AkiTao Knowledge
Knowledge foundation for deep digital presence.
Not news, not short posts. This is methodology knowledge: branding, AI visibility, SEO, content strategy; distilled from real practice and designed to be read more than once.
What Is Local-First MCP, and When Do You Need Ingress?
Local-first MCP prefers same-machine loopback and enables ingress only when a web client needs remote access. When to pick Local or Web, less exposure.
MCP Errors 401 and 503: Token or Ingress?
MCP 401 means the token is invalid; 503 means ingress is unavailable for a Web connection. Test Local first, then Web, to find the failing layer.
What Is an MCP Server? Model Context Protocol Explained
An MCP server lets AI like Claude and ChatGPT read files and run tools on your machine. The Model Context Protocol, remote MCP, OAuth 2.1 and a safe start.
Rules for AI Coding Agents: CLAUDE.md, AGENTS.md, and Agent Skills
Rules for AI coding agents are files like CLAUDE.md, AGENTS.md and Agent Skills that keep an agent on your architecture. Why too many rules backfire.
MCP shell whitelist vs. blocklist: aki-mcp-sv's security architecture
An MCP server exposing a shell must pick whitelist or blocklist. aki-mcp-sv vs Desktop Commander, mcp-remote and server-filesystem, plus OAuth 2.1.
Role Collapse and Self-Approval: Why One AI Agent Praises Its Own Code
Why an AI agent playing every role praises its own code, and how an agent council separates roles and isolates context to end the conflict of interest.
The akiflow Activation Gate: When to Open an AI Agent Council
akiflow's three-condition activation gate decides whether a task deserves an agent council, plus three modes (discuss, audit, execute) and two shapes.
Fighting Sycophancy and Role Collapse: akiflow's Un-forked Reviewer
Sycophancy and role collapse make an agent praise its own code. akiflow counters with a fresh-context reviewer that sees only the diff and exit criteria.
Micro-Council: A Small AI Council That Picks Mechanisms by Shortfall
akiflow convenes only the seats a request needs and picks a mechanism (cheap subagent, strong subagent, debating council) by what is missing.
What is AI Branding?
AI Branding makes a brand understood and mentioned correctly by AI systems: the foundations, the limits and where to start.
What is a Brand Entity? Why Google Needs to Understand Your Brand
A Brand Entity is the brand as search engines and AI identify it, kept distinct from similar names, and how to build consistent signals for it.
What is LLM Visibility? How to Measure Brand Presence in AI
LLM Visibility is how often AI assistants mention a brand and describe it correctly: where AI gets its information, how to measure and improve it.
Check if AI Understands Your Brand: Prompt Set for ChatGPT and Gemini
Two prompt sets to check what AI says about your brand, how to read the results and the limits of a manual check.
Schema for Brand SEO/AIO: Talking Directly to the Bots
Use structured data (Schema.org, JSON-LD) to declare your brand entity clearly to Google and other systems, with the limits worth knowing.
Building Content Clusters: How to Own a Knowledge Domain for AI
A Topic Cluster is a way to organize posts around one subject: structure, an example and the limits.
What is a favicon and why does it matter for digital branding?
The .ico format's history, how browsers find favicons, the iOS Safari black-corner bug, the Android safe-zone trap and AkiTao's minimal 5-file set.
What is a PWA and standard Progressive Web App configuration guide
The Service Worker lifecycle, four caching strategies, manifest setup with Share Target and File Handlers, and the limits of PWAs on iOS Safari.
What is AI Branding and AI visibility?
AI visibility is whether AI mentions your brand correctly, with cited sources: the four components and the limits of AI Branding.