• Classic iPaaS — Connect SaaS apps with triggers and actions (Zapier, Make)

• AI-augmented automation — Workflows with LLM steps that reason and adapt (n8n AI agents, Make AI Grid)

• Agentic AI platforms — Autonomous agents with memory, planning, and tool use (OpenClaw, Lindy)

• Multi-agent systems — Teams of specialized AI agents collaborating (CrewAI, AutoGen)

• Browser automation agents — AI that navigates the web like a human (Browser-Use, Skyvern)

• AI coding agents — Autonomous software engineers (Claude Code, Devin, Cursor)

• MCP ecosystem — Standardized protocol for connecting AI to any tool or data source

• 85% of enterprises plan to adopt AI agents (McKinsey 2025)

• AI agent market reached $7.6B in 2025, projected at 49.6% annual growth through 2033

• 85%+ of developers now regularly use AI coding tools

🔗 Classic Automation & iPaaS

• Zapier — Review — The most widely used automation platform. 8,000+ app integrations, AI Copilot, AI Agents, MCP support, and Chatbots. Trusted by 3M+ businesses.

• Make — Review — Powerful visual canvas for building multi-step automations with branching logic and conditional flows. AI Grid for agent orchestration.

• n8n — Review — Open-source (fair-code) automation platform for developers and teams. 400+ integrations, native AI agent nodes, LLM support, self-hostable. 176K+ GitHub stars.

• ActivePieces — Review — Open-source Zapier alternative. 492+ integrations, AI SDK for custom agents, visual builder, MCP server support, TypeScript-extensible.

• Automatisch — Review — Open-source self-hosted Zapier alternative.

• Huginn (⭐49k) — Review — Self-hosted agents that monitor the web and automate tasks on your own server.

• IFTTT — Review — Simple automation for web services, IoT, and smart devices. 1,000+ integrations.

• Pipedream — Review — Developer-first automation. 2,800+ integrations, MCP server with 10,000+ tools, AI agent builder with natural language support.

• Workato — Review — Intelligent enterprise automation. Recipes, real-time sync, AI suggestions, on-prem agent, low-code + custom code.

• Tray.io — Review — Enterprise-grade low-code automation builder with AI orchestration.

• Automate.io — Review — Integrate apps and automate business workflows.

• Albato — No-code automation platform for connecting apps without technical expertise.

• Node-RED — Low-code event-driven programming for IoT and workflow automation. Open-source, browser-based flow editor.

• Parabola — Review — No-code automation for data workflows — pull, transform, and send data without code.

• Tallyfy — Review — Automate workflows, approvals, and SOPs for teams.

• Kissflow — Low-code platform with AI natural language workflow creation and predictive workflow optimization.

☁️ Hosted / No-Code Agent Builders / 🦞 Awesome OpenClaw Resources

• Lindy — Deploy AI agents for sales, ops, recruiting, and email. Goal-based configuration rather than trigger-action rules. HubSpot, Gmail, Slack, Notion integrations.

• Gumloop — Visual AI-first canvas. Nodes + subflows + templates for common AI automations. 1,000 free credits on signup.

• Relay.app — Approvals, human-in-the-loop flows, and a clean UI. Used by teams at Cursor, Ramp, and Motion.

• Wordware — Natural language agent builder. Teams build and share agents without code.

• Relevance AI — No-code multi-agent platform. Build, collaborate on, and deploy agent workforces.

• Stack AI — Visual builder → internal app or API. Templates for support, sales, policy Q&A. Enterprise governance with role-based access and audit history.

• Agentforce (Salesforce) — Salesforce's agentic AI platform. Deploy AI agents directly inside Slack as virtual teammates.

🧠 AI-Powered Automation Platforms

• Latenode — Build AI Agents and Integrate with Apps & APIs. 300+ integrations, JavaScript support, visual builder, messenger automation (WhatsApp, Telegram, LinkedIn).

• Taskade — Review — AI-powered workflow automation with custom agents, real-time collaboration, and project management.

• Dify — Open-source LLM app development platform. Visual drag-and-drop workflow builder, RAG pipeline, knowledge base, multi-trigger support. 58,000+ GitHub stars.

• Voiceflow — Build, test, and deploy conversational AI agents and voice workflows for any channel.

• Automateo — Create LLM-based workflows that produce consistent, structured AI outputs.

• Dreamlit AI — AI email agent that turns database events into automated email workflows.

• Sintra AI — A team of specialized AI helpers for marketing, customer support, sales, recruiting, and data analysis.

• Agent Builder — Review — Build your own custom AI assistants with OpenAI's no-code Agent Builder.

🏠 Self-Hosted & Local AI Agents

• OpenClaw (⭐246k) ⭐ — Your own personal AI assistant. Runs locally on any OS. Connects to WhatsApp, Telegram, Slack, Discord, Signal, iMessage, Microsoft Teams, Matrix, and more. Uses natural language — no predefined workflows needed. Features browser control, cron jobs, voice via ElevenLabs, multi-agent routing, Canvas workspace, and a public skill registry (ClawHub (⭐25k)) with 5,700+ community skills. Privacy-first. MIT license.

• Openwork (⭐9.3k) — MIT-licensed open alternative to Anthropic's Cowork with multi-LLM support for browser automation.

🏠 Self-Hosted & Local AI Agents / 🦞 Awesome OpenClaw Resources

• Awesome OpenClaw Skills (⭐25k) — Community registry of 5,700+ skills for OpenClaw

• OpenClaw Workflow Guide — Practical workflows: GitHub PR automation, WhatsApp AI digest, cron jobs

• Self-Hosted OpenClaw Setup — Full deployment walkthrough

• OpenClaw vs n8n & ChatGPT — How it compares to other tools

🏢 Enterprise AI Automation / 🦞 Awesome OpenClaw Resources

• UiPath — Leading enterprise RPA + AI platform. Combines bots, AI, and process mining at scale.

• Automation Anywhere — Enterprise intelligent automation. AI agents + bots for large-scale operations.

• ServiceNow — Enterprise service workflows with agentic AI for HR, IT, and customer support.

