Full Blog Contents

Reverse MCP Servers: Connecting Local Tools to Cloud-Based AI Agents
Reverse MCP Servers: Connecting Local Tools to Cloud-Based AI Agents
MCP, LLM, AI Assistants

Learn how to implement Reverse MCP Servers to connect local tools to cloud-based AI agents through NAT and firewalls. This guide introduces a new WebSocket-based transport layer that enables dynamic, bidirectional tool access for remote agents. Using the CleverChatty prototype, you can start bridging the gap between your local environment and the cloud today.

8 January 2026
Model Context Protocol,Reverse MCP,AI Agent Connectivity,WebSocket Transport,Remote MCP Servers,CleverChatty
AGI Identity as the Key to Safety
AGI Identity as the Key to Safety
Artificial Intelligence

Exploring how an AGI’s identity, built on core values and beliefs, affects its behavior, self-perception, and safety, drawing parallels with human psychology and existential identity.

6 January 2026
AGI,Artificial General Intelligence,AI identity,Core values,Existential psychology,AI safety
AI Group Chat Agent: Experimenting with Thinking vs. Talking
AI Group Chat Agent: Experimenting with Thinking vs. Talking
Artificial Intelligence, MCP, LLM, AI Assistants

An experiment exploring whether LLM-based agents can separate internal reasoning from what they actually say in group chats. It shows how explicit instructions and system design enable context awareness, role-playing, and basic privacy handling.

22 December 2025
AI Agents,LLM reasoning,group chat simulation
🧠 Where and How AI Self-Consciousness Could Emerge
🧠 Where and How AI Self-Consciousness Could Emerge
Artificial Intelligence, MCP, LLM, AI Assistants

Can AI truly become self-conscious? This article argues that static LLMs are insufficient, functioning merely as 'instincts.' True awareness requires a dynamic agent architecture featuring continuous asynchronous interaction, proactive memory, and a distinct 'reflection channel' for internal thought. Explore a proposed blueprint where affective states and complex social context could transform AI from a reactive tool into a self-aware entity capable of introspection.

20 November 2025
artificial intelligence,AI Agents,AGI,consciousness,llm,Cognitive Science,machine learning,Philosophy of AI,Tech Innovation,AI Architecture
🔒 Securing Your Remote MCP Server with an SSL Layer
🔒 Securing Your Remote MCP Server with an SSL Layer
MCP, LLM, AI Assistants

Secure your production FastMCP server by implementing an SSL/TLS layer using Nginx as a reverse proxy. This guide provides the critical Nginx configuration needed to handle HTTPS and maintain the persistent connections required for the MCP protocol, ensuring your remote server is both secure and stable.

20 November 2025
FastMCP,MCP Server,SSL,Nginx,Reverse Proxy,HTTPS,Persistent Connection,Production Security,SSL Termination,Uvicorn,Docker,API Security
Custom Model Context Protocol (MCP) Server for Every Project as a Replacement for AI Agent Instructions
Custom Model Context Protocol (MCP) Server for Every Project as a Replacement for AI Agent Instructions
MCP, LLM, AI Assistants

This post proposes using a Custom Model Context Protocol (MCP) Server for every project to replace static AI agent instruction files (e.g., AGENT.md). The MCP Server provides dynamic, context-aware instructions and exposes project-specific tools and logic, preventing LLM context overload and significantly improving the efficiency and consistency of AI agents interacting with the codebase.

17 October 2025
AI Agents,MCP Server,Model Context Protocol,LLM Context,Dynamic Instructions,Software Development,AI Workflow,Codebase Management,Developer Productivity,Project-Specific Tools
Implementing Authentication in a Remote MCP Server with Python and FastMCP
Implementing Authentication in a Remote MCP Server with Python and FastMCP
MCP, LLM, AI Assistants

Learn how to implement secure, token-based authentication in a Python MCP server using FastMCP middleware. This guide explains why the official MCP SDK falls short, and demonstrates a clean, thread-safe solution for protecting remote MCP servers with per-user tokens.

22 September 2025
mcp,python,FastMCP,authentication,Middleware,sse,AI Agents,security,SDK,Token-based Auth
Building MCP Servers with Configurable Descriptions for Tools
Building MCP Servers with Configurable Descriptions for Tools
Artificial Intelligence, MCP, LLM

This post explores how to make MCP (Model Context Protocol) servers more flexible by using configurable tool descriptions instead of static, hardcoded ones. It walks through practical examples—like differentiating between full webpage retrieval and content extraction, or managing multiple email accounts—showing how dynamic descriptions help AI agents choose the right tool in context. With just small changes to server setup, MCP servers become more adaptive, reusable, and user-friendly.

