Find and compare the best Artificial Intelligence software for Ollama in 2026
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Use the comparison tool below to compare the top Artificial Intelligence software for Ollama on the market. You can filter results by user reviews, pricing, features, platform, region, support options, integrations, and more.
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Devika
Devika
FreeDevika is an innovative open-source AI software engineer that interprets high-level commands, dissects them into actionable steps, gathers pertinent information, and writes code to achieve specified goals. By leveraging advanced language models, reasoning techniques, and browsing functionalities, Devika effectively aids in software development, handling intricate coding challenges with little human oversight. The platform is compatible with various programming languages and boasts essential features such as sophisticated AI planning, contextual keyword identification, and real-time agent monitoring. With the intention of becoming a formidable competitor to proprietary AI solutions, Devika presents a bold, open-source alternative for developers seeking versatile support in their projects. Ultimately, it seeks to empower programmers by streamlining the coding process and enhancing productivity. -
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E2B
E2B
FreeE2B is an open-source runtime that provides a secure environment for executing AI-generated code within isolated cloud sandboxes. This platform allows developers to enhance their AI applications and agents with code interpretation features, enabling the safe execution of dynamic code snippets in a regulated setting. Supporting a variety of programming languages like Python and JavaScript, E2B offers software development kits (SDKs) for easy integration into existing projects. It employs Firecracker microVMs to guarantee strong security and isolation during code execution. Developers have the flexibility to implement E2B on their own infrastructure or take advantage of the available cloud service. The platform is crafted to be agnostic to large language models, ensuring compatibility with numerous options, including OpenAI, Llama, Anthropic, and Mistral. Among its key features are quick sandbox initialization, customizable execution environments, and the capability to manage long-running sessions lasting up to 24 hours. With E2B, developers can confidently run AI-generated code while maintaining high standards of security and efficiency. -
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LiteLLM
LiteLLM
FreeLiteLLM serves as a comprehensive platform that simplifies engagement with more than 100 Large Language Models (LLMs) via a single, cohesive interface. It includes both a Proxy Server (LLM Gateway) and a Python SDK, which allow developers to effectively incorporate a variety of LLMs into their applications without hassle. The Proxy Server provides a centralized approach to management, enabling load balancing, monitoring costs across different projects, and ensuring that input/output formats align with OpenAI standards. Supporting a wide range of providers, this system enhances operational oversight by creating distinct call IDs for each request, which is essential for accurate tracking and logging within various systems. Additionally, developers can utilize pre-configured callbacks to log information with different tools, further enhancing functionality. For enterprise clients, LiteLLM presents a suite of sophisticated features, including Single Sign-On (SSO), comprehensive user management, and dedicated support channels such as Discord and Slack, ensuring that businesses have the resources they need to thrive. This holistic approach not only improves efficiency but also fosters a collaborative environment where innovation can flourish. -
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Gemma 3
Google
FreeGemma 3, launched by Google, represents a cutting-edge AI model constructed upon the Gemini 2.0 framework, aimed at delivering superior efficiency and adaptability. This innovative model can operate seamlessly on a single GPU or TPU, which opens up opportunities for a diverse group of developers and researchers. Focusing on enhancing natural language comprehension, generation, and other AI-related functions, Gemma 3 is designed to elevate the capabilities of AI systems. With its scalable and robust features, Gemma 3 aspires to propel the evolution of AI applications in numerous sectors and scenarios, potentially transforming the landscape of technology as we know it. -
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MacWhisper
Gumroad
€59 one-time paymentMacWhisper allows users to efficiently convert audio content into written text by harnessing OpenAI's Whisper technology. Users have the option to record audio directly from their microphone or any compatible input device on their Mac, or they can simply drag and drop audio files for precise transcription. It is capable of capturing meetings from various platforms, including Zoom, Teams, Webex, Skype, Chime, and Discord, while ensuring that all transcription is processed locally to maintain user privacy. Transcripts generated can be saved or exported in several formats, such as .srt, .vtt, .csv, .docx, .pdf, markdown, and HTML. MacWhisper is known for its rapid transcription capabilities, supporting over 100 languages, and features like transcript searching, synchronized audio playback, removal of filler words, and the ability to add speaker labels. The Pro version further extends its offerings with features like batch transcription, the ability to transcribe YouTube videos, integrations with AI services such as OpenAI's ChatGPT and Anthropic's Claude, as well as system-wide dictation and translation options for audio files into different languages. This makes MacWhisper an exceptional tool not just for individuals but also for professionals who require versatile transcription solutions. -