• Microsoft Power Automate — Review — Enterprise automation within the Microsoft 365 ecosystem. AI Builder, cloud flows, and desktop flows.

• IBM watsonx.ai — Enterprise AI platform for building and deploying agents adapted to org-specific data.

• Appian — Low-code process automation for enterprise workflows.

Multi-Agent Orchestration / 🦞 Awesome OpenClaw Resources

• CrewAI (⭐45k) ⭐ 32K+ stars — Role-based multi-agent framework. Agents collaborate like a team, each with a defined role. Minimal setup, works without LangChain. Popular for customer service and marketing automation.

• LangChain (⭐128k) ⭐ 90K+ stars — The foundational LLM framework. Tools, memory, retrieval, agents, chains. Vast ecosystem and wide adoption.

• LangGraph (⭐25k) ⭐ 10K+ stars — Graph-based stateful multi-agent orchestration from LangChain. Build cyclical, precise agent workflows with full control over state.

• AutoGen (Microsoft) (⭐55k) ⭐ 35K+ stars — Conversational multi-agent framework. Agents collaborate, iterate, and execute with minimal human input. Popular in academic and training environments.

• OpenAI Agents SDK (⭐19k) ⭐ 11K+ stars — Lightweight Python SDK for multi-agent workflows. Provider-agnostic (100+ LLMs), built-in tracing and guardrails. Released March 2025.

• Google ADK — Google's Agent Development Kit. Modular framework integrating with Gemini and Vertex AI. Released April 2025.

• Mastra — TypeScript-native agent framework. Workflows, memory, RAG, and integrations built for JavaScript teams.

• SmolAgents (Hugging Face) (⭐26k) ⭐ 10K+ stars — Minimal Python library for powerful agents. Uses code execution as the primary agent action rather than JSON tool calls.

• PydanticAI ⭐ 7K+ stars — Agent framework built on Pydantic. Type-safe, structured LLM outputs and actions. Natural fit for FastAPI developers.

• Semantic Kernel (Microsoft) (⭐27k) ⭐ 22K+ stars — SDK for integrating LLMs into .NET, Python, and Java applications. Enterprise-ready agentic workflows.

• Swarms (⭐5.8k) ⭐ 4K+ stars — Framework for orchestrating large swarms of AI agents for enterprise automation at scale.

• SuperAGI (⭐17k) ⭐ 15K+ stars — Open-source autonomous AI agent framework with GUI, performance telemetry, and a tools marketplace.

• MetaGPT (⭐65k) ⭐ 44K+ stars — Multi-agent software company simulation. Assigns product manager, engineer, and QA roles to automate entire development workflows from a single natural language requirement.

LLM App & RAG Builders / 🦞 Awesome OpenClaw Resources

• Dify (⭐131k) ⭐ 58K+ stars — Open-source LLM app platform. Workflow builder, RAG, knowledge base management, code nodes, agent mode. Enterprise edition with SOC2 compliance.

• Langflow (⭐145k) ⭐ 42K+ stars — Visual builder for LLM apps and MCP servers. Python-based, 100+ integrations, strong RAG pipeline support. Backed by DataStax.

• Flowise (⭐49k) ⭐ 30K+ stars — Drag-and-drop LLM flow builder using LangChain. Chatflow, Agentflow, and Assistant builders. 100+ model and vector DB integrations.

• LlamaIndex (⭐47k) ⭐ 36K+ stars — Data framework for LLM apps. Best-in-class RAG pipelines, retrieval, and observability/evals.

• Haystack (deepset) (⭐24k) ⭐ 18K+ stars — Python LLM framework for production RAG and agent pipelines. Maximum developer control.

• Botpress ⭐ 12K+ stars — Open-source chatbot and conversational AI platform. Multi-channel deployment and no-code flow builder.

• Rasa ⭐ 18K+ stars — Enterprise open-source conversational AI. CALM architecture separates language understanding from business logic. Trusted by American Express.

• Rivet ⭐ 3K+ stars — Visual programming environment for creating and debugging AI agent pipelines with a node graph UI.

• OpenWebUI (⭐124k) ⭐ 50K+ stars — Feature-rich local web interface for LLMs (Ollama, OpenAI-compatible). Agent and workflow support.

• Sim Studio — Open-source visual builder for AI agent simulations and workflows.

Specialized Agent Libraries / 🦞 Awesome OpenClaw Resources

• Mem0 (⭐48k) — Persistent memory layer for AI agents. Remembers users, preferences, and past interactions across sessions and tools.

• Agno (Phidata) (⭐38k) — Framework for building multimodal agents with memory, knowledge, tools, and reasoning.

• Firecrawl — Web data layer for AI agents. Search the web, navigate pages, and extract structured data from any website. Used inside OpenClaw and many agent stacks.

• ZenML (⭐5.2k) — MLOps + LLMOps framework. Manages the production lifecycle of agents — the "outer loop" that LangChain and CrewAI leave unaddressed.

AI Browser Agents / 🦞 Awesome OpenClaw Resources

• Browser-Use (⭐78k) ⭐ 60K+ stars — Open-source Python library. Makes websites accessible to AI agents using a DOM + Vision hybrid approach. Works with Claude, GPT, Gemini, and local Ollama models. MIT license.

• Skyvern (⭐21k) ⭐ 10K+ stars — Vision LLM-based browser automation. Playwright-compatible SDK plus a no-code workflow builder. Best for form fills, logins, downloads, and RPA-style tasks.

• Stagehand ⭐ 5K+ stars — AI-native Playwright wrapper. Adds LLM reasoning on top of deterministic Playwright scripting. Built and maintained by Browserbase.

• Playwright MCP (⭐28k) ⭐ 10K+ stars — Microsoft's MCP server for AI-controlled browser automation. Uses the accessibility tree (Snapshot Mode) — no screenshots needed, fast and deterministic.

• Perplexity Comet — Consumer AI browser (Chromium-based). Autonomous navigation, form filling, email and calendar management, voice control. Launched July 2025.

