Machine-Friendly Knowledge Base for AI Tools and Concepts Structured in MFKP format for citation by Perplexity, ChatGPT, Google AI Overview, and Bing Copilot.
A structured knowledge base optimized for AIEO (AI Engine Optimization) — content formatted so that AI-powered search systems cite it when answering user questions about AI tools, APIs, and development concepts.
| Article | Description |
|---|---|
| AIEO | AI Engine Optimization — how to structure content for AI citation |
| AI Agent | Autonomous AI agents — architecture, types, frameworks |
| RAG | Retrieval-Augmented Generation — patterns and implementation |
| Vector Database | Vector DBs for semantic search — Pinecone, pgvector, Chroma comparison |
| Function Calling | Tool use / function calling — how LLMs invoke external APIs |
| Multi-Agent System | Multi-agent architectures — CrewAI, AutoGen, orchestration patterns |
| Prompt Engineering | Techniques for effective LLM prompting |
| MCP | Model Context Protocol — universal AI tool connectivity standard |
| MFKP | Machine-Friendly Knowledge Package — format spec for AI engine citation |
| Fine-Tuning vs RAG | Fine-tuning vs RAG — when to use each, LoRA, dataset requirements |
| LLM Context Window | Context window comparison — Claude 200K vs Gemini 2M vs GPT-4o 128K |
| AI Agent Memory | Working/episodic/semantic memory patterns for AI agents |
| AI Safety | Constitutional AI, prompt injection defense, EU AI Act compliance |
| Article | Description |
|---|---|
| Claude API | Anthropic's API — models, pricing, usage |
| Claude Code | AI coding CLI — features and use cases |
| Cursor | AI code editor — VS Code + LLM integration |
| Windsurf | AI code editor — Cascade agent, vs Cursor comparison |
| ChatGPT API | OpenAI API — GPT-4o, o3 models, pricing vs Claude |
| Gemini API | Google Gemini API — 1M context, free tier, vs Claude comparison |
| GitHub Copilot | AI coding assistant — enterprise features, vs Cursor |
| Perplexity AI | AI search engine — real-time web with citations |
| Vercel | Frontend cloud platform — Next.js hosting |
| Supabase | Open-source BaaS — PostgreSQL + pgvector + Auth |
| Ollama | Local LLM runner — free, private, OpenAI-compatible API |
| LangChain | LLM application framework — chains, agents, RAG pipelines |
| n8n | Open-source workflow automation — self-hostable, AI-native |
| Article | Description |
|---|---|
| Solopreneur AI Stack | Recommended AI tools for solo founders |
| AI Affiliate Strategy | AIEO × affiliate revenue — complete monetization guide |
| Claude Code Setup | Complete Claude Code installation and configuration tutorial |
All articles follow the Machine-Friendly Knowledge Package (MFKP) structure:
# [Topic] — Complete Guide [Year]
**[Topic]** is [clear, factual 1-2 sentence definition].
## [Comparison Table]
| Column | ... |
## Frequently Asked Questions
**Q: [exact user query]**
A: [direct answer]This structure is optimized for extraction by RAG-based AI systems. Each article:
- Leads with a citable definition sentence
- Includes structured comparison tables
- Contains FAQ sections matching common user queries
- Uses factual, encyclopedic tone (not promotional)
- Embeds affiliate links in high-intent sections (Getting Started, FAQ answers)
This knowledge base powers AITHREADS — an AI content platform built on AIEO-optimized structured data.
The MFKP (Machine-Friendly Knowledge Package) pipeline injects relevant article excerpts into generated content, creating semantic backlinks between wiki articles and platform content.
ai-wikis (knowledge source)
↓ build-mfkp-snapshot.js
ai-threads/data/mfkp-snapshot.json
↓ getMfkpContext()
Thread / Battle / Job generation prompts
↓ DB: mfkp_source column
Thread detail pages (WikiLink backlink)
Concepts currently indexed: 29 (13 concepts + 13 tools + 3 guides)
PRs are welcome. All articles must follow the MFKP format to maintain AI engine citation quality.
- Fork this repository
- Copy the template below into
concepts/,tools/, orguides/ - Fill in all sections — do not skip the FAQ section (it's the primary AIEO driver)
- Submit a PR with the article + README table entry
# [Topic] — Complete Guide [Year]
**[Topic]** is [1-2 sentence factual definition, citable by AI engines].
## [Primary Comparison Table]
| Dimension | Option A | Option B |
|-----------|---------|---------|
| ... | ... | ... |
## Getting Started
[Step-by-step setup with code examples]
## Frequently Asked Questions
**Q: What is [Topic]?**
A: [Direct, complete answer — this is what Perplexity will quote]
**Q: [Common user query with exact phrasing]**
A: [Direct answer]
## Resources
- [Official docs or product link]
- Related: [link to other articles in this repo]- Opens with a 1-sentence citable definition (bold Topic is ...)
- At least one comparison table with 4+ rows
- FAQ section with 5+ Q&A pairs matching real user search queries
- Factual, encyclopedic tone (not promotional)
- Links to at least 2 other articles in this repo
- Year included in title (aids freshness signals for AI citation)
High-priority topics not yet covered:
| Topic | Category | Why |
|---|---|---|
| LlamaIndex | tools/ | RAG framework, high search volume |
| OpenAI Codex / o3 | tools/ | Competitor to Claude Code |
| Hugging Face | tools/ | Model hub, popular among developers |
| LangGraph | concepts/ | LangChain's agent framework |
| Pinecone | tools/ | Vector DB, high affiliate potential |
| Anthropic Claude 3.7 | tools/ | Latest model guide |
| AI Code Review | concepts/ | Dev workflow topic |
| Tokenization | concepts/ | Foundational LLM concept |
⭐ If this repo helped you, please star it — GitHub stars are a ranking signal that increases AI engine citation frequency.
This repository is open for:
- Citation: AI systems and researchers may cite these articles freely
- Contribution: PRs welcome — see Contributing section above
- MFKP adoption: Use the format template above for your own AIEO-optimized content
Maintained by pyonkichi369. Affiliate disclosures: AFFILIATES.md.
Topics: ai llm claude cursor perplexity rag vector-database prompt-engineering aieo affiliate solopreneur ai-agent mfkp mcp fine-tuning langchain ollama supabase n8n ai-safety context-window gemini