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kenimo49/README.md

Ken Imoto — AI Agent Engineer. LLMO, Context Engineering, Harness Engineering.

Website LLMO Framework X LinkedIn Zenn Qiita Dev.to

Creator of the LLMO Framework. I design harnesses that automate dev, ops, and marketing with Claude Code — then publish what actually happened, with numbers.

400K+ article views (Qiita + Zenn)  ·  40+ books (Kindle + Zenn)  ·  4 research papers

Building AI-search-ready content? Start with the LLMO Framework.

If this work has saved you time, you can support its continued maintenance through GitHub Sponsors or Ko-fi.

Products

LLMO Framework The open methodology for LLM Optimization (AEO + GEO) — getting your content found and cited by AI search
llmo-checker Lighthouse-style CLI that scores how AI-retrievable a URL is: llms.txt, JSON-LD, robots policy, semantic structure → 0–100 LLMO Score
compact-ops Claude Code plugin that keeps sessions coherent across context compaction

More: open-llmo (research initiative) · voice-clone (3-sec voice cloning on Qwen3-TTS) · speech-habit-lens (speech analyzer) · domain-pre-flight (domain checks) · persona-hub (persona SDK)

New products ship weekly: kenimoto.dev → Products

Research

Books

Harness Engineering
Harness Engineering
Context Engineering
Context Engineering
Practical Claude Code
Claude Code
LLMO
LLMO
The Practical Knowledge Graph Guide
Knowledge Graph
The 300ms Threshold
300ms Threshold

Full catalog (EN / JA / PT / ES): kenimoto.dev → Publications

Latest writing

Blog (EN)

Article Schema Alone Didn't Make AI Recognize Me as the Author. The Entity Wiring That Did (in 4 JSON-LD Fields). — 2026-07-13

I Forked OpenCut classic to Put an MCP Server on It — Four Traps I Hit Before Claude Could Drive the Video Editor — 2026-07-13

Pre-flight your MCP: four layers to grade a server before you publish it — 2026-07-13

The Skill Eval Repo I Didn't Build: 107 SKILL.md Files, 6 Checks, 21 False Positives — 2026-07-12

Ship a product, get a support button for free: an edge-injected overlay on Cloudflare Workers — 2026-07-11

More on kenimoto.dev

Zenn (JA)

OpenCut classic を fork して MCP を入れた — Claude が動画編集する4つの罠 — 2026-07-13

自作OSSを10観点で採点したら、直してはいけないFが2つ見つかった — 2026-07-12

観測を1本のTrace IDに束ねたら、5層のうち3層がノイズだと分かった — 2026-07-11

有名エンジニア10人のプロフィールREADMEを解剖したら7系統に分かれた — 2026-07-10

KGの粒度を1関数から1責務に変えたら、AIリファクタが刺さり始めた — 2026-07-09

More on zenn.dev/kenimo49

Qiita (JA)

YAMLを書くと企業サイト風の製品ヒストリー年表になるOSSを作った — 2026-07-11

「どのベクトルDBがいい?」に「場合による」で逃げないRAGを作った — 2026-07-11

uuidv7()とUUIDv4の差は何行から?PostgreSQL 18で実測 — 2026-07-10

Claude Codeに『京都の雪夜』と頼んだら、家のPCで絵が出た話 — 2026-07-06

1Passwordはチームメンバーに、パスワードを一度も渡していません — 2026-07-05

More on qiita.com/kenimo49

If my tools or research helped you, you can sponsor my open-source work.


This README rebuilds itself daily via GitHub Actions, pulling from kenimoto.dev/ai/publications.md (the AI-readable feed), Zenn, and Qiita. Last refreshed: 2026-07-14 06:52 JST

Popular repositories Loading

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    Claude Code plugin: self-contained session state preservation across context compaction (state capture, recovery injection, resume recovery, built-in usage warnings)

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  5. speech-habit-lens speech-habit-lens Public

    1分間スピーチの癖を AmiVoice ESAS × LLM の三層解析で可視化するCLIツール

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