Use case
Consulting advisors and independent researchers using Claude Code and Obsidian, once their vaults reach hundreds or thousands of notes, deal with scattered, inconsistently tagged notes and materials and need a knowledge base that stays searchable and reusable.
Manual folders and tags, or abandoning structure and relying on Obsidian full-text search; some use ad-hoc scripts or generic AI chats to tidy up temporarily.
Notes pile up and filing and tagging depend on periodic manual effort; once it stops the vault degrades into an unsearchable pile, and existing material cannot be found when writing a proposal or doing research, causing duplicated work.
xOcto's call
Demand is evidenced
Trend: the maintenance cost of a personal knowledge base is shifting from periodic human tidying to always-on agent upkeep, meaning note tools now compete on automatic maintenance rather than capture. Entry: start with consultants and independent researchers whose notes directly feed paid work, and sell a configured vault plus maintenance workflow rather than a generic notes app.
Reason to use it
Why users would choose it
Inference: versus manual filing, it packages a guide, starter vault, agent skills and scripts into a runnable tidying flow, so users run classification over existing notes inside Claude Code and skip filing note by note; note-heavy consultants and researchers already in an Obsidian workflow would pick it when they need to reuse old material. No public retention or sustained-use evidence is given.
Where the easy answer breaks down
The tension worth following
An English validation note will follow from the public evidence.
If this is your job
Worth trying. Inference: versus manual filing, it packages a guide, starter vault, agent skills and scripts into a runnable tidying flow, so users run classification over existing notes inside Claude Code and skip filing note by note; note-heavy consultants and researchers already in an Obsidian workflow would pick it when they need to reuse old material. No public retention or sustained-use evidence is given.
Entry and what to borrow
Trend: the maintenance cost of a personal knowledge base is shifting from periodic human tidying to always-on agent upkeep, meaning note tools now compete on automatic maintenance rather than capture. Entry: start with consultants and independent researchers whose notes directly feed paid work, and sell a configured vault plus maintenance workflow rather than a generic notes app.