Claude Code：證據不足，不能確認。 Claude Code 官方 model configuration 文件片段只顯示可設定 model，並提到企業管理員可用 availableModels，但片段沒有提到 OpenAI-compatible provider，也沒有提到 Kimi [7]。唯一接近的額外材料是一則第三方 LinkedIn 貼文，內容是把 Claude Code 指向 Anthropic API compatibility 的 Ollama 後端；這不是官方文件，而且它談的是 Anthropic 相容介面，不是 Kimi 文件中展示的 OpenAI-compatible 介面 [25][5]。因此，僅憑這批資料，無法確認 Kimi K2.6 能在 Claude Code 內工作 [7][25]。
LinkedIn 貼文只能算第三方線索，不能單獨當成 Claude Code 支援 Kimi K2.6 的確認依據 [25]。
如果你要，我下一步可以把這個結論改寫成更短的「yes / no / uncertain」版本，或整理成一個可直接貼給團隊的 fact-check 摘要。
輔助視覺素材
Header image with a screenshot of the model picker on the Agents tab for the Anthropic Claude third-party agent3 methods to solve model not found issues when configuring ClaudeThe image illustrates the base URL configuration principle for the Claude Code invocation chain, highlighting the flow from Claude Code as a CLI client through the ANTHROPIC_BASE_URL, API for Proxy Station, and ultimately to the Anthropic API, with examples of incorrect and correct URL formats.Claude Code 2026: The Daily Operating System Top DevelopersThe image displays a developer guide titled "Claude Code Daily," highlighting new features and updates for April 2026, with colorful sections labeled Skills + Context, Boris Workflow, Q1 2026 Surface, Hooks + Reliability, Remote + Channels, Mastery Path, and Security + Verify.3 methods to solve model not found issues when configuring ClaudeThe image displays a comparison of incorrect and corrected configurations for resolving third-party proxy API errors related to Claude Code support, highlighting the importance of accurate ANTHROPIC_BASE_URL setup.Claude Code Pricing Guide 2026: Free Tier, Pro vs Max, API CostsThe image displays a pricing guide for Claude Code in 2026, highlighting plans from free to max, with details on costs per month and per use, along with features like prompt caching, batch API, and model selection, all set against a space-themed background.Claude Code Removed from Pro Plan: Anthropic Quietly ChangesA webpage displays a comparison of Claude Anthropic's pricing plans and rate limits as of April 21, 2026, with details on free, pro, max 5x, and max 20x plans, including their monthly costs, features, and code availability.Nnenna Ndukwe - Developer Relations LeadRoo Code vs Cline: Best AI Coding Agents for VS Code (2026)A screenshot of a coding environment showing JavaScript code for managing routes in an Express application, with a sidebar listing project files and folders related to custom models and validators, and a panel on the right displaying a plan for updating routes to incorporate a new centralized validator.Build a complete Task Management API with Node.js and ExpressBuild a complete Task Management API with Node.js and Express. I provided a deliberately detailed brief, including JWT authentication, Joi validation, Winston logging, a modular architecture, and unit tests with Jest.Cline: Repository-Level Context AccessCoder WorkspacesCursor code review with Qodomonorepos or modular projectAI GovernanceKimi K2.6 Released: Benchmarks, API Pricing & How It Compares toThe image features a futuristic infographic highlighting the release of Kimi K2.5, comparing its benchmarks and API pricing to Claude and GPT in 2026, with visual elements including neon-colored brain diagrams, digital silhouettes, and data charts.Prompt Caching Explained: Reduce LLM Costs and Get Faster Responses50+ AI Prompts for Resume Writing That Get You Interviews50+ Best AI Prompts for Business to Automise Your Tasks
研究對話
你
研究問題
搜尋及事實查核：Does Kimi K2.6 work inside coding-agent tools like Claude Code, Roo Code, or Cline?
