Showing 4005 open source projects for "complex"

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    Build Agents and Models on One Platform

    Everything you need to build production-ready agents and models. Access 200+ Google and third-party AI models and tools.

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  • 1
    Scientific Agent Skills

    Scientific Agent Skills

    A set of ready to use Agent Skills for research, science, engineering

    ...The repository includes 135 skills across scientific domains such as genomics, cheminformatics, clinical research, medical imaging, machine learning, physics, materials science, geospatial analysis, and scientific writing. Each skill provides curated documentation, examples, best practices, and integration guidance so agents can execute complex workflows more reliably. It is especially useful for researchers who need AI assistance with databases, Python libraries, literature review, data analysis, and scientific communication. The project also emphasizes extensibility, security review, and practical installation through npx or GitHub CLI.
    Downloads: 108 This Week
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  • 2
    Claude Skills

    Claude Skills

    Public repository for Agent Skills

    ...Each Skill lives in its own directory with a SKILL.md file containing metadata and instructions, and can include supplemental scripts or assets that the agent uses to perform complex operations when relevant.
    Downloads: 43 This Week
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  • 3
    MediaCrawler

    MediaCrawler

    Self-media platform crawler

    ...The project uses Playwright to automate browser login and preserve authenticated sessions. It obtains required request signatures from the active browser context, avoiding complex JavaScript reverse engineering. Users can search by keyword, crawl specific posts, collect nested comments, and retrieve creator profiles. It also supports cached login states, proxy pools, and comment word-cloud generation. The repository is intended for learning and research, with clear restrictions against illegal, large-scale, or commercial scraping.
    Downloads: 20 This Week
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  • 4
    Mercury Agent

    Mercury Agent

    Soul-driven AI agent with permission-hardened tools, token budgets

    Mercury Agent is a framework for building autonomous AI agents capable of executing complex workflows with minimal human intervention. It focuses on orchestrating tasks across multiple tools and services, enabling agents to perform end-to-end operations. The system includes mechanisms for planning, execution, and feedback, allowing agents to refine their actions iteratively. It supports integration with external APIs and services, making it adaptable to various domains.
    Downloads: 2 This Week
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    Custom VMs From 1 to 96 vCPUs With 99.95% Uptime

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  • 5
    Understand Anything

    Understand Anything

    Turn any codebase into an interactive knowledge graph

    Understand-Anything is an AI-driven tool designed to help users deeply understand any topic by generating structured explanations, summaries, and breakdowns. It focuses on transforming complex or unfamiliar subjects into clear, step-by-step explanations that are easier to grasp. The system leverages language models to provide layered insights, allowing users to explore topics at different levels of detail. It is particularly useful for learning, research, and quick comprehension of new concepts across various domains. ...
    Downloads: 2 This Week
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  • 6
    agent heroes

    agent heroes

    Generate, animate and schedule your AI characters

    agentheroes is an open-source framework focused on building, orchestrating, and deploying AI agents that can collaborate to complete complex tasks through structured workflows. The project emphasizes multi-agent systems where different agents are assigned roles, responsibilities, and tools, allowing them to interact and coordinate toward a shared objective. It provides abstractions for defining agent behavior, communication patterns, and task execution pipelines, enabling developers to build systems that go beyond simple prompt-response interactions. ...
    Downloads: 2 This Week
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  • 7
    OSMO

    OSMO

    The developer-first platform for scaling complex Physical AI workloads

    OSMO is a developer-first orchestration platform designed to scale complex physical AI workflows across heterogeneous computing environments, including cloud GPUs, simulation clusters, and edge devices. It was originally built internally at NVIDIA to support robotics and embodied AI systems, where workflows span multiple stages such as data generation, training, simulation, and hardware testing. The platform addresses what NVIDIA refers to as the “three computer problem” by unifying these stages into a single pipeline defined through simple YAML configurations. ...
    Downloads: 2 This Week
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  • 8
    nuclei

    nuclei

    Fast and customizable vulnerability scanner based on simple YAML

    Nuclei is used to send requests across targets based on a template, leading to zero false positives and providing fast scanning on a large number of hosts. Nuclei offers scanning for a variety of protocols, including TCP, DNS, HTTP, SSL, File, Whois, Websocket, Headless etc. With powerful and flexible templating, Nuclei can be used to model all kinds of security checks. We have a dedicated repository that houses various type of vulnerability templates contributed by more than 300 security...
    Downloads: 97 This Week
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  • 9
    Ghidra MCP