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EXAONE Deep
LG
FreeEXAONE Deep represents a collection of advanced language models that are enhanced for reasoning, created by LG AI Research, and come in sizes of 2.4 billion, 7.8 billion, and 32 billion parameters. These models excel in a variety of reasoning challenges, particularly in areas such as mathematics and coding assessments. Significantly, the EXAONE Deep 2.4B model outshines other models of its size, while the 7.8B variant outperforms both open-weight models of similar dimensions and the proprietary reasoning model known as OpenAI o1-mini. Furthermore, the EXAONE Deep 32B model competes effectively with top-tier open-weight models in the field. The accompanying repository offers extensive documentation that includes performance assessments, quick-start guides for leveraging EXAONE Deep models with the Transformers library, detailed explanations of quantized EXAONE Deep weights formatted in AWQ and GGUF, as well as guidance on how to run these models locally through platforms like llama.cpp and Ollama. Additionally, this resource serves to enhance user understanding and accessibility to the capabilities of EXAONE Deep models. -
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NeoBase
NeoBase
FreeNeoBase serves as an intelligent assistant for databases, allowing users to perform queries, conduct analyses, and oversee database management through natural language interaction. It is compatible with various databases, enabling users to connect and communicate with them via a chat interface, which enhances the efficiency of transaction management and performance tuning. Being self-hosted and open-source, NeoBase grants users full control over their data while ensuring privacy. Its design embodies a sleek Neo Brutalism aesthetic, facilitating intuitive and effective database visualization. With NeoBase, users can convert natural language into optimized queries, thereby streamlining the execution of intricate database tasks. Additionally, it takes care of database schema management while providing users the autonomy to adjust it as needed. Users can execute queries, revert changes when necessary, and easily visualize extensive datasets. Moreover, NeoBase offers AI-driven recommendations to enhance database performance, making database management a more manageable and efficient process overall. -
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CodeNext
CodeNext
$15 per monthCodeNext.ai is an innovative AI-driven coding assistant tailored for Xcode developers, featuring advanced context-aware code completion alongside interactive chat capabilities. It is compatible with numerous top-tier AI models, such as OpenAI, Azure OpenAI, Google AI, Mistral, Anthropic, Deepseek, Ollama, and others, allowing developers the convenience to select and switch models according to their preferences. The tool offers smart, instant code suggestions as you type, significantly boosting productivity and coding effectiveness. Additionally, its chat functionality empowers developers to communicate in natural language for tasks like writing code, debugging, refactoring, and executing various coding operations within or outside the codebase. CodeNext.ai also incorporates custom chat plugins, facilitating the execution of terminal commands and shortcuts right within the chat interface, thereby optimizing the overall development process. Ultimately, this sophisticated assistant not only simplifies coding tasks but also enhances collaboration and streamlines the workflow for developers. -
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Devstral
Mistral AI
$0.1 per million input tokensDevstral is a collaborative effort between Mistral AI and All Hands AI, resulting in an open-source large language model specifically tailored for software engineering. This model demonstrates remarkable proficiency in navigating intricate codebases, managing edits across numerous files, and addressing practical problems, achieving a notable score of 46.8% on the SWE-Bench Verified benchmark, which is superior to all other open-source models. Based on Mistral-Small-3.1, Devstral boasts an extensive context window supporting up to 128,000 tokens. It is designed for optimal performance on high-performance hardware setups, such as Macs equipped with 32GB of RAM or Nvidia RTX 4090 GPUs, and supports various inference frameworks including vLLM, Transformers, and Ollama. Released under the Apache 2.0 license, Devstral is freely accessible on platforms like Hugging Face, Ollama, Kaggle, Unsloth, and LM Studio, allowing developers to integrate its capabilities into their projects seamlessly. This model not only enhances productivity for software engineers but also serves as a valuable resource for anyone working with code. -
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Thunder Compute
Thunder Compute