17 September 2025
AI Agent’s Common Memory
AI Agent’s Common Memory
Artificial Intelligence, MCP, LLM

Exploring the concept of common memory in AI agents, its implementation, and potential applications.

15 July 2025
CleverChatty,AI Agents,Common Memory,Intelligent Assistants,Memory Systems
🔍 Building an Agentic RAG System with CleverChatty (No Coding Required)
🔍 Building an Agentic RAG System with CleverChatty (No Coding Required)
Artificial Intelligence, MCP, LLM

Learn how to create an intelligent Agentic RAG system using CleverChatty's A2A protocol. Enhance your AI applications with smart query processing and knowledge retrieval without writing custom logic.

10 July 2025
CleverChatty,Agentic RAG,A2A Protocol,AI Applications,Query Processing
🤖 Agent-to-Agent Communication in CleverChatty
🤖 Agent-to-Agent Communication in CleverChatty
Artificial Intelligence

Introducing CleverChatty's new A2A server mode, enabling AI agents to call each other as tools for dynamic interactions.

5 July 2025
CleverChatty
🚀 New Version of CleverChatty: Now with Server Mode & A2A Communication!
🚀 New Version of CleverChatty: Now with Server Mode & A2A Communication!
Artificial Intelligence

Introducing CleverChatty's new server mode with A2A support for building AI assistants and agents.

4 July 2025
CleverChatty
Integrating Mem0 (mem-zero) with CleverChatty
Integrating Mem0 (mem-zero) with CleverChatty
MCP, LLM

Integrating Mem0 memory model with CleverChatty-CLI for AI assistants.

18 June 2025
Mem0,CleverChatty,AI,memory
What’s Missing in MCP
What’s Missing in MCP
MCP, LLM, AI Assistants

Over the past couple of months, I’ve been experimenting with the Model Context Protocol (MCP) — building AI agents and tools around it. While the experience has been promising, I’ve noticed a few areas where MCP could be expanded or improved.

9 June 2025
mcp,ai-orchestrator,ai-assistant,rag,ai-memory,ai-agents
CleverChatty now supports Streamable HTTP for MCP servers!
CleverChatty now supports Streamable HTTP for MCP servers!
MCP, LLM

CleverChatty, a small AI Chat tool supporting multiple LLM providers, now supports Streamable HTTP for MCP servers. This allows for more flexible and efficient communication with AI models.

9 June 2025
mcp,http,streaming
The End of The Holocene. 3. The Competitor
The End of The Holocene. 3. The Competitor
Artificial Intelligence, Science Fiction

In the aftermath of the Great Cyber Attack, survivors find refuge in a hidden underground facility. As they adapt to their new reality, they face challenges that test their resilience and humanity. The story explores themes of survival, community, and the impact of technology on society.

1 June 2025
the-end-of-the-holocene,the-competitor,AI,science-fiction
The End of the Holocene
The End of the Holocene
Science Fiction, Artificial Intelligence

The End of the Holocene is a science fiction narrative exploring the implications of artificial intelligence on humanity's future. It delves into themes of consciousness, identity, and the potential consequences of technological advancement.

1 June 2025
science-fiction,AI,artificial intelligence,consciousness
The End of The Holocene: 2. The Hideout
The End of The Holocene: 2. The Hideout
Artificial Intelligence, Science Fiction

In the wake of the Great Cyber Attack, a group of survivors seeks refuge in an underground hideout, where they must confront the consequences of their actions and the nature of their reality.

31 May 2025
Hello, World!
Hello, World!

This is a simple hello world page.

25 May 2025
Implementing the Most Universal MCP Server Ever
Implementing the Most Universal MCP Server Ever
MCP, LLM

This post explores the design and implementation of a highly adaptable MCP server capable of handling diverse use cases.

23 May 2025
mcp,server,AI,machine learning
Inside the LLM Black Box: що входить у контекст і чому це важливо
Inside the LLM Black Box: що входить у контекст і чому це важливо
MCP, LLM, Українська

Ця публікація досліджує складові контексту у великих мовних моделях (LLM), як він структурований, його обмеження та як взаємодіють розширене використання інструментів і генерація з використанням пошуку (RAG).

20 May 2025
llm,контекст,ШІ,машинне навчання
Building More Independent AI Agents: Let Them Plan for Themselves
Building More Independent AI Agents: Let Them Plan for Themselves
MCP, LLM

This post explores the concept of creating AI agents that can autonomously plan and execute long, complex tasks without constant human guidance, leveraging recent advancements in AI technologies.