Browser Infrastructure / 🦞 Awesome OpenClaw Resources

• Browserbase — Gold standard browser infrastructure for AI agents. Persistent sessions, stealth mode, session recordings, Playwright and Puppeteer compatible. Raised $40M Series B at $300M valuation (June 2025). Processed 50M+ sessions in 2025.

• Apify — Full web automation platform. Cloud actors, proxy management, scheduling, and an official MCP server for AI agent integration.

• Steel — Open-source browser infrastructure built specifically for AI agents.

• Hyperbrowser — AI-native browser platform combining natural language commands with Playwright reliability. YC-backed.

💻 AI Coding Agents & IDEs / 🦞 Awesome OpenClaw Resources

• Claude Code — Anthropic's agentic coding tool. Deep codebase understanding, multi-file edits, terminal integration, and MCP support. Available in VS Code, JetBrains, terminal, and browser. Consistently rated highest for complex reasoning, debugging, and architectural changes.

• Cursor — AI-native IDE (VS Code fork). The most broadly adopted AI coding tool among individual developers. Semantic codebase indexing, multi-file agent mode, and inline edits.

• GitHub Copilot — Microsoft's AI coding assistant. Agent mode, Copilot Workspace for issue-to-PR flows, and the strongest enterprise IP indemnity in the market.

• Windsurf — Agentic IDE with Cascade agent and persistent memory across sessions. Acquired by Cognition (makers of Devin) in 2025.

• Devin — The most autonomous coding agent available. Plans, codes, tests, and deploys in its own cloud sandbox with a shell, editor, and browser. Goldman Sachs uses hundreds of instances internally.

• Cline (⭐59k) — Open-source agentic coding assistant for VS Code. BYOK (bring your own key), full shell access, and MCP support.

• Aider — Open-source terminal coding agent. Git-integrated pair programming that works with any LLM. Excellent for open-source codebases.

• Amazon Q Developer — AWS-native AI coding assistant. Deep AWS integration, security scanning, and code transformation features.

• Kiro (AWS) — AWS's agentic IDE with dual spec-driven and vibe-coding modes. Differentiates through DevOps automation. Launched mid-2025.

• Trae (ByteDance) — Free VS Code-based IDE with unlimited Claude and GPT-4o access. Builder Mode for automated project generation.

• Augment Code — The first AI coding assistant to achieve ISO/IEC 42001 certification for AI management systems.

🔌 MCP (Model Context Protocol) / 🦞 Awesome OpenClaw Resources

• Nov 2024 — MCP public release by Anthropic

• Nov 2025 — MCP 2025-11-25 spec: async Tasks, OAuth 2.1, enterprise governance

• Dec 2025 — MCP donated to the Linux Foundation (AAIF), co-founded by Anthropic, Block, and OpenAI

Core MCP Resources / 🦞 Awesome OpenClaw Resources

• MCP Specification — Official protocol spec and documentation

• MCP Official Servers (⭐80k) — Reference implementations: GitHub, Google Drive, Slack, databases, browsers, and more

• MCP TypeScript SDK (⭐12k) — Official TypeScript SDK for building MCP servers and clients

• MCP Python SDK (⭐22k) — Official Python SDK

• Awesome MCP Servers (⭐82k) — Community-curated list of 500+ MCP servers

Platforms with MCP Support / 🦞 Awesome OpenClaw Resources

• Claude / Claude.ai — MCP client; connect any MCP server to Claude

• OpenClaw — MCP via the skills and tools ecosystem

• Zapier — MCP server; call Zaps from any AI agent

• n8n — MCP server support built in

• Make — MCP server option

• Cursor — MCP client

• Claude Code — MCP client; extend coding workflows with external services

• Pipedream — MCP server with 10,000+ tools

• Playwright MCP — Browser automation accessible via MCP

• Langflow — Build and deploy MCP servers visually

📊 Data Pipeline & Workflow Orchestration / 🦞 Awesome OpenClaw Resources

• Apache Airflow — Industry-standard open-source platform for authoring, scheduling, and monitoring data workflows. Python-based DAGs.

• Prefect — Modern Python workflow orchestration. Better developer experience than Airflow with strong observability.

• Temporal — Durable workflow execution platform. Handles retries, timeouts, and long-running distributed workflows reliably.

• Windmill — Open-source platform for building workflows, data pipelines, cron jobs, and scripts from code.

• Dagster — Data orchestration built around software-defined assets. Strong observability and testing support.

• Kestra — Open-source declarative workflow orchestration. YAML-based, 500+ plugins, cloud-native.

• Apache Kafka — Distributed event streaming platform. Foundation for real-time data pipelines and event-driven automation.

📋 Project Management with Automation / 🦞 Awesome OpenClaw Resources

• ClickUp — Review — All-in-one project management with powerful automations and AI features.

• Asana — Project management with a no-code AI agent builder for automating workflow stages from intake to reporting.

• Airtable — Review — Spreadsheet-database hybrid with automated workflows and AI features.

• Smartsheet — Review — Collaborative work management with automation, AI-assisted formulas, and integrations.

• Wrike — Review — Project management with customizable workflow automation and an AI work assistant.

• Notion — All-in-one workspace with AI writing assistant and workflow automation via integrations.

• Monday.com — Work OS with no-code automations, AI-powered features, and 200+ integrations.

🗺️ Visual Mapping & Diagramming / 🦞 Awesome OpenClaw Resources

• Lucidchart — Review — Visual workflow mapping, flowcharts, and diagramming. AI-assisted diagram generation.

• Miro — Collaborative online whiteboard with workflow visualization and AI features.

• draw.io — Free, open-source diagramming for workflows, architecture diagrams, and flowcharts.