$0.27 per hourThunder Compute delivers cheap cloud GPUs for companies, researchers, and developers running demanding AI and machine learning workloads. The platform gives users fast access to H100, A100, and RTX A6000 GPUs for LLM training, inference, fine-tuning, image generation, ComfyUI workflows, PyTorch jobs, CUDA applications, deep learning pipelines, model serving, and other GPU-intensive compute tasks. Thunder Compute is designed for teams that want affordable GPU cloud infrastructure with a strong developer experience, clear pricing, and minimal operational friction. Instead of dealing with the cost and complexity of legacy cloud vendors, users can deploy on-demand GPU instances with persistent storage, rapid provisioning, straightforward management, and scalable compute capacity. Thunder Compute is a strong fit for startups building AI products, engineering teams that need cloud GPUs for inference, and organizations looking for GPU hosting that is both economical and reliable. If you are searching for cheap H100s, A100 cloud instances, affordable GPUs for AI, or a RunPod alternative with transparent pricing and a simple interface, Thunder Compute provides a modern option for high-performance cloud GPU rental and AI infrastructure. Thunder Compute supports teams building and deploying modern AI applications that need dependable access to cheap cloud GPUs for both experimentation and production. From prototype training runs to large-scale inference and batch processing, the platform is designed to reduce infrastructure friction and accelerate iteration. For users comparing GPU cloud providers, Thunder Compute stands out with affordable pricing, fast access to top-tier GPUs, and a developer-friendly experience built around real AI workflows. -
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NativeMind
NativeMind
FreeNativeMind serves as a completely open-source AI assistant that operates directly within your browser through Ollama integration, maintaining total privacy by refraining from sending any data to external servers. All processes, including model inference and prompt handling, take place locally, which eliminates concerns about syncing, logging, or data leaks. Users can effortlessly transition between various powerful open models like DeepSeek, Qwen, Llama, Gemma, and Mistral, requiring no extra configurations, while taking advantage of native browser capabilities to enhance their workflows. Additionally, NativeMind provides efficient webpage summarization; it maintains ongoing, context-aware conversations across multiple tabs; offers local web searches that can answer questions straight from the page; and delivers immersive translations that keep the original format intact. Designed with an emphasis on both efficiency and security, this extension is fully auditable and supported by the community, ensuring enterprise-level performance suitable for real-world applications without the risk of vendor lock-in or obscure telemetry. Moreover, the user-friendly interface and seamless integration make it an appealing choice for those seeking a reliable AI assistant that prioritizes their privacy. -
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Dyad
Dyad
FreeDyad is an open-source AI app builder that allows users to transform their ideas into fully functional applications directly on their local machines without the need for any coding, simply by conversing with an AI. This powerful tool supports the creation of unlimited applications with features such as real-time previews, instant undo capabilities, and seamless workflows that enhance productivity. With robust integration of Supabase, users can develop both the user interface and backend logic in a unified environment, while its flexible, model-agnostic framework allows connections to any AI system—be it cloud-based models like Gemini 2.5 Pro and GPT-4, or local solutions such as Ollama—ensuring no vendor lock-in. Moreover, all source code is kept securely on your device and works effortlessly with your favorite IDE, providing a personalized development environment. A natural-language API facilitates sophisticated data queries and updates, enabling automation of tasks while staying within the chat interface. By operating entirely on local machines, Dyad maximizes user privacy, reduces latency, and offers a smooth developer experience, free from the uncertainties associated with cloud services. Thus, users can enjoy a powerful combination of functionality and privacy in their app development journey. -
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DeepSeek V3.1
DeepSeek
FreeDeepSeek V3.1 stands as a revolutionary open-weight large language model, boasting an impressive 685-billion parameters and an expansive 128,000-token context window, which allows it to analyze extensive documents akin to 400-page books in a single invocation. This model offers integrated functionalities for chatting, reasoning, and code creation, all within a cohesive hybrid architecture that harmonizes these diverse capabilities. Furthermore, V3.1 accommodates multiple tensor formats, granting developers the versatility to enhance performance across various hardware setups. Preliminary benchmark evaluations reveal strong results, including a remarkable 71.6% on the Aider coding benchmark, positioning it competitively with or even superior to systems such as Claude Opus 4, while achieving this at a significantly reduced cost. Released under an open-source license on Hugging Face with little publicity, DeepSeek V3.1 is set to revolutionize access to advanced AI technologies, potentially disrupting the landscape dominated by conventional proprietary models. Its innovative features and cost-effectiveness may attract a wide range of developers eager to leverage cutting-edge AI in their projects. -
