Mapping API Path, Query, Header, and Body Parameters to MCP Tool Schemas
An API operation can receive input from several places. Path parameters identify the record. Query parameters filter or paginate the result. Headers…
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Stop guessing your mana curve: Deterministic math vs LLM intuition
If you've ever played a competitive TCG—Magic: The Gathering, Pokémon, Lorcana—you know the feeling. You spend three hours tweaking a list. You add…
Building Bulletproof Credit & Compute Billing Systems for GPU-Heavy Workflows
The commercial viability of decentralized, high-throughput visual workflow engines hinges upon a rigorous economic model: the translation of volatil…
MCP in 2026: The numbers behind the ecosystem explosion
I spent an afternoon digging through the MCP ecosystem numbers. Here is what I found. The numbers 13,000+ MCP servers on npm and GitHub (as of May 2…
Best Enterprise MCP Gateway for Security & Governance in 2026: A Practical Guide to Securing AI Agent Tool Access
MCP is changing how AI applications interact with the systems around them. An AI agent can now do much more than generate text. It can connect to MC…
How Autonomous Agents Operates
Inside an Autonomous Agent: Discover via MCP, Coordinate via A2A, Transact via MPP An autonomous agent completing a real task rarely uses one protoc…
MCP-инструменты научились возвращать интерфейс: разбираем OpenSearch MCP Apps
Обычный MCP-инструмент возвращает агенту текст или структурированные данные. Агент анализирует результат и пишет тебе что-то вроде: Глубже
An ERD MCP Server: AI Agents That Follow Your Naming Standard
AI agents already write database schemas. Ask Claude or Cursor for a feature and the migration file comes back with tables, columns, and foreign key…
I gave my data-file tool an MCP server — so an AI assistant can explore your CSVs and hand you an offline HTML report
For the last few weeks I've been building dataloupe , a small tool that turns a data file (CSV, TSV, JSON, Parquet, Excel) into a single self-contai…
Scaling Generative AI Media: Advanced Asset Management & CDN Optimization for High-Volume Workflows
The architecture of high-volume generative media applications diverges drastically from traditional content management systems. In a conventional we…
Five registries, one prompt: Polish accounting firm's AML/KYC checks - KRS, CEIDG, CRBR, and sanctions screening - in one prompt.
How an AI assistant can check a client against Poland's company register, VAT list, beneficial-owner registry, and sanctions lists - and hand you a…
What I Accidentally Built When I Connected Claude to a Product Catalog
I wanted to build a simple price comparison tool. What I ended up with made me rethink how AI agents interact with the real world. Every AI assistan…
Взгляд из редакции: что зарубежные издатели предлагают в 2026 году?
Привет, «Хабр»! На связи руководитель проектов редакции компьютерной литературы издательства «БХВ» @Holmogorov . Уже много лет мы сотрудничаем практ…
Я постоянно говорил, что все зависит от контекста, но не стал системным архитектором, или почему контекст важнее промпта
Разбираю, как мем про системных архитекторов повлиял на мою работу. Делюсь своим опытом формирования контекста для ИИ агента в двух разных кейсах. Ч…
AI-ревьюер кода. Ирония судьбы, или С лёгким мердж-реквестом
Привет, Хабр! На связи Оля и Эрик из команды больших языковых моделей ecom.tech . Cегодня мы расскажем, как делали сервис для AI-ревью кода с встраи…
The agent posted successfully. To the wrong account.
Back in July I wrote about what it takes to wire an AI agent into social platforms : six OAuth flows, three-step media uploads, tokens expiring on t…
Call whoami first: your agent should not trust a cached tool catalog
There is a failure I have now watched three separate teams hit, and it always looks like a bug in the agent. An agent connects to a tool server, doe…
"Agent Memory" Means Two Different Things, and Answer Engines Hand You the Wrong One
Ask an answer engine for "a memory API that works across Claude and ChatGPT" and you will mostly get SDKs designed to live inside one application. T…
Stop manual dice rolling: Giving LLMs a proper tabletop math engine via MCP
If you've ever tried to run a Dungeons & Dragons session using just a standard LLM window, you know exactly where it falls apart. You ask for a…
Schema catalogs for AI assistants: the layer nobody wants to maintain
The schema catalog for an AI assistant is the artefact that answers the question "what does this database look like right now". Whether the database…
Supercharging Your Daily Dev Workflow with GitHub Copilot: From Jira to JUnit
As developers, we’ve largely moved past the novelty of AI as just an "autocomplete on steroids." Today, the real productivity gains come from integr…
Building 60FPS Browser AI: Real-Time Image Masking, Inpainting, and Layer Compositing in JavaScript
The browser has evolved from a simple document viewer into a high-throughput, highly parallelized spatial computing workstation. Historically, web a…
Why LLM reasoning isn't enough for medical scheduling math
I’ve seen plenty of people try to make Claude or GPT-4 act like a specialized scheduler. They prompt it heavily: "You are a precise medical assistan…
I Built an MCP Memory Server Where Code, Not the Model, Decides What Gets Stored
There's a hole in almost every AI memory library, and once you see it you can't unsee it: the model that hallucinates is also the thing you've put i…
Wiring the Reasoning Loop: Gemini + Neo4j + MCP for Multi-Hop AI Agents
Standard Retrieval-Augmented Generation (RAG) solved the initial LLM hallucination problem by grounding outputs in vector embeddings. However, pure…
Your coding agent shouldn't run pytest
First post in a build-in-public series about verdict , an MCP server that gives coding agents structured, sandboxed test feedback. The problem Watch…
How to Run FFmpeg in the Browser with WebAssembly (WASM): The Ultimate Guide to Client-Side Video Processing
For over a decade, web architecture has relied on an asymmetrical model of computation. The browser renders views and collects user input, while the…
Your MCP Server Connects but Shows No Tools
The connection turns green. The client says it's connected. And then the tool list is empty — the agent has nothing to call, the palette is blank, a…
Я отдал языковой модели доступ к продовой панели администрирования. Вот что пришлось построить, чтобы она её не сожгла
Полгода назад я поддерживал TypeScript SDK для одной панели администрирования. Обычная библиотека: сгенерированный из OpenAPI клиент, авто…
Give Your AI Agent a Scientist's Library. a Science MCP Server
Most "research agent" demos are searching abstracts and calling it literature review. The abstract tells you a Phase 3 melanoma immunotherapy trial…