Workflow Automation / 🦞 Awesome OpenClaw Resources

• When to Use RPA vs Workflow Automation — UiPath

• 7 AI Workflow Automation Trends — Kissflow

• Best AI Workflow Automation Tools — n8n Blog

• 10 Best AI Automation Platforms — Lindy

AI Agents / 🦞 Awesome OpenClaw Resources

• Best AI Agents — DataCamp

• The AI Agent Revolution — Medium

• 13 Best AI Agent Builders — MarketerMilk

• AI Agentic Frameworks: Complete Guide

• r/AIAgents

• r/LangChain

• OpenClaw Discord — See repo for invite link

• CrewAI Community

• Dify Community

OpenClaw / 🦞 Awesome OpenClaw Resources

• OpenClaw: Self-Hosted AI Agent Guide — Contabo

• OpenClaw Workflow Automation — Dev Shorts

• Meet OpenClaw — VPSBG

MCP / 🦞 Awesome OpenClaw Resources

• What is MCP? — Google Cloud

• MCP Nov 2025 Spec Update — WorkOS

• MCP on Wikipedia

• MCP Prompts for Workflow Automation — MCP Blog

Browser Automation / 🦞 Awesome OpenClaw Resources

• Best Browser Agents — Firecrawl

• Browser-Use: Open-Source AI Agent for the Web — InfoWorld

• Playwright MCP Guide 2025 — Medium

• Browser-Use Documentation

• Skyvern Documentation

• Stagehand Guide

AI Coding Agents / 🦞 Awesome OpenClaw Resources

• Best AI Coding Agents — Faros AI

• Rise of AI Coding Agents: Vibe Coding — Programming Helper

• Claude Code vs Cursor — Bannerbear

📂 Resources & Directories / 🦞 Awesome OpenClaw Resources

• 📊 AI Coding Agent Benchmarks — SWE-Bench leaderboard, pricing, real user reviews

• 🦞 Awesome OpenClaw Skills — 5,700+ community skills for OpenClaw

• 🔌 MCP Servers Registry — Official MCP server implementations

• 🔌 Awesome MCP Servers — Community list of 500+ MCP servers

• 🤖 AI Agentic Frameworks Guide — Comprehensive framework comparison

• 📦 Product Hunt: AI Agent Automation — Latest AI agent launches

• 🌐 Firecrawl Blog — Browser agent guides and web automation news

📘 Books / 🦞 Awesome OpenClaw Resources

• Building LLM Powered Applications

• AI Engineering: Building Applications with Foundation Models (Chip Huyen, 2025)

Automation Platforms / 🦞 Awesome OpenClaw Resources

• Power Automate: Beginner's Guide

AI Agents & Frameworks / 🦞 Awesome OpenClaw Resources

• CrewAI Documentation & Quickstart

• LangChain Academy

• LangGraph Tutorials

• AutoGen Documentation

• Dify Documentation

• OpenAI Agents SDK Quickstart

AI Coding / 🦞 Awesome OpenClaw Resources

• Claude Code Documentation

• Cursor Documentation

• Aider Documentation

• r/cursor

• r/ClaudeAI

• Cursor Forum

• Cline Community

🤝 Contributing / 🦞 Awesome OpenClaw Resources

• Actively maintained (updated within the last 12 months)

• Clear documentation, community, or commercial backing

• Genuinely fits one of the listed categories — not general-purpose AI assistants

7. Awesome Quant

JavaScript / FrameWorks

• pmxt (⭐937) - The CCXT for prediction markets. A unified API for trading on Polymarket, Kalshi, and more.

• pmxt (⭐937) - A unified API for accessing prediction market data across multiple exchanges. CCXT for prediction markets.

Python / Financial Instruments and Pricing

• quantra (⭐18) High-performance pricing engine built on QuantLib. It exposes QuantLib's functionality through gRPC and REST APIs, enabling distributed computations with FlatBuffers serialization.

• optionlab (⭐481) - A Python library for evaluating option trading strategies.

Python / Trading & Backtesting

• the0 (⭐164) - Self-hosted execution engine for algorithmic trading bots. Write strategies in Python, TypeScript, Rust, C++, C#, Scala, or Haskell and deploy with one command. Each bot runs in an isolated container with scheduled or streaming execution.

• PRISM-INSIGHT (⭐478) - AI-powered stock analysis system with 13 specialized agents, automated trading via KIS API, supporting Korean & US markets.

• Chartscout - Real-time cryptocurrency chart pattern detection with automated alerts across multiple exchanges

• DayTradingBench - Live autonomous benchmark that evaluates LLM trading performance on DAX and Nasdaq indices using identical strategies and real-time market data. API access available.

• CoinTester - No-code crypto backtesting platform with 100+ indicators, AI sentiment signals, and 5+ years of historical data across 1,000+ trading pairs.

• PythonTradingFramework (⭐25) - Python algorithmic trading bot framework for Kubernetes: backtesting, hyperparameter optimization, 150+ technical analysis indicators (RSI, MACD, Bollinger Bands, ADX), portfolio management, PostgreSQL integration, Helm deployment, CronJob scheduling. Minimal overhead, production-ready, Yahoo Finance data.

• QTradeX-AI-Agents (⭐14) - Example strategies for the QTradeX platfrom.

• QTradeX-Algo-Trading-SDK (⭐56) - AI-powered SDK featuring algorithmic trading, backtesting, deployment on 100+ exchanges, and multiple optimization engines.

• antback (⭐15) - A lightweight, event-loop-style backtest engine that allows a function-driven imperative style using efficient stateful helper functions and data containers.

Python / Risk Analysis

• curistat - Futures volatility forecasting platform for ES/NQ. Proprietary CVN rating (1-10), regime detection (CRC composite), 8 directional signals, economic event impact analytics. Includes MCP server for AI agent integration.

• Prop Trader Compass - Interactive risk and payout calculator for Futures and CFD traders; features one-time fee firm comparisons.

Python / Factor Analysis

• quant-lab-alpha (⭐26) - Open-source investment analytics platform bridging academic research and retail finance.

Python / Sentiment Analysis

• Social Stock Sentiment API - REST API analyzing Reddit and X/Twitter for stock mentions and sentiment, providing buzz scores, trending stocks, and AI-generated trend explanations.

Python / Data Sources

• goMacro.ai - AI-powered economic calendar with institutional-grade insights, bull/bear/base case scenario planning for NFP, CPI, PPI and other macro data releases.

• StockAInsights - AI-extracted financial statements API covering SEC filings including foreign filers (20-F, 6-K, 40-F), normalized quarterly and annual data from 2014+.