Studio Global AI33 個來源
附引用的答案
根據目前這批證據，Kimi K2.6 在 Roo Code 和 Cline 內「有相當可能可用」，因為這兩個工具都文件化支援 OpenAI-compatible provider，而 Kimi API 至少對 Kimi K2 提供了 OpenAI SDK / base_url 形式的接法，且 Kimi 平台另有 K2.6 的 quickstart 頁面；但證據沒有直接展示「K2.6 已在 Roo Code 或 Cline 官方驗證可用」，所以這仍是偏強的推論，不是直接確認 [2][3][5][6]。對 Claude Code，這批資料不足以證明 Kimi K2.6 可直接使用，因為官方文件片段只談 model configuration，沒有顯示支援 OpenAI-compatible provider 或 Kimi，而唯一額外材料只是第三方 LinkedIn 貼文，且談的是 Anthropic API compatibility，不是 Kimi 的 OpenAI-compatible API [7][25]。
分工具判斷
Roo Code：大致偏向可以，但未被這批證據直接證實。 Roo Code 官方文件明確說它支援提供 OpenAI API standard 相容 API 的多家模型供應商 [3]。Kimi K2 的 quickstart 顯示它可用 OpenAI SDK 搭配
base_url = https://api.moonshot.ai/v1
呼叫，而 Kimi 平台也有 K2.6 quickstart 頁面 [5][6]。但目前沒有看到 Roo Code 官方文件或 Kimi 官方文件直接寫出「Kimi K2.6 已在 Roo Code 內可用」的明確範例，因此最多只能說「很可能可接」，不能說已被這批證據實錘 [3][5][6]。
Claude Code：證據不足，不能確認。 Claude Code 官方 model configuration 文件片段只顯示可設定 model，並提到企業管理員可用 availableModels，但片段沒有提到 OpenAI-compatible provider，也沒有提到 Kimi [7]。唯一接近的額外材料是一則第三方 LinkedIn 貼文，內容是把 Claude Code 指向 Anthropic API compatibility 的 Ollama 後端；這不是官方文件，而且它談的是 Anthropic 相容介面，不是 Kimi 文件中展示的 OpenAI-compatible 介面 [25][5]。因此，僅憑這批資料，無法確認 Kimi K2.6 能在 Claude Code 內工作 [7][25]。
default model setting. * Set the effort level. ### . Enterprise administrators can use availableModels in managed or policy settings to restrict which models users can select.When availableModels is set, users cannot switch to models not in the list via /model, --model flag, Config tool, or ANTHROPIC_MODEL environment v…
Ollama v0.14.0 and later are now compatible with the Anthropic Messages API, making it possible to use tools like Claude Code with open-source models. With Anthropic API support, you can now use Claude Code with any Ollama model. Run Claude Code with an Ollama model:. Models in Ollama’s Cloud also work with Claude Code:. import anthropic client = anthropic.Anthropic( base_url='http://localhost:11434', api_key='ollama', # required but ignored ) message = client.messages.create( model='qwen3-coder', messages=[ {'role': 'user', 'content': 'Write a function to check if a number is prime'} ] ) pri…
Model selection for Claude and Codex agents on github.com. Header image with a screenshot of the model picker on the Agents tab for the Anthropic Claude third-party agent. Model selection is now available for the Claude and Codex third-party coding agents on github.com. Just like Copilot cloud agent, you can now select a model when kicking off a task—Anthropic models for Claude, and OpenAI models for Codex—giving you access to the latest and most capable models as they become available. When using the Claude coding agent, the following models are currently available:. When using the Codex c…
✅ Follow below 5-step setup to get your free Claude Code: 1) Install Ollama 2) Pull a strong coding model ollama pull qwen2.5-coder (You can choose any Ollama-supported coding model.) 3) Install Claude Code npm install -g @anthropic-ai/claude-code 4) Point Claude Code to Ollama (local server) export ANTHROPIC_AUTH_TOKEN=ollama export ANTHROPIC_BASE_URL=http://localhost:11434 5) Run it claude --model qwen2.5-coder Why this matters 👇 ✅ Agentic coding workflow without cloud dependency ✅ Privacy-first (code stays local) ✅ Cost drops drastically (local inference) ✅ Great for prototyping + int…
Using OpenAI Compatible Providers With Roo Code. Roo Code supports a wide range of AI model providers that offer APIs compatible with the OpenAI API standard. This means you can use models from providers other than OpenAI, while still using a familiar API interface. Roo Code uses native tool calling exclusively. For native tool calling to work, the model you select must support OpenAI-compatible tool calling. If a model does not support native tool calling, it cannot be used with Roo Code. Here's a simplified example of how a file-reading tool might be exposed when using an OpenAI…