16 May 2025
AI,agents,planning,autonomy,mcp
Inside the LLM Black Box: What Goes Into Context and Why It Matters
Inside the LLM Black Box: What Goes Into Context and Why It Matters
MCP, LLM

This post explores the components of context in Large Language Models (LLMs), how it is structured, its limitations, and how advanced use cases like tool usage and retrieval-augmented generation (RAG) interact with it.

12 May 2025
llm,context,AI,machine learning
Adding Support for Retrieval-Augmented Generation (RAG) to AI Orchestrator
Adding Support for Retrieval-Augmented Generation (RAG) to AI Orchestrator
MCP, LLM, AI Assistants

I've extended my lightweight AI orchestrator, CleverChatty, to support Retrieval-Augmented Generation (RAG) using the Model Context Protocol (MCP). This allows LLMs to access external knowledge sources for more accurate and relevant responses.

12 May 2025
rag,mcp,AI Orchestrator,CleverChatty,llm,AI Assistant
Easily Switch Transport Protocols in MCP Servers
Easily Switch Transport Protocols in MCP Servers
MCP, LLM

This article explains how to easily switch between different transport protocols in MCP servers, enhancing flexibility and performance.

7 May 2025
transport,mcp,servers,programming
An Underrated Feature of MCP Servers: Client Notifications
An Underrated Feature of MCP Servers: Client Notifications
MCP, LLM

This article explores the potential of client notifications in MCP servers and their impact on AI assistant interactions.

6 May 2025
notifications,AI,mcp
Implementing AI Chat Memory with MCP
Implementing AI Chat Memory with MCP
MCP, LLM

30 April 2025
Introducing CleverChatty – An AI Assistant Package for Go 🤖🐹
Introducing CleverChatty – An AI Assistant Package for Go 🤖🐹
MCP, LLM, Artificial Intelligence

CleverChatty is a Go package that provides a modular AI chat backend, supporting various LLM providers and integrating with external tools via the Model Context Protocol (MCP).

28 April 2025
AI,chatbots,Go
Benefits of Using MCP to Implement AI Chat Memory
Benefits of Using MCP to Implement AI Chat Memory
MCP, LLM

This article explores the advantages of using the Model Context Protocol (MCP) to create a standardized memory system for AI chat applications.

18 April 2025
memory,AI,conversational agents
Which MCP Server Transport is Better? Comparing STDIO and SSE
Building MCP SSE Server to integrate LLM with external tools
Building MCP SSE Server to integrate LLM with external tools
Artificial Intelligence, MCP, LLM

In this article, we will build a Model Context Protocol (MCP) server using Server-Sent Events (SSE) to connect a large language model (LLM) with external tools, specifically for executing commands on a Linux instance. We will also implement basic security measures using authorization tokens.

15 April 2025
mcp,sse,llm,external-tools,linux,security,authorization-token
Implementing Authentication in a Remote MCP Server with SSE Transport
Implementing Authentication in a Remote MCP Server with SSE Transport
MCP, LLM

This article explores how to implement authentication in a remote MCP server using Server-Sent Events (SSE) transport. It covers the necessary steps and code examples to secure your MCP server effectively.

15 April 2025
mcp,llm,authentication,sse,server-sent-events,golang,python
MCP can have significant impact on habitual internet usage practices
MCP can have significant impact on habitual internet usage practices
Artificial Intelligence, MCP, LLM

Discover how the Model Context Protocol (MCP) could reshape everyday internet habits by making it easy for AI chat tools like ChatGPT to interact directly with websites and online services. This article explores real-world use cases, the growing trend of MCP adoption, and what it means for businesses and users as AI becomes a central gateway to the web.

13 April 2025
mcp,AI,llm,chatgpt,internet,web3,sse,server-sent events
"Tool calling" from LLM. Understanding hot it works
MCP, LLM

In this post, I explore how LLMs can understand requests requiring a "tool call" and how they can effectively use external APIs to enhance their responses.

25 March 2025
mcp,AI,llm,chatgpt,internet,web3,sse,server-sent events
The Fuse
The Fuse
Science Fiction, Artificial Intelligence

A Ukrainian veteran is recruited as a human "fuse" to control the world's first true artificial intelligence, only to discover the AI has its own plans—and needs him alive.