    Ghidra MCP

    Socket based MCP Server for Ghidra

    GhidraMCP is a Ghidra plugin implementing the Model Context Protocol, bridging Ghidra's reverse engineering capabilities with AI assistants to enhance binary analysis tasks. ​
    Downloads: 5 This Week
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    MongoDB Atlas runs apps anywhere

    Deploy in 115+ regions with the modern database for every enterprise.

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  • 10
    Scany

    Scany

    Library for scanning data from a database into Go structs and more

    ...It provides great control and efficiency in your queries, but here is a problem: you need to manually iterate over database rows and scan data from all columns into a corresponding destination. It can be error-prone verbose and just tedious. scany aims to solve this problem. It allows developers to scan complex data from a database into Go structs and other composite types with just one function call and doesn't bother with row iteration.
    Downloads: 1 This Week
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  • 11
    Gson

    Gson

    A Java serialization/deserialization library to convert Java Objects

    Gson is a Java library developed by Google that allows conversion between Java objects and JSON. It enables serialization and deserialization of Java classes to and from JSON format, handling complex and generic types, nulls, custom naming policies, and more. Gson is lightweight, easy to use, and does not require annotation-based configuration, making it a popular choice for JSON processing in Java applications.
    Downloads: 19 This Week
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  • 12
    KJNodes for ComfyUI

    KJNodes for ComfyUI

    Various custom nodes for ComfyUI

    ...It provides a wide range of utility nodes that enhance control over generation processes, including scheduling, conditioning, and data manipulation. These nodes are intended to fill gaps in the default ComfyUI toolkit, offering additional flexibility for building complex pipelines. The project is often used alongside other extensions, such as video wrappers, to enable more advanced workflows. It supports tasks such as creating parameter schedules, managing conditioning inputs, and combining outputs from different nodes. By expanding the available building blocks, it allows users to design more precise and customizable workflows. ...
    Downloads: 3 This Week
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  • 13
    Open Multi-Agent

    Open Multi-Agent

    One runTeam() call from goal to result

    Open Multi-Agent is a flexible framework designed to enable the creation and coordination of multiple AI agents working together to solve complex tasks through collaboration. It focuses on distributing responsibilities across specialized agents, each handling a specific part of a problem, such as planning, execution, or validation. The system emphasizes modularity, allowing developers to define agent roles, communication protocols, and workflows. It supports iterative collaboration, where agents exchange information and refine outputs collectively. ...
    Downloads: 3 This Week
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  • 14
    Goverlay

    Goverlay

    Goverlay is an easy graphical interface to configure MangoHud

    ...It provides an intuitive user interface that allows users to configure tools such as MangoHud for real-time performance monitoring, vkBasalt for post-processing effects, and OptiScaler for advanced upscaling techniques. By abstracting complex configuration files into a visual interface, it makes advanced system tuning accessible even to users who are not comfortable editing text-based configs. The software is particularly useful for gamers seeking to optimize frame rates, visualize system metrics, or enhance graphical fidelity without manually managing multiple tools. ...
    Downloads: 3 This Week
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  • 15
    Chandra

    Chandra

    OCR model for complex documents with layout-aware structured outputs

    Chandra is an advanced OCR model designed to extract and structure information from complex documents such as tables, forms, handwritten notes, and mathematical content. It focuses on preserving full document layout, meaning that extracted text is accompanied by positional metadata like bounding boxes for each element. Chandra supports multiple output formats including Markdown, HTML, and JSON, making it suitable for downstream processing and integration into data pipelines.
    Downloads: 3 This Week
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  • 16
    NetworkX

    NetworkX

    Network analysis in Python

    NetworkX is a Python package for the creation, manipulation, and study of the structure, dynamics, and functions of complex networks. Data structures for graphs, digraphs, and multigraphs. Many standard graph algorithms. Network structure and analysis measures. Generators for classic graphs, random graphs, and synthetic networks. Nodes can be "anything" (e.g., text, images, XML records). Edges can hold arbitrary data (e.g., weights, time-series). Open source 3-clause BSD license. ...
    Downloads: 3 This Week
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  • 17
    Agent Squad