Model Providers. The Roo Code VS Code extension and Roo Code Cloud Agents are highly capable, sophisticated coding agents. While they carry a lot of functionality on their own, they depend on LLM providers to offer the inference needed to complete tasks. Other tools are intinsically bound by design to a specific provider (like Claude Code → Anthropic Models or Codex → OpenAI models), forcing you to stick with them irrespective of how the landscape changes (which happens fast). We support connecting to a wide range of model providers, giving you flexibility in how you access AI models. Some…
Cline supports both OpenAI and Anthropic models and can be configured to use AI Gateway by setting providers. ... API Provider: Select OpenAI Compatible. Base URL
Co-Authored-By: Claude Sonnet 4.5 noreply@anthropic.com * feat: add pnpm serve command for code-server development (#10964) Co-authored-by: Roo Code roomote@roocode.com * chore: remove Feature Request from issue template options (#11141) Co-authored-by: Roo Code roomote@roocode.com * refactor(docs-extractor): simplify mode to focus on raw fact extraction (#11129) * Add cli support for linux (#11167) * fix: replace heredocs with echo statements in cli-release workflow (#11168) Co-authored-by: Claude Opus 4.5 noreply@anthropic.com * Drop MacOS-13 cli support (#11169) * fix(cli): correct…
Within this new category, Roo Code and Cline have emerged as two leading VS Code agents that operate locally, respect developer control, and integrate directly with existing workflows. Cline effectively becomes an auditable AI operating system for code, ensuring that every action taken by an agent or user can be traced, attributed, and governed without obstructing developer workflow. In short, Roo is better suited for small or mid-size teams who want quick setup and per-developer control, while Cline is built for larger organisations that need structured model governance and predictab…
These are the advantages Roo Code has on top of the common features all AI coding agents offer like MCP support, codebase chat, terminal command execution and file edits. * Configuration profiles: Assign different AI models and settings to specific modes, like using o3 for architecture planning and Claude Sonnet 4 for code execution. Roo Code takes a thoughtful approach to AI-powered development that sets it apart from tools like Cursor or Windsurf. The developers behind Roo Code saw potential in Cline’s foundation but wanted to take it further — moving away from LangChain dependencies, impro…
Roo Code(pre Roo cline). ## Feature Packed of Roo code(Roo Cline). The default mode where Roo code(Roo Cline) helps you write code and execute tasks. ## Use any API and Model in Roo code(Roo Cline). ## Run Commands in Terminal in Roo code(Roo Cline). ## Create and Edit Files Device Management in Roo code(Roo Cline). ## Use the Browser in Roo code(Roo Cline). ## What about User say about Roo code(Roo Cline). ## Fair Pricing of Roo code(Roo Cline). ## Download Roo code(Roo Cline) now! ## FAQs about Roo code(Roo Cline). ### What makes Roo Cline different from other coding tools? The Roo Cline…
We use Claude Code, VS Code & Cline/RooCode as examples to illustrate how to use the kimi-k2.5 series models. After completing the installation of Claude Code, please set the environment variables as follows to use the kimi-k2.5 model and start Claude. # Start the high-speed kimi-k2.5 model on Linux/macOS# Start the high-speed kimi-k2.5 model on Linux/macOSexport ANTHROPIC_BASE_URL=https://api.moonshot.ai/anthropic export ANTHROPIC_BASE_URL =https://api.moonshot.ai/anthropicexport ANTHROPIC_AUTH_TOKEN=${YOUR_MOONSHOT_API_KEY} export ANTHROPIC_AUTH_TOKEN =${YOUR_MOONSHOT_API_KEY}export ANTHR…