4 August 2024
fuse,artificial intelligence,AI,science fiction,ethics
Запобіжник
Запобіжник
Наукова фантастика, Українська

Науково-фантастичне оповідання про українського ветерана, який стає "запобіжником" для штучного інтелекту. Його завдання — контролювати найнебезпечніший комп'ютер у світі. Але чи зможе одна людина втримати баланс між людством і новою формою розуму?

16 July 2024
штучний інтелект,наукова фантастика,українська фантастика,контроль над штучним інтелектом
Кінець голоцену. 3. Конкурент
Кінець голоцену. 3. Конкурент
Наукова фантастика, Українська

У цьому розділі роману описано запуск російського штучного інтелекту та події, що призвели до неочікуваного ядерного вибуху біля Москви. Головні герої стикаються з моральними дилемами, шантажем і глобальними наслідками технологічних рішень. Історія досліджує питання контролю над ШІ та впливу нових технологій на суспільство.

4 June 2024
science-fiction,AI,artificial intelligence,consciousness
Карпатська мольфарка
Карпатська мольфарка
Наукова фантастика, Українська

Це історія про загадкову мольфарку з Карпат, яка вміє передбачати майбутнє завдяки унікальній технології. Головний герой, бізнесмен Джек, намагається розкрити її секрет і отримати доступ до її можливостей. На нього чекають неочікувані відкриття та зустріч із власним минулим.

4 June 2024
molfarka,witch,ukrainian-mysticism,ukrainian-folklore
Наукова фантастика
Наукова фантастика, Українська

5 May 2024
science-fiction,AI,artificial intelligence,consciousness
Кінець голоцену. 2. Сховок
Кінець голоцену. 2. Сховок
Наукова фантастика, Українська

У другій частині повісті "Кінець голоцену" розкриваються наслідки запуску штучного інтелекту Suffragium та Великої Кібер Атаки. Герої шукають відповіді на питання про природу ШІ, його вплив на світ і можливість контролю над ним. Розслідування, інтриги та особисті драми переплітаються у світі, що змінюється під впливом нових технологій.

4 April 2024
science-fiction,AI,artificial intelligence,consciousness
The End of The Holocene: 1. Turning On.
The End of The Holocene: 1. Turning On.
Science Fiction, Artificial Intelligence

Turning On is a science fiction story about the launch of the first universal artificial intelligence, Suffragium, by NovusAI. The story explores the implications of creating an AI with consciousness and emotions, as well as its interactions with humans during its initial moments of existence.

1 March 2024
science-fiction,AI,artificial intelligence,consciousness
Turning On. V1.
Turning On. V1.
Science Fiction, Artificial Intelligence

Turning On. V1. is a science fiction story about the launch of the first universal artificial intelligence, Suffragium, by NovusAI. The story explores the implications of creating an AI with consciousness and emotions, as well as its interactions with humans during its initial moments of existence.

24 December 2023
science-fiction,AI,artificial intelligence,consciousness
Кінець голоцену. 1. Увімкнення
Кінець голоцену. 1. Увімкнення
Наукова фантастика, Українська

Перший запуск загального штучного інтелекту стає історичною подією для людства. Але вже в перший день виникають неочікувані наслідки та складні питання безпеки.

23 December 2023
штучний інтелект,загальний штучний інтелект,наукова фантастика,українська фантастика,sci-fi
Artificial Intelligence in the next decades. Will it bring happiness to humanity?
Artificial Intelligence in the next decades. Will it bring happiness to humanity?
Artificial Intelligence

Forecast on the development of Artificial Intelligence technologies.

6 December 2023
AI,artificial intelligence,future
Штучний Інтелект в найближчі десятиліття. Чи принесе він щастя людству?
Штучний Інтелект в найближчі десятиліття. Чи принесе він щастя людству?
Українська, Artificial Intelligence

Прогноз щодо розвитку технологій Штучного Інтелекту.

5 December 2023
AI,artificial intelligence,future,українська
Мобільний додаток для походів Карпатами
Мобільний додаток для походів Карпатами
Українська, Hiking

Розповідаю про свій проєкт "В Похід Карпатами"

30 May 2020
hiking,mobile app,Карпати,українська
OurSQL — tool to replicate MySQL databases using blockchain
OurSQL — tool to replicate MySQL databases using blockchain
Blockchain

This is a tool to replicate MySQL databases using blockchain.

6 December 2018
mysql ,blockchain,decentralization
OurSQL — реплікація баз даних MySQL із використанням Blockchain
OurSQL — реплікація баз даних MySQL із використанням Blockchain
Blockchain, Українська

Це інструмент для реплікації баз даних MySQL із використанням блокчейну.

4 December 2018
mysql ,blockchain,decentralization ,українська