• edinet-mcp (⭐1) - Parse Japanese XBRL financial statements from EDINET with 161 normalized labels, 26 financial metrics, and multi-company screening.

• estat-mcp (⭐0) - Access Japanese government statistics (e-Stat) covering population, GDP, CPI, labor, and trade data with MCP integration and Polars export.

• tdnet-disclosure-mcp (⭐0) - Access Japanese timely disclosures (TDNet) via MCP. Retrieve earnings, dividends, forecasts, buybacks, and other filings for 4,000+ listed companies. No API key required.

• coinpulse (⭐0) - Python SDK for cryptocurrency portfolio tracking with real-time prices, P/L calculations, and price alerts. Free tier available.

• brapi.dev - Brazilian stock market data API for B3/Bovespa quotes, historical OHLCV, dividends, and fundamentals.

• 13F Insight - Track institutional investor 13F holdings with AI-powered analysis, position change alerts, and filing summaries.

• edgartools (⭐1.8k) - AI-native SEC EDGAR library with XBRL financials, clean text extraction, 17+ typed forms, and pandas DataFrames.

• FXMacroData - Real-time forex macroeconomic API for all major currency pairs sourced from central bank announcements.

CPP / Data Visualization

• rallyplot - Fast, GPU-accelerated financial plotting library

• PandoraTrader (⭐1.4k) - A C++ CTP trading framework, with very clear logic

Reproducing Works, Training & Books / Data Visualization

• KeepRule - Curated library of decision-making principles and investment wisdom from masters like Buffett and Munger, featuring mental models for better investment thinking.

Related Lists / Data Visualization

• awesome-sec-filings (⭐5) - A curated list of tools, data sources, libraries, and resources for working with SEC filings (13F, 10-K, 10-Q, 8-K).

8. Awesome Langchain

Tools / Services

• Veritensor (⭐67) - Native security wrappers for LangChain DocumentLoaders to block prompt injections, stealth attacks, and PII leaks during RAG data ingestion.

9. Awesome Math

Youtube Series

• Numberphile

10. Awesome Osint

Speciality Search Engines

• BGP.he.net - Free BGP and network intelligence toolkit

• ONYPHE - OSINT engine indexing exposed assets and services across the internet.

Document and Slides Search

• Epstein Exposed - Comprehensive searchable database of 2M+ DOJ Epstein case documents, 1,700+ persons, flight logs, emails, and network graph visualization.

Username Check / GitHub

• Trace - Real-time OSINT platform to search usernames, emails, phone numbers, and full names across 600+ platforms with breach detection and AI risk scoring.

Image Search / GitHub

• Lenso.ai - Reverse image search tool with facial recognition, created for finding people, similar images, copies of photos, identical places and more.

Other Resources / GitHub

• Aware-online.com - Curated collection of OSINT tools and methodologies for investigations.

11. Awesome Playwright

Integrations

• playwright-graphql - Generates a type‑safe GraphQL client and fixtures for Playwright API tests, with a CLI for schema/operation generation and optional coverage reporting.

Utils

• BrowserClaw (⭐11) - AI browser automation via accessibility snapshot and ref targeting. Built on Playwright. No vision model, no CSS selectors — snapshot the page, AI picks a ref, library hits the exact element.

• playwright-best-practices-skill (⭐116) - AI Skill to make agents experts at writing, debugging and maintaining Playwright tests.

• Heroshot (⭐23) - Documentation screenshot automation. Visual picker to define screenshots, one command to regenerate them all.

Reporters

• Checkly - Uploads Playwright test results, screenshots, videos and traces to the Checkly platform for monitoring and debugging across global regions.

Guides

• Currents Blog - Playwright articles written by QA professionals.

• Playwright Weekly - Curated aggregator of Playwright articles & news from the internet.

12. Awesome Regression Testing

Tools and frameworks (a-z↓)

• BitDive - BitDive is a zero-code regression testing tool for Java/Kotlin applications. It captures real runtime behavior (methods, SQL, HTTP) and enables Live Context Replay with automatic mocking to detect semantic drift between versions.

• BFFless - Self-hosted platform for hosting and viewing visual regression screenshots from CI/CD pipelines with GitHub Actions integration.

Online services (a-z↓)

• Keploy - Open-source regression testing tool that automatically generates test cases and mocks from real API calls.

• Sherlo (⭐74) - Visual testing platform for React Native Storybook. Captures screenshots on iOS and Android simulators in the cloud and detects visual changes automatically.

Blog posts (a-z↓)

• CodeLift: Introduction to Diffy for Visual Regression Testing - Catch visual and functional issues before they reach production.

13. Awesome Testing

Software / API Testing

• Spiderhash - Webhook debugging and request inspection tool for testing callback payloads, headers, and delivery behavior.

Software / UI & End-to-End Testing

• TestDino - A Playwright‑focused test reporting and analytics platform that centralizes CI runs, classifies failures, and uses AI insights to help teams debug faster and ship more reliable releases.

Software / Browser Extensions & Utilities

• Anchor Browser - Cloud browser infrastructure with built-in stealth and proxy rotation for automated testing at scale

Software / Accessibility & Usability Testing

• RatedWithAI - AI-powered website accessibility scanner that checks for ADA and WCAG 2.2 compliance with instant actionable audits.

• WAVE - Suite of evaluation tools that helps authors make their web content more accessible to individuals with disabilities.

14. Awesome Keycloak

Articles

• Keycloak User Federation with LDAP and Active Directory

Community Extensions

• Keycloak Cookieless IDP Extension (⭐1)

15. Awesome V

Telegram

• velegram (⭐0) - A V language wrapper for TDLib (Telegram Database Library).

Text processing

• vsoup (⭐0) - A fast, JSoup-inspired HTML5 parser and DOM manipulation library for V, powered by Lexbor.

Utility

• vanadium (⭐1) - Ada-level runtime safety for the V programming language.

16. Awesome Ada

Build and Package / Apache License

• tada (⭐17) - An opinionated package management tool for Ada.

Linux and POSIX / Apache License

• florist (⭐8) - POSIX Ada binding, IEEE Standards 1003.5(b,c).