Moonshot AI Open-Sources Kimi K2.6 — The Coding Model That Runs for Days. Moonshot AI Open-Sources Kimi K2.6 — The Coding Model That Works for Days Without You. Written by Muhammad Bin Habib. Explore what Kimi K2.6's release means for developers, and open-source AI. # Moonshot AI Open-Sources Kimi K2.6 — A Coding Model That Runs Autonomously for Days. Beijing / April 21, 2026 — Moonshot AI has released Kimi K2.6 to the open-source community — a model that executes complex engineering tasks for hours, sometimes days, without a human in the loop. Available immediately via Kimi.com, the…
Open-weight Kimi K2.6 takes on GPT-5.4 and Claude Opus 4.6 with agent swarms. Moonshot AI has released Kimi K2.6 as an open-weight model. It's built to match GPT-5.4 and Claude Opus 4.6 on coding benchmarks, and it can run up to 300 agents in parallel.. Moonshot AI says K2.6 puts up top scores across several benchmarks, landing on par with GPT-5.4, Claude Opus 4.6, and Gemini 3.1 Pro. The numbers include 54.0 on HLE with Tools, 58.6 on SWE-Bench Pro, and 83.2 on BrowseComp. Moonshot AI says these agents combine skills like web research, document analysis, and writing, and a single run i…
Kimi K2.6 Is the Open Model Release OpenClaw Users Were Waiting For. Moonshot AI’s Kimi K2.6 arrives at a convenient moment for agent builders: it is open, it is strong on coding benchmarks, and it treats multimodality as part of the main model rather than a side branch. On agentic search and tool work, K2.6 posts 54.0 on HLE-Full with tools, ahead of GPT-5.4 at 52.1, Claude Opus 4.6 at 53.0, Gemini 3.1 Pro at 51.4, and K2.5 at 50.2. Kimi K2.6 looks like Moonshot’s clearest answer yet to the question open-model users keep asking: can an open model handle the same agent workloads people usua…
Claude Code：證據不足，不能確認。 Claude Code 官方 model configuration 文件片段只顯示可設定 model，並提到企業管理員可用 availableModels，但片段沒有提到 OpenAI-compatible provider，也沒有提到 Kimi [7]。唯一接近的額外材料是一則第三方 LinkedIn 貼文，內容是把 Claude Code 指向 Anthropic API compatibility 的 Ollama 後端；這不是官方文件，而且它談的是 Anthropic 相容介面，不是 Kimi 文件中展示的 OpenAI-compatible 介面 [25][5]。因此，僅憑這批資料，無法確認 Kimi K2.6 能在 Claude Code 內工作 [7][25]。
LinkedIn 貼文只能算第三方線索，不能單獨當成 Claude Code 支援 Kimi K2.6 的確認依據 [25]。
如果你要，我下一步可以把這個結論改寫成更短的「yes / no / uncertain」版本，或整理成一個可直接貼給團隊的 fact-check 摘要。
輔助視覺素材
Header image with a screenshot of the model picker on the Agents tab for the Anthropic Claude third-party agent3 methods to solve model not found issues when configuring ClaudeThe image illustrates the base URL configuration principle for the Claude Code invocation chain, highlighting the flow from Claude Code as a CLI client through the ANTHROPIC_BASE_URL, API for Proxy Station, and ultimately to the Anthropic API, with examples of incorrect and correct URL formats.Claude Code 2026: The Daily Operating System Top DevelopersThe image displays a developer guide titled "Claude Code Daily," highlighting new features and updates for April 2026, with colorful sections labeled Skills + Context, Boris Workflow, Q1 2026 Surface, Hooks + Reliability, Remote + Channels, Mastery Path, and Security + Verify.3 methods to solve model not found issues when configuring ClaudeThe image displays a comparison of incorrect and corrected configurations for resolving third-party proxy API errors related to Claude Code support, highlighting the importance of accurate ANTHROPIC_BASE_URL setup.Claude Code Pricing Guide 2026: Free Tier, Pro vs Max, API CostsThe image displays a pricing guide for Claude Code in 2026, highlighting plans from free to max, with details on costs per month and per use, along with features