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A rolling shortlist of official releases, open-source activity, research, and developer discussions related to MCP and AI developer workflows.

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Last generated Oct 30, 2026, 1:55 AM UTC

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Official release 81

Rapidly scaling online storage to serve over 1 billion ChatGPT users (Part II)

Learn how OpenAI scaled Habitat with reliable multi-tenancy, global caching, and Azure Cosmos DB to deliver 12× faster reads for ChatGPT.

officialragdeveloper-workflow
OpenAI News
Review primary source
Open source 80

livetennisapi/livetennisapi-mcp

MCP server for the Live Tennis API — give Claude, Cursor and other LLM agents real-time tennis scores, odds and model win-probability

mcpmodelsdeveloper-workflow
New MCP Repositories
Review primary source
Open source 78

truespar/sentio

Email inbox API for AI agents. Give every agent its own real email address, receive mail as structured webhooks, and reply in-thread over REST. A complete multi-tenant mail server in Rust: inbound and outbound, DKIM/SPF/DMARC/ARC, MTA-STS, DANE, three-tier anti-spam.

agentsdeveloper-workflow
New AI Agent Repositories
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Open source 76

modelcontextprotocol/typescript-sdk 2.4.0

| Package | Version | |---|---| | @modelcontextprotocol/client | 2.4.0 | | @modelcontextprotocol/server | 2.4.0 | | @modelcontextprotocol/core | 2.4.0 | | @modelcontextprotocol/server-legacy | 2.4.0 | | @modelcontextprotocol/codemod | 2.4.0 | | @modelcontextprotocol/node | 2.1.2 | | @modelcontextprotocol/express, hono, fastify | unchanged | Upgrade notes **…

mcpdeveloper-workflow
MCP TypeScript SDK Releases
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Open source 76

openai/openai-agents-python v0.24.0

0.24.0 (2026-10-15) Features expose MCP annotations on converted tools (#5356) (75813f8) support run-wide tool exception formatting (#5326) (8fd9a7c) Bug Fixes batch OpenAI conversation session writes within the API limit (#5334) (26345c1) defer automatic compaction for pending approvals (#5363) (5eb47a5) **deps-dev:** bump fastapi from 0.139.2 to 0.141.1 (…

agentsdeveloper-workflow
OpenAI Agents SDK Releases
Review primary source
Open source 76

modelcontextprotocol/python-sdk v2.3.0

pip install -U mcp. Docs: Mostly fixes, plus three new options. A few things behave differently, so skim these first: Behaviour changes **httpx2>=2.10.0 is now required** (#3600) It was >=2.5.0. The new max_sse_event_size option needs it. Nothing to do unless you pin httpx2 below 2.10. **A tool with an invalid x-mcp-header annotation fails at registration**…

mcpdeveloper-workflow
MCP Python SDK Releases
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Research 75

Test-Time Confidence Adaptation under RL-Induced Trajectory Shift

Trajectory-based confidence estimation has shown promising performance for large language models (LLMs) by leveraging rich signals from their reasoning processes. However, we find that such confidence estimators can degrade substantially after agentic reinforcement learning (Agentic RL) as it induces substantial shifts in the reasoning trajectories. More im…

researchagentsragmodels
arXiv AI Developer Research
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Developer discussion 72

Show HN: Needle2: 14MB agentic LLM for phones, wearables, smart home and robots

Open the primary source to review the change and supporting details.

developer-discussionagentsmodels
Hacker News: RAG and LLM
Review primary source
Open source 71

modelcontextprotocol/specification 2026-07-28

This release marks the **stable release** of the 2026-07-28 revision of the Model Context Protocol. The specification is available on the official Model Context Protocol website. For a detailed overview of changes, see 2026-07-28 changelog.

mcpofficial
MCP Specification Releases
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Developer discussion 71

VulnHunter: Capital One's agentic AI code security tool

Open the primary source to review the change and supporting details.

developer-discussionagentsdeveloper-workflow
Hacker News: AI Agents
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New candidates found in the latest collection.

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Open source 72

chartergroup/topopt

Topology optimization for 3D printing, as an MCP server for Claude, Codex, Cursor and other AI agents. Loads and regions in, a lighter printable STL out.

mcpagents

Watching: fewer than 100 GitHub stars

New MCP Repositories
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Open source 70

mutonby/agentring

Let your AI agents call your phone over VoIP, and call them back. Your phone rings like a real call, even locked; a voice AI talks it through and returns the transcript. Self-hosted, open source, no phone numbers or Twilio.

agents

Watching: a higher-ranked signal from this source is already selected

New AI Agent Repositories
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Developer discussion 69

We ran AI agent swarms in Minecraft and Mindustry

Open the primary source to review the change and supporting details.

developer-discussionagents

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Hacker News: AI Agents
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