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Broxi AI
Broxi AI
$25 per monthBroxi AI is an innovative no-code platform that empowers users to transform a basic text description into a fully operational AI agent in just minutes, utilizing intuitive visual drag-and-drop functionalities that eliminate the need for any technical expertise. Its unique Broxi Autopilot feature allows users to input natural language commands, like “create an agent to handle FAQs from our PDF handbook,” and seamlessly specify various input types such as PDFs, chat interfaces, or websites, along with diverse output options like emails, messages, or API interactions. With a single click, Broxi efficiently builds, tests within an interactive sandbox, and enables immediate deployment of your AI agent through various channels, including API, web widgets, Slack integration, or embedded applications. Additionally, it boasts compatibility with numerous tools and systems, provides real-time monitoring and centralized management capabilities, and upholds enterprise-level security standards, ensuring that even non-technical teams can easily automate tasks related to customer support, internal processes, sales interactions, content creation, and data extraction without the necessity of coding. This makes Broxi a powerful ally for organizations aiming to enhance their efficiency and service delivery through AI. -
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Crush
Charm
FreeCrush is a sophisticated AI coding assistant that resides directly in your terminal, effortlessly linking your tools, code, and workflows with any large language model (LLM) you prefer. It features versatility in model selection, allowing you to pick from a range of LLMs or integrate your own through OpenAI or Anthropic-compatible APIs, and it facilitates mid-session transitions between these models while maintaining contextual integrity. Designed for session-based functionality, Crush supports multiple project-specific contexts operating simultaneously. Enhanced by Language Server Protocol (LSP) improvements, it offers coding-aware context similar to what developers find in their preferred editors. This tool is highly customizable, utilizing Model Context Protocol (MCP) plugins via HTTP, stdio, or SSE to expand its capabilities. Crush can be executed on any platform, utilizing Charm’s elegant Bubble Tea-based TUI to provide a refined terminal user experience. Developed in Go and distributed under the MIT license (with FSL-1.1 for trademark considerations), Crush empowers developers to remain in their terminal while benefiting from advanced AI coding support, thereby streamlining their workflow like never before. Its innovative design not only enhances productivity but also encourages a seamless integration of AI into everyday coding practices. -
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Novelcrafter
Novelcrafter
$4.64 per monthNovelcrafter is an innovative writing platform powered by AI, designed to assist authors at every stage of their storytelling journey, encompassing everything from brainstorming ideas and developing characters to drafting, reviewing, and finalizing their written works. The platform features a specialized “Codex” wiki that allows writers to organize essential elements such as characters, settings, lore, and world-building details, promoting consistency and ease of access. Additionally, it provides various structured planning modes that include acts, chapters, and scenes, enabling authors to transition effortlessly between the planning phase and the writing interface. Authors have the flexibility to utilize customizable AI tools, allowing them to link their own API keys (such as OpenAI, Claude, or local LLMs) and create specific prompts, or they can choose to write manually without any AI assistance. Furthermore, Novelcrafter boasts a distraction-free writing mode, keeps a revision history, supports the import and export of documents in formats like Word, Markdown, and HTML, and offers mobile compatibility for writers who need to jot down ideas while on the move. This platform seeks to empower writers by providing a comprehensive suite of tools tailored to enhance creativity and streamline the writing process. -
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BrowserOS
BrowserOS
FreeBrowserOS is an open-source web browser that is agent-enabled and built on a fork of Chromium, integrating AI agents seamlessly into the online experience to facilitate task automation, navigation, and interaction with web applications using natural language commands. Users can log into websites as they normally would, and by issuing simple instructions such as “extract the quarterly results from this webpage and update a spreadsheet,” BrowserOS creates and executes a local, repeatable agent that takes care of clicks, form submissions, and other navigational tasks on their behalf. It comes equipped with a split-view feature that provides access to prominent large language models like ChatGPT, Claude, or Gemini, while also allowing for local model execution through platforms such as Ollama, ensuring it works harmoniously with existing Chrome extensions, bookmarks, and passwords. The browser enhances productivity by offering semantic search capabilities for browsing history and bookmarks, highlighting tools, and the option to set up MCP (Model-Context-Protocol) servers specifically for applications like Gmail, Calendar, Docs, and Notion, transforming it into a comprehensive productivity tool. Additionally, its user-friendly interface encourages a smooth transition for those accustomed to traditional browsing, as it simplifies complex tasks with the power of AI-driven automation. -