like prompt caching, batch API, and model selection, all set against a space-themed background.Claude Code Removed from Pro Plan: Anthropic Quietly ChangesA webpage displays a comparison of Claude Anthropic's pricing plans and rate limits as of April 21, 2026, with details on free, pro, max 5x, and max 20x plans, including their monthly costs, features, and code availability.Nnenna Ndukwe - Developer Relations LeadRoo Code vs Cline: Best AI Coding Agents for VS Code (2026)A screenshot of a coding environment showing JavaScript code for managing routes in an Express application, with a sidebar listing project files and folders related to custom models and validators, and a panel on the right displaying a plan for updating routes to incorporate a new centralized validator.Build a complete Task Management API with Node.js and ExpressBuild a complete Task Management API with Node.js and Express. I provided a deliberately detailed brief, including JWT authentication, Joi validation, Winston logging, a modular architecture, and unit tests with Jest.Cline: Repository-Level Context AccessCoder WorkspacesCursor code review with Qodomonorepos or modular projectAI GovernanceKimi K2.6 Released: Benchmarks, API Pricing & How It Compares toThe image features a futuristic infographic highlighting the release of Kimi K2.5, comparing its benchmarks and API pricing to Claude and GPT in 2026, with visual elements including neon-colored brain diagrams, digital silhouettes, and data charts.Prompt Caching Explained: Reduce LLM Costs and Get Faster Responses50+ AI Prompts for Resume Writing That Get You Interviews50+ Best AI Prompts for Business to Automise Your Tasks
研究對話
你
研究問題
搜尋及事實查核：Does Kimi K2.6 work inside coding-agent tools like Claude Code, Roo Code, or Cline?
Studio Global AI33 個來源
附引用的答案
根據目前這批證據，Kimi K2.6 在 Roo Code 和 Cline 內「有相當可能可用」，因為這兩個工具都文件化支援 OpenAI-compatible provider，而 Kimi API 至少對 Kimi K2 提供了 OpenAI SDK / base_url 形式的接法，且 Kimi 平台另有 K2.6 的 quickstart 頁面；但證據沒有直接展示「K2.6 已在 Roo Code 或 Cline 官方驗證可用」，所以這仍是偏強的推論，不是直接確認 [2][3][5][6]。對 Claude Code，這批資料不足以證明 Kimi K2.6 可直接使用，因為官方文件片段只談 model configuration，沒有顯示支援 OpenAI-compatible provider 或 Kimi，而唯一額外材料只是第三方 LinkedIn 貼文，且談的是 Anthropic API compatibility，不是 Kimi 的 OpenAI-compatible API [7][25]。
分工具判斷
Roo Code：大致偏向可以，但未被這批證據直接證實。 Roo Code 官方文件明確說它支援提供 OpenAI API standard 相容 API 的多家模型供應商 [3]。Kimi K2 的 quickstart 顯示它可用 OpenAI SDK 搭配
base_url = https://api.moonshot.ai/v1
呼叫，而 Kimi 平台也有 K2.6 quickstart 頁面 [5][6]。但目前沒有看到 Roo Code 官方文件或 Kimi 官方文件直接寫出「Kimi K2.6 已在 Roo Code 內可用」的明確範例，因此最多只能說「很可能可接」，不能說已被這批證據實錘 [3][5][6]。
Claude Code：證據不足，不能確認。 Claude Code 官方 model configuration 文件片段只顯示可設定 model，並提到企業管理員可用 availableModels，但片段沒有提到 OpenAI-compatible provider，也沒有提到 Kimi [7]。唯一接近的額外材料是一則第三方 LinkedIn 貼文，內容是把 Claude Code 指向 Anthropic API compatibility 的 Ollama 後端；這不是官方文件，而且它談的是 Anthropic 相容介面，不是 Kimi 文件中展示的 OpenAI-compatible 介面 [25][5]。因此，僅憑這批資料，無法確認 Kimi K2.6 能在 Claude Code 內工作 [7][25]。
default model setting. * Set the effort level. ### . Enterprise administrators can use availableModels in managed or policy settings to restrict which models users can select.When availableModels is set, users cannot switch to models not in the list via /model, --model flag, Config tool, or ANTHROPIC_MODEL environment v…
Ollama v0.14.0 and later are now compatible with the Anthropic Messages API, making it possible to use tools like Claude Code with open-source models. With Anthropic API support, you can now use Claude Code with any Ollama model. Run Claude Code with an Ollama model:. Models in Ollama’s Cloud also work with Claude Code:. import anthropic client = anthropic.Anthropic( base_url='http://localhost:11434', api_key='ollama', # required but ignored ) message = client.messages.create( model='qwen3-coder', messages=[ {'role': 'user', 'content': 'Write a function to check if a number is prime'} ] ) pri…