    Agent Squad

    Flexible and powerful framework for managing multiple AI agents

    Agent-Squad is a flexible and powerful framework for managing multiple AI agents and handling complex conversations. It intelligently routes queries and maintains context across interactions, offering pre-built components for quick deployment and easy integration of custom agents.
    Downloads: 0 This Week
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  • 18
    mail-parser

    mail-parser

    Fast and robust e-mail parsing library for Rust

    Stalwart Mail Parser is a high-performance Rust library designed for parsing and analyzing email messages. It efficiently handles complex MIME structures, supports various encodings, and is optimized for speed and robustness. The library is suitable for applications requiring detailed email processing and analysis.​
    Downloads: 0 This Week
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  • 19
    Llama Cloud Services

    Llama Cloud Services

    Knowledge Agents and Management in the Cloud

    Llama Cloud Services is a suite of tools designed to facilitate the integration of large language models (LLMs) into applications. It offers components for parsing, extracting, and reporting on complex documents, streamlining the process of preparing data for LLM consumption.​
    Downloads: 0 This Week
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  • 20
    Compose.jl

    Compose.jl

    Declarative vector graphics

    ...It forms the basis for the statistical graphics system Gadfly. Compose is a declarative vector graphics system written in Julia. It's designed to simplify the creation of complex graphics and serves as the basis of the Gadfly data visualization package.
    Downloads: 0 This Week
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  • 21
    WebCord

    WebCord

    A Discord and SpaceBar :electron:-based client

    Nowadays, WebCord is quite complex project; it can be summarized as a pack of security and privacy hardenings, Discord features reimplementations, Electron / Chromium / Discord bugs workarounds, stylesheets, internal pages and wrapped Discord page, designed to conform with ToS as much as it is possible (or hide the changes that might violate it from Discord's eyes).
    Downloads: 32 This Week
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  • 22
    FontForge

    FontForge

    Free (libre) font editor for Windows, Mac OS X and GNU+Linux

    ...FontForge is a free and open source font editor brought to you by a community of fellow type lovers. You can donate to support the project financially. Type design is visually complex as well as highly technical, however it is easier to begin making type now than ever, partly because of the availability of free tools like FontForge. While being a handy tool with which to begin, FontForge is not just for beginners. It has an advanced toolset and is rapidly improving at the time this book is being written. FontForge can be fine-tuned in various ways. ...
    Downloads: 51 This Week
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  • 23
    Vulnhuntr

    Vulnhuntr

    AI tool for detecting complex vulnerabilities in Python codebases

    ...It focuses on Python projects and applies static code analysis combined with LLM reasoning to trace how user input flows through an application. Instead of scanning entire repositories at once, it builds call chains step by step, allowing deeper inspection of complex, multi-stage issues that traditional tools may miss. Vulnhuntr can generate detailed findings, including vulnerability explanations and potential exploit paths, helping developers and security teams understand risks faster. It supports multiple LLM providers such as OpenAI, Anthropic, and Ollama, and can be run via CLI, Docker, or pipx. ...
    Downloads: 0 This Week
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  • 24
    DreamerV3

    DreamerV3

    Mastering Diverse Domains through World Models

    ...DreamerV3 was designed as a general reinforcement learning framework that can solve diverse tasks using the same configuration of hyperparameters across many environments. In research demonstrations, the algorithm has been shown to perform strongly across more than one hundred control tasks and complex simulated environments.
    Downloads: 0 This Week
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  • 25
    MiroFlow

    MiroFlow

    Agent framework that enables tool-use agent tasks

    MiroFlow is a high-performance open-source framework designed for building intelligent AI agents capable of solving complex reasoning and research tasks. The system introduces a hierarchical architecture that organizes components into control, agent, and foundation layers, allowing developers to manage agent orchestration and tool interactions in a structured manner. One of the core innovations of MiroFlow is its use of agent graphs, which enable flexible orchestration of multiple sub-agents and tools in order to complete complex workflows. ...
    Downloads: 0 This Week
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