Research archive
Research
Every essay, tutorial, and experiment in the open — the working notes behind computational sovereignty.
11 posts tagged MCP clear
AI 45sovereign-ai 36Ollama 35ai-agents 31local-first 24local-first-ai 22Python 21RAG 21compile-time-ai 20knowledge-compiler 19knowledge-graph 19LLM 19Tutorial 19ollama 16Local LLMs 15Machine Learning 15Next.js 15FastAPI 13knowledge-graphs 12local-ai 12AI Agents 11MCP 11local AI 10rag 10AI Development 9OpenAI 9React 9Knowledge Graphs 8open-source 8sovereign AI 8
- Sep 3, 2026PageRank SEO: Why Modern Search Optimization Is an Information Architecture ProblemWhy modern SEO is increasingly an information-architecture and systems-engineering problem, and how the open-source pagerank-seo SDK turns the idea into a working, evidence-traceable auditor for Python scripts, CI pipelines, and autonomous agents.SEOPageRankGraphInformation ArchitectureSearchMCP
- Jul 2, 2026The Missing Stack: Context Engineering, Agent Harnesses, and the Real Full-Stack Development Paradigm of 2026A deep analysis of what the AI development ecosystem is actually building in 2026 — and what's conspicuously absent from existing coverage. Context engineering, agent harnesses, persistent memory, and the shift from vibe coding to systematic AI-native development.context-engineeringcoding-agentssovereign-aiagent-harnessvibe-codingopen-source
- Jul 2, 2026Context Engineering: The Real Full-Stack Development Paradigm in 2026An exploration of the blind spots in current AI development coverage and the emergence of context engineering, agent harnesses, and the coding agent ecosystem as the true full-stack development paradigm of 2026.context-engineeringcoding-agentssovereign-aiagent-harnessopen-sourceMCP
- Jun 8, 2026objective05-exec: Giving Your Local Intelligence System Hands — A Rust Tutorial on Bridging a Knowledge Graph to Real-World Tool ExecutionA complete Rust tutorial on building objective05-exec — a local-first agent runtime that bridges a perpetual Kuzu-backed knowledge graph to real-world tools (GitHub, email, Slack, Discord, filesystem) using TOOLS.md/SKILLS.md capability discovery, signal evaluation, and a poll→evaluate→execute loop.Rustobjective05knowledge graphKuzuDBagent runtimelocal AI
- Jun 8, 2026OpenDesign + OpenCode: Building a Local-First Design Operating System Inside Your TerminalA deep technical guide to building a local-first design and development operating system with OpenDesign and OpenCode — covering architecture, installation, MCP wiring, skill authoring, Docker deployment, environment variables, and the sovereign design stack.OpenDesignOpenCodeMCPModel Context Protocollocal-firstdesign systems
- Dec 9, 2025How I Built a Fully Uncensored, Persona-Driven AI Chatbot Using MCP and NotebookLMLearn how to build an uncensored AI chatbot that can extract personas from text and switch knowledge bases dynamically using MCP and NotebookLM.AIChatbotUncensored AIMCPNotebookLMRAG
- Nov 5, 2025The Ghost in the Machine is Finally Allowed to See: A Beginner's Guide to MCPDiscover the Model Context Protocol (MCP) that transforms AI coding assistance by providing true context, eliminating guesswork and restoring collaboration between developers and language models.MCPModel Context ProtocolAI developmentvibe codingLarge Language ModelsLLM workflow
- Mar 24, 2025Complete Guide: Building Your Own Model Context Protocol (MCP) Server for AI Tool Integration and CommunicationA comprehensive guide to building a Model Context Protocol (MCP) server for managing contextual information in machine learning systems, including implementation, scaling, security, and best practices for enterprise AI applications.Model Context ProtocolMCPAI IntegrationContext ManagementFastAPIKubernetes
- Mar 22, 2025Complete Guide: Building an AI Knowledge Companion with Browser-Use, MCP, and Ollama for Advanced Web Automation and Information ProcessingA comprehensive guide to building an AI-powered knowledge companion system that combines Browser-Use for web automation, Model Context Protocol (MCP) for tool integration, and Ollama for local LLM processing to create an intelligent research and information gathering assistant.Browser-UseMCPOllamaAI Knowledge CompanionWeb AutomationInformation Processing
- Mar 12, 2025Complete Guide: Integrating MCP with OpenAI Responses API, Agents SDK, and Ollama for Symbiotic IntelligenceA comprehensive guide to building symbiotic intelligence systems by integrating Model Context Protocol (MCP) with OpenAI's Responses API and Agents SDK, using Ollama for local LLM inference to create autonomous AI agents with hybrid cloud-local capabilities.MCPOpenAI Responses APIOpenAI Agents SDKOllamaSymbiotic IntelligenceHybrid AI
- Mar 12, 2025The Convergence of MCP, OpenAI Agents SDK, and Ollama: An Architectural Paradigm for Advanced AI SystemsA theoretical and philosophical exploration of integrating Model Context Protocol (MCP) with OpenAI's Agents SDK and Ollama, creating distributed cognitive systems with local computational sovereignty and cloud-augmented capabilities.MCPOpenAI Agents SDKOllamaDistributed AICognitive ArchitectureAI Philosophy