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BotDojo
BotDojo
$89 per monthBotDojo serves as a robust AI enablement platform tailored for enterprises, allowing companies to create, implement, oversee, and expand intelligent agents across various communication channels like chat, voice, email, and web, all through an intuitive low-code visual workflow designer that seamlessly integrates with existing enterprise data systems. It boasts a library of over 100 pre-built templates aimed at streamlining typical applications, including support automation, knowledge retrieval, sales analytics, and internal operations, while also facilitating branching logic, memory capabilities, and the orchestration of tools such as code, RPA, and web browsing. In addition, BotDojo establishes connections with essential business tools like CRMs, ticketing platforms, and databases to enhance its functionality. The platform further fosters continuous improvement and learning for agents through human feedback loops, enabling employees to mentor agents by providing feedback, embedding corrections into agent memory and responses, and assessing performance using comprehensive observability metrics, including deflection rates, first-contact resolution, and cost per interaction. Ultimately, BotDojo not only optimizes operational efficiency but also ensures that intelligent agents evolve and adapt to meet organizational needs effectively. -
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Ekinox
Ekinox
$30 per monthEkinox serves as a visual AI automation platform that allows users to create, implement, and oversee AI-driven workflows without the need for coding; its user-friendly drag-and-drop interface facilitates the design of intelligent agents that can link to over 100 pre-existing integrations, triggering actions across numerous productivity, data, and communication applications. The platform is designed for real-time processing and encourages collaboration by offering team workspaces, version control, and immediate deployment capabilities. In addition, it boasts enterprise-level security that adheres to SOC 2 standards, features bank-level encryption, supports custom API connectors, and includes sophisticated access controls. Users benefit from the ability to monitor their workflows through comprehensive analytics dashboards, enabling them to assess costs and performance across various models and integrations while utilizing predictive auto-scaling and log retention for enhanced functionality. With setup times cut down to mere minutes, Ekinox optimizes processes ranging from straightforward task automation to more complex workflows, making it an invaluable tool. This efficiency not only improves productivity but also enhances the overall user experience. -
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schnell.digital AI Kit
schnell.digital GmbH
160 EUR/month schnell.digital AI Kit is a no-code AI automation and workflow platform that lets teams describe business processes in natural language and run them as autonomous agents. Instead of stitching together prompts, scripts, and SaaS tools, users build workflows in a visual story editor, connect them to company knowledge via built-in RAG, and let AI Kit execute them across existing systems. The platform is model-agnostic and BYOK: connect OpenAI, Anthropic, or Mistral via your own API keys, or run fully local with open-source models for sensitive workloads. RAG indexing supports common document formats and integrates with Microsoft 365, Google Workspace, and custom APIs. Workflows can chain LLM calls, retrieval, tool use, conditional logic, and human-in-the-loop approvals. Deployment is flexible: managed EU cloud (hosted in Germany) or full on-premise installation behind your firewall. On-premise tiers ship with unlimited storage, audit logging, and role-based access control. GDPR compliance is built in, with a DPA included by default. A metrics module tracks runs, latency, token costs, and outcomes per workflow, making ROI measurable and ops auditable. Tiered licensing scales from single-team Cloud Starter to multi-workspace Inhouse Enterprise, with implementation support from schnell.digital or certified partners — typical pilot rollout in 4–6 weeks. Built for mid-market companies that want measurable AI automation without vendor lock-in or a dedicated AI team. -
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Scraib
Scraib
$3.99 per monthScraib.app is a macOS writing assistant powered by AI that resides in the menu bar, allowing users to select text from any application and improve it by pressing Control + R, which enhances grammar, clarity, and style. Users have the flexibility to set custom rules to align with their preferred tone, and unlike other writing software that requires switching between applications, Scraib seamlessly integrates with various platforms, including Slack, Outlook, Pages, Word, Chrome, and Figma. It prioritizes user privacy by offering options to work with different AI providers like ChatGPT, Claude, and others, while also allowing for local operation with supported models, ensuring that sensitive data remains secure. Designed for efficiency, it minimizes workflow interruptions, enabling users to refine their text without leaving their current application, making it an ideal tool for enhancing written communication on the fly. Additionally, Scraib's intuitive shortcut-based system enhances productivity, allowing for quick adjustments and refinements directly where the text exists. -