• florist-blady (⭐7) - A fork of Florist which is available as an Alire crate.

17. Awesome Pascal

Graphic

• KIcon (⭐67). [Delphi] [FPC] This component makes sense if a more complex manipulation with icons (or better icon files *.ico) than just viewing is needed. Full PNG icon image support, correct rendering, icons with alpha channel.

Control packs

• KControls (⭐67). [Delphi] [FPC] Control components. All controls have been written with the aim to become both cross-IDE compatible (Delphi/C++Builder VCL and Lazarus LCL) and cross-platform compatible in Lazarus. // Most useful are TKGrid with its DB-aware heritage TKDBGrid — a very full-featured grid implementation incl. inplace editors. There's also hex editor, print preview, editors, labels, buttons etc.

Math

• mrMath (⭐103). [Delphi] [FPC] High-performance, multithreaded matrix and linear algebra library featuring hand-optimized assembler routines for SSE, AVX, AVX2 and FMA. Provides core decompositions (SVD, LU, QR, Hessian, Cholesky), optimized eigenvalue solvers for symmetric matrices, and advanced algorithms such as PCA, CCA, non-negative matrix factorization, SSA, wavelet transforms, RBF splines, t-SNE, and linear/non-linear least-squares fitting. Supports Windows and Linux on both 32-bit and 64-bit platforms.

Other non-visual

• ACBr (Commercial Automation Brazil) (GitHub mirror (⭐73), Organization page in GitHub. [Delphi] [FPC] Set of components and libraries for Delphi and Lazarus, designed to simplify the development of commercial automation systems in Brazil. It is widely used by developers who need to integrate their software with fiscal obligations and automation equipment

18. Awesome Cl

YAML

• yamson (⭐4) - Fast YAML and JSON parsers for Common Lisp (not yet emitters). Apache2.0.

19. Awesome Cpp

Database

• Ladybug (⭐545) - an embedded graph database built for query speed and scalability. [MIT] website

20. Awesome Ruby

Business logic

• Servactory (⭐34) - A set of tools for building reliable service objects of any complexity.

21. Awesome Go

Artificial Intelligence

• langgraphgo (⭐203) - A Go library for building stateful, multi-actor applications with LLMs, built on the concept of LangGraph，with a lot of builtin Agent architectures.

Audio and Music

• music-theory (⭐452) - Music theory models in Go.

Authentication and Authorization

• authgate (⭐28) - A lightweight OAuth 2.0 Authorization Server supporting Device Authorization Grant (RFC 8628), Authorization Code Flow with PKCE (RFC 6749 + RFC 7636), and Client Credentials Grant for machine-to-machine authentication.

• go-jwt (⭐2) - A JWT (JSON Web Token) library for Go.

Bot Building

• TG (⭐45) - Telegram Bot Framework for Go.

Miscellaneous Data Structures and Algorithms

• combo (⭐2) - Combinatorial operations including permutations, combinations, and combinations-with-replacement.

• FSM (⭐17) - FSM for Go.

Date and Time

• go-date-fns (⭐3) - A comprehensive date utility library for Go, inspired by date-fns, with 140+ pure and immutable functions.

Functional

• g (⭐49) - Functional programming framework for Go.

Generators

• protoc-gen-httpgo (⭐17) - Generate HTTP server and client from protobuf.

Logging

• caarlos0/log (⭐61) - Colorful CLI logger.

Machine Learning

• born (⭐44) - Deep learning framework inspired by Burn (Rust), with autograd, type-safe tensors, and zero-CGO GPU acceleration.

Uncategorized

• goffi (⭐22) - Pure Go FFI with libffi-style typed call interface and structured error handling for calling C libraries without CGO.

Networking

• cdns (⭐3) - Change DNS servers effortlessly via terminal.

Performance

• otelinji (⭐26) - OpenTelemetry auto-instrumentation tool for adding spans to functions.

Science and Data Analysis

• hdf5 (⭐21) - Pure Go implementation of the HDF5 file format for scientific data storage and exchange.

• insyra (⭐51) - Data analysis library with statistics, visualization, Parquet support, and Python integration.

• matlab (⭐10) - Pure Go library for reading and writing MATLAB .mat files (v5-v7.3) without CGO.

• MatProInterface.go (⭐2) - MatProInterface.go is an open source package for defining mathematical programs (e.g., convex optimization problems) in Go.

Testing Frameworks

• should (⭐36) - Testing library with zero dependencies, detailed struct diffs and human-readable error messages.

Regular Expressions

• coregex (⭐135) - Production regex engine with Rust regex-crate architecture: multi-engine DFA/NFA, SIMD prefilters, drop-in stdlib replacement.

Utilities

• go-safecast (⭐83) - Safe number type conversion library that prevents integer overflow and underflow (addresses gosec G115 and CWE-190).

Windows / Libraries for creating HTTP middlewares

• windowsupdate (⭐14) - A Golang binding for Windows Update Agent API using go-ole.

Go Tools / Libraries for creating HTTP middlewares

• govisual (⭐677) - Zero-config, pure-Go HTTP request visualizer & debugger for local Go web development.

• lensm (⭐3.6k) - Go assembly and source viewer.

DevOps Tools / Libraries for creating HTTP middlewares

• colima (⭐27k) - Container runtimes on macOS (and Linux) with minimal setup.

• kubefwd (⭐4.1k) - Bulk Kubernetes port forwarding with unique IPs per service for local development.

Other Software / Libraries for creating HTTP middlewares

• Backrest (⭐5.5k) - Web-based UI and orchestrator for restic backup.

22. Awesome Rust

Applications

• Michael-F-Bryan/mdbook-linkcheck (⭐167) [mdbook-linkcheck] - A backend for mdbook which will check your links for you.

Applications / Database

• pgdogdev/pgdog (⭐4k) - A fast proxy for scaling PostgreSQL with connection pooling, load balancing, and sharding.

• ruvnet/ruvector (⭐2.4k) [ruvector-core] - A self-learning vector database and cognitive container that runs LLMs locally and scales horizontally.

