追踪 AI Agent、MCP、模型连接工具、智能体框架和自动化工作流。
# MCP Python SDK v2 Stable Release This is v2.0.0, the stable v2 release of the MCP Python SDK. It supports the 2026-07-28 revision of the Model Context Protocol and serves every earlier revision from the same server. `pip install mcp` now installs 2.x. ```bas
## What's Changed * [v1.x] Route Context.report_progress() to the originating request stream by @maxisbey in https://github.com/modelcontextprotocol/python-sdk/pull/2994 * [v1.x] docs: publish llms.txt and markdown renditions of the docs by @maxisbey in https:
First v2 release candidate. Pre-releases are opt-in only; `pip install mcp` still resolves to the stable 1.x line. ```bash pip install mcp==2.0.0rc1 # or uv add "mcp==2.0.0rc1" ``` The [documentation](https://py.sdk.modelcontextprotocol.io/v2/) has the full tu
Status: Resolved All impacted services have now fully recovered. Affected components Codex in ChatGPT Desktop (Operational) Batch (Operational) Realtime (Operational) Moderations (Operational) GPTs (Operational) Connectors/Apps (Operational) Sora (Operational)
Status: Resolved All impacted services have now fully recovered. Affected components Search (Operational) Chat Completions (Operational) Audio (Operational) Files (Operational) Fine-tuning (Operational) Embeddings (Operational) Moderations (Operational) Compli
Status: Resolved All impacted services have now fully recovered. Affected components Conversations (Operational) Connectors/Apps (Operational) VS Code extension (Operational) Codex API (Operational) ChatGPT Work (Operational) Images (Operational) Audio (Operat
Status: Resolved All impacted services have now fully recovered. Affected components Login (Operational) Search (Operational) GPTs (Operational) Codex in ChatGPT Desktop (Operational) ChatGPT Work (Operational) Sites (Operational) Voice mode (Operational) Conv
## Highlight **Agent** - Support structured output (#2150) - Support environment information injection (#2134) **Workspace** - Support OpenSandbox (#1953), Daytona (#1943), K8s (#1933), Bubblewrap (#2051) **Tool** - Support PowerShell for Windows (#2132) **RAG
Status: Resolved All impacted services have now fully recovered. Affected components Agent (Operational)
## What's Changed * fix(kimi): use remaining context for completion budget by @RealKai42 in https://github.com/MoonshotAI/kimi-cli/pull/2494 * fix(kosong): preserve empty-string reasoning_content as ThinkPart by @bigeagle in https://github.com/MoonshotAI/kimi-
## What's Changed * fix(gemini): fix gemini schema containing null by @qbc2016 in https://github.com/agentscope-ai/agentscope/pull/2020 * feat(workspace): add K8sWorkspace with Pod/PVC lifecycle, tar-stream backend and MCP gateway support by @XiuShenAl in http
Status: Resolved All impacted services have now fully recovered. Affected components Codex in ChatGPT Desktop (Operational) Search (Operational) Conversations (Operational) GPTs (Operational) Connectors/Apps (Operational) ChatGPT Atlas (Operational) File uploa
Second v2 beta. Pre-releases are opt-in only; `pip install mcp` still resolves to the stable 1.x line. ```bash pip install mcp==2.0.0b2 # or uv add "mcp==2.0.0b2" ``` The [documentation](https://py.sdk.modelcontextprotocol.io/v2/) has the full tutorial and API
# Introducing Dify Agent *(Experimental)*: A New Agent Experience in Dify > [!WARNING] > You should provide Dify Agent services ⚠️**only to trusted, non-malicious users**⚠️. As many of you know, the shell-based LLM agent paradigm has brought a major leap in ag
## Summary Several LangChain components that resolve filesystem paths or expand search patterns do not consistently confine the *resolved* path to the intended root directory. Affected behaviors include: a file-search agent middleware that validates a starting
## Highlight **Agent** - Support agent interruption with context handling #1995 **Longterm Memory Integration** - Integrate ReMe based longterm memory #1972 - Integrate agentic longterm memory #1927 **TTS** - Support OpenAI TTS API #1878 - Support DashScope Co
## Major New Features **RAG Module** - Introduced a native RAG (Retrieval-Augmented Generation) module with full support for distributed, multi-tenant, and multi-session RAG services, significantly enhancing knowledge retrieval capabilities. **Long-Term Memory
## What's Changed * fix(kosong): round-trip empty reasoning content by @RealKai42 in https://github.com/MoonshotAI/kimi-cli/pull/2446 * feat(soul): escalate repeated-tool-call reminders and force-stop on dead-end streak by @jackfish212 in https://github.com/Mo
## What's Changed * ci(webui): add format and build checks by @Premsenareddy in https://github.com/agentscope-ai/agentscope/pull/1821 * feat(omni): streaming audio + live captions for DashScope/OpenAI omni by @qbc2016 in https://github.com/agentscope-ai/agents
Google DeepMind and partners announce a $10M funding call for multi-agent safety research.
## Description The LangSmith SDK's prompt pull methods (`pull_prompt` / `pull_prompt_commit` in Python, `pullPrompt` / `pullPromptCommit` in JS/TS) fetch and deserialize prompt manifests from the LangSmith Hub. These manifests may contain serialized LangChain
## Highlight - **Agent Team** is supported ## What's Changed * fix(webui): add missing files in the web ui example by @DavdGao in https://github.com/agentscope-ai/agentscope/pull/1661 * fix(readme): update the QR code for DingTalk group by @DavdGao in https://
## What's Changed * fix(tools): include trailing output in error briefs and render brief as plain text by @liruifengv in https://github.com/MoonshotAI/kimi-cli/pull/2389 * docs: rename project to Kimi CLI and link to Kimi Code CLI successor by @RealKai42 in ht
## What's Changed * docs: announce evolution to Kimi Code successor project by @RealKai42 in https://github.com/MoonshotAI/kimi-cli/pull/2377 * docs: fix router auto language redirect by @RealKai42 in https://github.com/MoonshotAI/kimi-cli/pull/2378 * feat(she
## What's Changed * fix(shell): Fix misleading "Quota exceeded" prefix shown on every 403 error by @liruifengv in https://github.com/MoonshotAI/kimi-cli/pull/2342 * feat(toolset): improve dedup with sparse reminders and canonical args by @jackfish212 in https:
## 🚀 What's New in v1.13.3? Our latest patch release, v1.13.3, focuses on stability and correctness across workflow execution, streaming, and knowledge retrieval. Here's a quick look at the most important updates: ### 🎬 New Features - **Workflow Configuratio
## 🚀 What's New in v1.14.2? v1.14.2 is a patch release focused on security hardening, workflow and knowledge reliability, observability fixes, agent groundwork, and deployment/runtime tuning after v1.14.1. ### 🔐 Security and administration - **Tenant-scoped
## What's Changed * refactor(telemetry): track btw side question as tool_call event by @jackfish212 in https://github.com/MoonshotAI/kimi-cli/pull/2257 * chore(release): bump kimi-cli and kimi-code to 1.44.0 by @jackfish212 in https://github.com/MoonshotAI/kim
Introducing Co-Scientist, a collaborative AI partner built with Gemini to help researchers accelerate scientific breakthroughs.
## What's Changed * feat(ui): improve shell spacing, link highlighting and notification duration by @jackfish212 in https://github.com/MoonshotAI/kimi-cli/pull/2230 * feat(telemetry): polish event schema with outcome enum, lifecycle tracking and error enrichme