Model selection for Claude and Codex agents on github.com. Header image with a screenshot of the model picker on the Agents tab for the Anthropic Claude third-party agent. Model selection is now available for the Claude and Codex third-party coding agents on github.com. Just like Copilot cloud agent, you can now select a model when kicking off a task—Anthropic models for Claude, and OpenAI models for Codex—giving you access to the latest and most capable models as they become available. When using the Claude coding agent, the following models are currently available:. When using the Codex c…
✅ Follow below 5-step setup to get your free Claude Code: 1) Install Ollama 2) Pull a strong coding model ollama pull qwen2.5-coder (You can choose any Ollama-supported coding model.) 3) Install Claude Code npm install -g @anthropic-ai/claude-code 4) Point Claude Code to Ollama (local server) export ANTHROPIC_AUTH_TOKEN=ollama export ANTHROPIC_BASE_URL=http://localhost:11434 5) Run it claude --model qwen2.5-coder Why this matters 👇 ✅ Agentic coding workflow without cloud dependency ✅ Privacy-first (code stays local) ✅ Cost drops drastically (local inference) ✅ Great for prototyping + int…
Using OpenAI Compatible Providers With Roo Code. Roo Code supports a wide range of AI model providers that offer APIs compatible with the OpenAI API standard. This means you can use models from providers other than OpenAI, while still using a familiar API interface. Roo Code uses native tool calling exclusively. For native tool calling to work, the model you select must support OpenAI-compatible tool calling. If a model does not support native tool calling, it cannot be used with Roo Code. Here's a simplified example of how a file-reading tool might be exposed when using an OpenAI…
Model Providers. The Roo Code VS Code extension and Roo Code Cloud Agents are highly capable, sophisticated coding agents. While they carry a lot of functionality on their own, they depend on LLM providers to offer the inference needed to complete tasks. Other tools are intinsically bound by design to a specific provider (like Claude Code → Anthropic Models or Codex → OpenAI models), forcing you to stick with them irrespective of how the landscape changes (which happens fast). We support connecting to a wide range of model providers, giving you flexibility in how you access AI models. Some…
Cline supports both OpenAI and Anthropic models and can be configured to use AI Gateway by setting providers. ... API Provider: Select OpenAI Compatible. Base URL
Co-Authored-By: Claude Sonnet 4.5 noreply@anthropic.com * feat: add pnpm serve command for code-server development (#10964) Co-authored-by: Roo Code roomote@roocode.com * chore: remove Feature Request from issue template options (#11141) Co-authored-by: Roo Code roomote@roocode.com * refactor(docs-extractor): simplify mode to focus on raw fact extraction (#11129) * Add cli support for linux (#11167) * fix: replace heredocs with echo statements in cli-release workflow (#11168) Co-authored-by: Claude Opus 4.5 noreply@anthropic.com * Drop MacOS-13 cli support (#11169) * fix(cli): correct…
Within this new category, Roo Code and Cline have emerged as two leading VS Code agents that operate locally, respect developer control, and integrate directly with existing workflows. Cline effectively becomes an auditable AI operating system for code, ensuring that every action taken by an agent or user can be traced, attributed, and governed without obstructing developer workflow. In short, Roo is better suited for small or mid-size teams who want quick setup and per-developer control, while Cline is built for larger organisations that need structured model governance and predictab…
