95% recall, 80% answers: what LongMemEval retrieval scores don't tell you
Memory layers for AI agents love to quote LongMemEval. You will see 94%, 95%, 96%. Those numbers are real, but they usually measure retrieval: was o…
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Замена Lens, которую целиком написала модель: что получилось и где мы проигрываем
Sextant — бесплатный open-source клиент Kubernetes на Rust и Tauri 2: всё, что вы делали в Lens, но без аккаунта, подписки и телеметрии. Его код цел…
Pin baseUrl in the Gateway, Not in the Agent's Prompt
The other day an agent I was testing kept hitting production. Not on purpose, not because it was being clever. It was reading the OpenAPI spec we ha…
The bug is in the arrangement: finding and cutting your AI agent's data-leak paths
Give an agent three ordinary tools: one that reads a GitHub issue, one that reads a local folder, one that can post a GitHub comment. Each behaves e…
Your MCP Server Returns the Source. Does the Answer Still Cite It?
A benchmark for what happens to citations after a retrieval server hands its results to an AI agent it doesn't control. Part 1 of 6 in the series Ci…
Designing an MCP server for a personal data app: 6 lessons from 10 wardrobe servers
The Model Context Protocol (MCP) lets an AI assistant such as ChatGPT or Claude call tools on your server. Several closet apps already have an MCP s…
Triglav: orchestrating Claude Code and Codex agents for long-running work and layered review
AI coding agents can write code. Longer tasks still need coordination and quality control. Someone has to keep track of the objective, settle the op…
Vaultic: local-first encrypted memory for MCP-compatible AI agents
AI agents are useful, but starting from zero in every conversation makes continuity difficult. Vaultic is a local-first memory layer for MCP-compati…
An agent timeout is not a cancelled action: building Mothership
An agent asks to save a report. The request needs your approval. You step away, the client times out, and the server restarts. When you return, shou…
Building a Google Merchant Center MCP server: what the Merchant API doesn't tell you
I run GSC Wizard , an SEO tool with an MCP server that already exposed Search Console and GA4 to Claude and ChatGPT. This month I added Google Merch…
Deploying MCP Servers on Kubernetes
Most MCP servers start life as a local, stdio-based process — the client spawns the server as a child process, messages flow over stdin and stdout.…
AI Growth Engine Competitor Website Watch Agent: Architecture, Tool Schemas & Integration Guide
Why conversational agent prompts fail in production—and the exact typed tool schemas, MCP servers, and dry-run safeguards required for Grok Bot Arch…
11 MCP Servers That Prove MCP Isn't Dead
Disclosure: I'm the founder of PDFHaul, which is #5 on this list. Originally published on the PDFHaul blog , where the full source list with links l…
Langflow pipes commands into bash
CVE-2026-105740 lets any authenticated Langflow user run arbitrary commands on the host, and the cause is about as plain as RCE gets: the command fi…
REA Hit 248K Stars. The Real Story Is Scarier.
REA Hit 248K Stars. The Real Story Is Scarier. A week ago, morluto/rea had fewer than 10,000 GitHub stars. Today it has over 248,000 — making it one…
A list of MCP servers (100 active ones), and why your agent needs a list, not ten pages
Ask an agent for "every MCP server on GitHub with more than 500 stars that was pushed to in the last month" and watch what happens. It searches. It…
I built a tiny MCP notes server in Python — here's the whole thing, free
Most MCP (Model Context Protocol) examples are either toy "hello world" servers or sprawling frameworks. I wanted the smallest useful thing: a notes…
A web crawler for AI agents with no LLM in the crawl loop
When an AI agent needs an answer that lives a few clicks deep on a website, there are two common ways to get it. Dump everything. A crawler fetches…
How I made my 100+ local Claude skills searchable from claude.ai
My skills library lives on my laptop. Over 100 of them. Claude Desktop could see them, but claude.ai never could, because a cloud app has no route t…
Building an MCP server for AI signals data — and the Cloudflare 403 that silently broke it
I wanted my coding agent to answer "what's happening in AI today?" without me pasting links into the chat. So I wrote a small MCP server for the AI…
The Embedding Rematch
The Shortlist Decides First ended with a caveat I promised to resolve: the retriever in that experiment was BM25, a lexical matcher, and its catastr…
A Private MCP Registry in 10 Minutes with agentregistry
Originally published at webofmike.com on 2026-10-13. The demo repo and every command in it were run before publishing. A private MCP registry is a c…
Red Flags in the Ledger - hf26 Challenge
TinyGuard AI — Simple AI Powered Expense Anomaly Detector This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle Wh…
Riskified's Agent Identity Risk Intelligence Answers the Wrong Question First
On October 8, 2026, Riskified (NYSE: RSKD) launched Agent Identity Risk Intelligence — a system that identifies the AI personal assistant behind an…
Google Ads in Claude, with an approve button
I built Camberstack , a hosted MCP server that connects Google Ads to Claude (and ChatGPT, Cursor, or any MCP client). This post is the setup and a…
A Developer's Tour of IP99: Free IP Lookup, pDNS, CT and an MCP Endpoint in One Place
If you've ever needed to answer "where is this IP, and is it acting like a proxy right now?", you've probably used several tools to do it: one for g…
Claude Code's hook matcher mcp__lab fired 0 times in 42 calls, though the same string worked as a permission rule
Across 14 headless runs of Claude Code 2.1.289, a hook whose matcher was the server prefix mcp__lab fired 0 times in 42 calls to that server's tools…
From 22 to 23: Evasion Detection, Elicitation, and 231 New Tests
In my last post , I walked through the architecture of AegisGate MCP — a standalone MCP server framework with 22 security layers, zero external Go d…
How to Enable Claude Code Channels for Team and Enterprise Plans (Step by Step)
You connected Claude Code to a channel, maybe AgentRQ , a Telegram bot or a Discord bot, and sent it a message from your phone. Nothing happened. Cl…
Sharing agent memory across machines without a server (or merge conflicts)
We run coding agents on more than one machine — a workstation, a laptop, a small server — and they kept forgetting things when we switched hosts. Ch…