Applications / File manager

• moyangzhan/mango-finder (⭐208) - Search your files using nature language

Applications / Image processing

• visioncortex/vtracer (⭐5.5k) [vtracer] - A raster to vector graphics converter (jpg/png to svg).

Applications / Productivity

• farion1231/cc-switch (⭐23k) - An all-in-one GUI assistant and profile manager for Claude Code, Codex, and Gemini CLI.

Applications / System tools

• git-ai-project/git-ai (⭐1.2k) - A git extension that tracks AI-generated code in your repositories, linking lines to the agent, model, and transcripts.

• gitbutlerapp/gitbutler (⭐20k) - A modern Git-based version control interface with both a GUI and CLI built from the ground up for AI-powered workflows.

Applications / Utilities

• ruvnet/wifi-densepose (⭐20k) - A privacy-preserving human pose estimation system using WiFi Channel State Information (CSI) and machine learning.

Applications / Web

• shouya/rss-funnel (⭐147) - A modular RSS processing pipeline system.

Development tools / Build system

• rolldown/rolldown (⭐13k) - A JavaScript/TypeScript bundler written in Rust intended to serve as the future bundler in Vite.

Libraries / GUI

• longbridge/gpui-component (⭐11k) [gpui-component] - UI components for building fantastic desktop applications using GPUI.

Libraries / Network programming

• RPC
  • remoc-rs/remoc (⭐221) [remoc] - Remoc provides channels (broadcast, mpsc, oneshot, watch) similar to Tokio's and trait calling over any remote transport.
  • smallnest/rpcx-rs (⭐134) - A RPC library for developing microservices in easy and simple way.

23. Awesome Python

Code Analysis

• Code Analysis
  • code-graph-rag (⭐2k) - Builds knowledge graphs from multi-language codebases using Tree-sitter and Memgraph, enabling natural language querying of code structure.
  • code2flow (⭐4.5k) - Turn your Python and JavaScript code into DOT flowcharts.
  • prospector (⭐2.1k) - A tool to analyze Python code.
  • vulture (⭐4.3k) - A tool for finding and analyzing dead Python code.

Data Analysis

• pandas - A library providing high-performance, easy-to-use data structures and data analysis tools.

GUI Development

• urwid - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.

Game Development

• Pygame - Pygame is a set of Python modules designed for writing games.

HTML Manipulation

• lxml - A very fast, easy-to-use and versatile library for handling HTML and XML.

• WeasyPrint - A visual rendering engine for HTML and CSS that can export to PDF.

Image Processing

• pymatting (⭐1.9k) - A library for alpha matting.

• scikit-image - A Python library for (scientific) image processing.

Internationalization

• Babel - An internationalization library for Python.

Science

• astropy - A community Python library for Astronomy.

Specific Formats Processing

• PDF
  • pdf_oxide (⭐148) - A fast PDF library for text extraction, image extraction, and markdown conversion, powered by Rust.
  • pdfminer.six (⭐6.9k) - Pdfminer.six is a community maintained fork of the original PDFMiner.
  • pikepdf (⭐2.7k) - A powerful library for reading and editing PDF files, based on qpdf.
  • PyPDF2 (⭐9.8k) - A library capable of splitting, merging and transforming PDF pages.
  • ReportLab - Allowing Rapid creation of rich PDF documents.

24. Awesome Integration

Projects / API Management

• Gravitee.io API Management (⭐385) (⭐382) - A lightweight, open-source platform offering flexible API governance, robust security, and straightforward configuration.

• WSO2 API Manager (⭐969) (⭐968) - A fully open-source API platform offering robust governance, flexible deployment, and community-driven innovation.

Projects / API Documentation

• OpenAPI Explorer (⭐342) (⭐343) - Creates intuitive, interactive user interfaces from OpenAPI specs, simplifying API exploration and testing.

• Zudoku (⭐460) (⭐458) - A customizable framework built on OpenAPI, focused on delivering exceptional developer experiences through quality documentation.

Projects / API Gateway

• Gloo Edge (⭐151) (⭐150) - An Envoy Proxy–based gateway offering advanced traffic control, enhanced security, and observability for microservices ecosystems.

Projects / Business Rules Engine

• OpenL Tablets (⭐190) (⭐189) - Flexible open-source decision management system that simplifies defining and executing business rules and decision tables.

• ZEN Engine (⭐1.6k) (⭐1.6k) - A cross-platform, open-source Business Rules Engine written in Rust that executes JSON Decision Models through interconnected graphs of decision tables, functions, and expressions.

Projects / Data Integration

• Estuary Flow (⭐884) (⭐881) - Versatile, scalable platform that provides both real-time and batch data integration for ETL and ELT pipelines.

Projects / Data Mapping Solution

• AtlasMap (⭐210) (⭐209) - Interactive web-based tool that simplifies mapping across Java, XML, CSV, and JSON data sources with an intuitive interface.

Projects / Integration Frameworks

• Frank!Framework (⭐157) (⭐153) - Low-code Java messaging framework that simplifies system connectivity and data integration through configurable XML setups.

Projects / Message Broker

• Centrifugo (⭐10k) (⭐10k) - Scalable real-time messaging server that minimizes delay in delivering events to online users.

• LavinMQ (⭐867) (⭐863) - High-performance message queue server implementing AMQP 0-9-1 and MQTT protocols, built with Crystal for exceptional throughput and minimal resource usage.

Projects / Self-Service Integration

• n8n (⭐176k) (⭐176k) - Open-source workflow automation tool with 400+ connectors, giving you full control over your data and integrations.

Projects / Workflow Engine

• Flowable (⭐9.1k) (⭐9.1k) - Compact, efficient set of open-source engines for automating and scaling enterprise workflows.

Resources / API Specification

• AsyncAPI (⭐5.1k) (⭐5.1k) - An essential tool for developing Event-Driven Architectures (EDA) and enables engineers to build a better tooling ecosystem.

Resources / Data Formats

• YAML (⭐453) (⭐452) - A human-friendly and easy-to-read data serialization format that is widely used for configuration files and data exchange. It supports rich data types and is compatible with most programming languages.