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DeepSeek-V3.2
DeepSeek
FreeDeepSeek-V3.2 is a highly optimized large language model engineered to balance top-tier reasoning performance with significant computational efficiency. It builds on DeepSeek's innovations by introducing DeepSeek Sparse Attention (DSA), a custom attention algorithm that reduces complexity and excels in long-context environments. The model is trained using a sophisticated reinforcement learning approach that scales post-training compute, enabling it to perform on par with GPT-5 and match the reasoning skill of Gemini-3.0-Pro. Its Speciale variant overachieves in demanding reasoning benchmarks and does not include tool-calling capabilities, making it ideal for deep problem-solving tasks. DeepSeek-V3.2 is also trained using an agentic synthesis pipeline that creates high-quality, multi-step interactive data to improve decision-making, compliance, and tool-integration skills. It introduces a new chat template design featuring explicit thinking sections, improved tool-calling syntax, and a dedicated developer role used strictly for search-agent workflows. Users can encode messages using provided Python utilities that convert OpenAI-style chat messages into the expected DeepSeek format. Fully open-source under the MIT license, DeepSeek-V3.2 is a flexible, cutting-edge model for researchers, developers, and enterprise AI teams. -
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MiniMax-M2.1
MiniMax
FreeMiniMax-M2.1 is a state-of-the-art open-source AI model built specifically for agent-based development and real-world automation. It focuses on delivering strong performance in coding, tool calling, and long-term task execution. Unlike closed models, MiniMax-M2.1 is fully transparent and can be deployed locally or integrated through APIs. The model excels in multilingual software engineering tasks and complex workflow automation. It demonstrates strong generalization across different agent frameworks and development environments. MiniMax-M2.1 supports advanced use cases such as autonomous coding, application building, and office task automation. Benchmarks show significant improvements over previous MiniMax versions. The model balances high reasoning ability with stability and control. Developers can fine-tune or extend it for specialized agent workflows. MiniMax-M2.1 empowers teams to build reliable AI agents without vendor lock-in. -
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MiniMax M2.5
MiniMax
FreeMiniMax M2.5 is a next-generation foundation model built to power complex, economically valuable tasks with speed and cost efficiency. Trained using large-scale reinforcement learning across hundreds of thousands of real-world task environments, it excels in coding, tool use, search, and professional office workflows. In programming benchmarks such as SWE-Bench Verified and Multi-SWE-Bench, M2.5 reaches state-of-the-art levels while demonstrating improved multilingual coding performance. The model exhibits architect-level reasoning, planning system structure and feature decomposition before writing code. With throughput speeds of up to 100 tokens per second, it completes complex evaluations significantly faster than earlier versions. Reinforcement learning optimizations enable more precise search rounds and fewer reasoning steps, improving overall efficiency. M2.5 is available in two variants—standard and Lightning—offering identical capabilities with different speed configurations. Pricing is designed to be dramatically lower than competing frontier models, reducing cost barriers for large-scale agent deployment. Integrated into MiniMax Agent, the model supports advanced office skills including Word formatting, Excel financial modeling, and PowerPoint editing. By combining high performance, efficiency, and affordability, MiniMax M2.5 aims to make agent-powered productivity accessible at scale. -
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Interpreter
Interpreter
FreeInterpreter is an innovative desktop AI solution that enables users to collaborate with smart assistants for tasks such as document editing, PDF form completion, and spreadsheet management all within a cohesive AI-driven platform. It accommodates both interactive and non-interactive PDF forms, allowing users to efficiently populate and process documents in real-time, eliminating the need for manual data input. Featuring a comprehensive AI-powered spreadsheet interface, it supports advanced functions like pivot tables, charts, and complex data manipulation, thereby serving as a contemporary substitute for conventional Excel methods. Additionally, Interpreter includes an integrated Word editor equipped with features like tracked changes, diverse formatting options, and image embedding, which facilitates document creation and modification with AI support directly within the software. Users have the flexibility to log in using OpenAI, utilize their own API keys, or operate the system offline through Ollama for local model execution, ensuring adaptability in deploying AI functionalities. This combination of features positions Interpreter as a versatile tool that enhances productivity while simplifying various administrative tasks.