These are the advantages Roo Code has on top of the common features all AI coding agents offer like MCP support, codebase chat, terminal command execution and file edits. * Configuration profiles: Assign different AI models and settings to specific modes, like using o3 for architecture planning and Claude Sonnet 4 for code execution. Roo Code takes a thoughtful approach to AI-powered development that sets it apart from tools like Cursor or Windsurf. The developers behind Roo Code saw potential in Cline’s foundation but wanted to take it further — moving away from LangChain dependencies, impro…
Roo Code(pre Roo cline). ## Feature Packed of Roo code(Roo Cline). The default mode where Roo code(Roo Cline) helps you write code and execute tasks. ## Use any API and Model in Roo code(Roo Cline). ## Run Commands in Terminal in Roo code(Roo Cline). ## Create and Edit Files Device Management in Roo code(Roo Cline). ## Use the Browser in Roo code(Roo Cline). ## What about User say about Roo code(Roo Cline). ## Fair Pricing of Roo code(Roo Cline). ## Download Roo code(Roo Cline) now! ## FAQs about Roo code(Roo Cline). ### What makes Roo Cline different from other coding tools? The Roo Cline…
We use Claude Code, VS Code & Cline/RooCode as examples to illustrate how to use the kimi-k2.5 series models. After completing the installation of Claude Code, please set the environment variables as follows to use the kimi-k2.5 model and start Claude. # Start the high-speed kimi-k2.5 model on Linux/macOS# Start the high-speed kimi-k2.5 model on Linux/macOSexport ANTHROPIC_BASE_URL=https://api.moonshot.ai/anthropic export ANTHROPIC_BASE_URL =https://api.moonshot.ai/anthropicexport ANTHROPIC_AUTH_TOKEN=${YOUR_MOONSHOT_API_KEY} export ANTHROPIC_AUTH_TOKEN =${YOUR_MOONSHOT_API_KEY}export ANTHR…
Moonshot AI Open-Sources Kimi K2.6 — The Coding Model That Runs for Days. Moonshot AI Open-Sources Kimi K2.6 — The Coding Model That Works for Days Without You. Written by Muhammad Bin Habib. Explore what Kimi K2.6's release means for developers, and open-source AI. # Moonshot AI Open-Sources Kimi K2.6 — A Coding Model That Runs Autonomously for Days. Beijing / April 21, 2026 — Moonshot AI has released Kimi K2.6 to the open-source community — a model that executes complex engineering tasks for hours, sometimes days, without a human in the loop. Available immediately via Kimi.com, the…
Open-weight Kimi K2.6 takes on GPT-5.4 and Claude Opus 4.6 with agent swarms. Moonshot AI has released Kimi K2.6 as an open-weight model. It's built to match GPT-5.4 and Claude Opus 4.6 on coding benchmarks, and it can run up to 300 agents in parallel.. Moonshot AI says K2.6 puts up top scores across several benchmarks, landing on par with GPT-5.4, Claude Opus 4.6, and Gemini 3.1 Pro. The numbers include 54.0 on HLE with Tools, 58.6 on SWE-Bench Pro, and 83.2 on BrowseComp. Moonshot AI says these agents combine skills like web research, document analysis, and writing, and a single run i…
Kimi K2.6 Is the Open Model Release OpenClaw Users Were Waiting For. Moonshot AI’s Kimi K2.6 arrives at a convenient moment for agent builders: it is open, it is strong on coding benchmarks, and it treats multimodality as part of the main model rather than a side branch. On agentic search and tool work, K2.6 posts 54.0 on HLE-Full with tools, ahead of GPT-5.4 at 52.1, Claude Opus 4.6 at 53.0, Gemini 3.1 Pro at 51.4, and K2.5 at 50.2. Kimi K2.6 looks like Moonshot’s clearest answer yet to the question open-model users keep asking: can an open model handle the same agent workloads people usua…
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