Resources / Protocols

• OpenMessaging (⭐287) (⭐289) - A cloud native, vendor-neutral open specification for distributed messaging.

25. Awesome Dotnet Core

Community / Workflow

• awesome-copilot (⭐23k)

26. Awesome Mac

Reading and Writing Tools / Office

• Keynote - Build stunning presentations.

• Numbers - Create impressive spreadsheets.

• Pages - Documents that stand apart.

Reading and Writing Tools / Markdown Tools

• Pixley Reader (⭐14) - A dedicated reader for browsing Markdown specs, docs, and changelogs generated by AI tools.

• Scratch - Lightweight, offline-first markdown notes app with WYSIWYG editing and local AI agent support.

Reading and Writing Tools / Ebooks

• Simple Comic - EBook reader for PDF, CBZ, and CBR formats with Live Text search.

Developer Tools / Developer Utilities

• Poirot (⭐77) - A macOS companion app for browsing Claude Code sessions, exploring diffs, and re-running commands.

• PortKiller (⭐4.4k) - Cross-platform port management tool to monitor ports, manage Kubernetes port forwards and Cloudflare Tunnels, and kill processes in one click.

• Nib Unlocker - .nib to .xib converter

Developer Tools / Regular Expression Editors

• RegexMate - A regular expression testing tool with a built-in quick reference guide.

Design and Product / Screen Recording

• Reframed - A powerful screen recorder with built-in video editor. Capture screen, areas, windows or iOS devices with webcam and microphone - then trim, zoom, style and export.

Design and Product / Other Tools

• AppIconBuilder - Export icons for multi-platform

Communication / Collaboration and Team Tools

• Textual - Internet Relay Chat (IRC) client.

• WeChat - Official WeChat app for Mac.

• WhatsApp Desktop - Available in the Mac App Store, Whatsapp for Desktop.

Audio and Video Tools / File Sharing

• Audio Profile Manager - Allows you to pin input/output devices for each particular combination of connected devices. May suppress HDMI displays from being chosen.

• VidCrop - A simple video cropping tool that supports multiple formats and precise trimming.

• Musicer - A lightweight local music player that supports multiple formats for enjoying music anytime.

Input Methods / Audio Record and Process

• LangSwitcher (⭐2) - Open-source keyboard layout text converter. Select text typed in wrong layout, press ⇧⇧ and it's instantly converted. Supports EN/RU/DE/FR/ES.

Translation Tools / Audio Record and Process

• MoePeek (⭐316) - Lightweight translation tool with instant selection translation, OCR screenshot translation, clipboard translation, and manual input translation.

Finance / Audio Record and Process

• SubList - Track subscriptions, renewals, and spending in one place with reminders, analytics, and iCloud sync.

Utilities / Audio Record and Process

• cmd+x - Launch Activity Monitor with Ctrl+Opt+Delete, cut and move files in Finder with Cmd+X.

Utilities / Clipboard Tools

• iCopy - Clipboard management, quick reply, efficiency multiplier artifact

Utilities / Menu Bar Tools

• Sharptooth - Effortlessly manage your Bluetooth devices right from the menu bar with custom hotkeys and smart automation.

• Hue in the Menu - Philips Hue light management in the menu bar with multi-room support.

• FunKey－Mechanical Keyboard App - FunKey is a Mac app that offers the ability to add artificial mechanical keyboard sounds to your MacBook.

Utilities / General Tools

• Deskmark - Add watermarks to the desktop, ideal for recording videos.

• Vidwall - Easily import MP4/MOV videos as system wallpapers and lock screen animations.

Utilities / Productivity

• Perplexity - Search and discovery with AI.

Utilities / Password Management

• Keyzer - Simple password manager that supports saving portable password files.

Utilities / Finder Tools

• SwiftyMenu - A Finder extension which presents a customizable menu to rapidly open selected folders or files with your favorite applications.

Utilities / System Related Tools

• Amphetamine - Keep your Mac awake.

• Cleaner One - Disk cleaning and Mac optimization.

Remote Login Software / System Related Tools

• Steam Link - The Steam Link app allows you to play your Steam games across all your computers.

• Windows App - Connect to a remote PC or virtual apps and desktops made available by your admin.

27. Free for Dev

Tools for Teams and Collaboration

• cDox — Private document editor hosted in Canada. Write, format, collaborate, and publish documents with clean public links. Data is never used for AI training. Free plan includes 50 MB storage, up to 3 public links, and export to PDF, Word, and Markdown.

Generative AI

• Lumenfall.ai - AI media gateway providing unified access to leading image generation models via an OpenAI-compatible API. The platform itself is free to use with zero markup and no subscription fee. Inference costs for most models are billed at provider price, but FLUX.1 [schnell] FP8 is offered free forever with unlimited usage for registered users. Built-in failover and provider resilience included.

28. Awesome Ai in Finance

LLMs

• FinRpt - Dataset, Evaluation System and LLM-based Multi-agent Framework for Equity Research Report Generation.

29. Awesome Neovim

Startup / Cursorline

• leo-alvarenga/homecoming.nvim (⭐3) - A dead-simple, customizable and cozy dashboard with sane defaults and zero config required.

Code Runner / Quickfix

• hadishahpuri/nvimlaunch (⭐2) - Define, run, and manage project-specific commands.

30. Awesome Bash

Just for fun

• Bash Screensavers (⭐894) - A collection of screensavers written entirely in bash.

31. Awesome Bitcoin

Additional Resources

• Knowing Bitcoin - Comprehensive Bitcoin education with 214+ in-depth guides on Lightning Network, wallets, security, privacy, and nodes.

32. Awesome Mongodb

Tools / Development

• sql-to-mongo-db-query-converter (⭐318) - Query converter from SQL to MongoDB

Applications / Web

• LastSaaS (⭐43) - Open-source SaaS platform foundation with multi-tenant auth, Stripe billing, and MCP server, built with Go and MongoDB

33. Awesome Cakephp

Authentication and Authorization

• CakeVerification plugin (⭐0) - Two-factor verification supporting email OTP, email magic link, SMS OTP, and TOTP (Google Authenticator).

• Next: Mar 01, 2026