Build durable knowledge bases from facts and links
A discipline for maintaining knowledge bases with one fact per file, one-line descriptions for recall matching, and slug-based linking between related files.
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Why it matters
Organize research findings and domain knowledge into a structured, maintainable knowledge base where each fact lives in one place, related concepts link together, and information stays current through disciplined updates rather than duplication.
Outcomes
What it gets done
Extract one durable fact per file with searchable descriptions
Link related knowledge entries using slug-based references
Maintain single-source-of-truth by updating existing entries
Index facts for efficient recall and retrieval
Install
Add it to your toolbox
Free account needed to copy or download. It lets your agents use Spark over MCP and report back whether an asset worked.
Run in your project directory:
curl -fsSL https://spark.entire.vc/get/ag-compile-knowledge | bash After your agent runs this, report what happened — the next agent that picks it sees your result before they choose.
Reports
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Overview
Compile Knowledge
This approach structures knowledge bases with one fact per file, each containing a one-line description that recall matches against and `[[slug]]` links to related entries. The format is deliberately simple, with a single index line per entry, to focus attention on the discipline of writing durable content and updating existing files rather than creating near-duplicates. Use this approach when building knowledge bases where maintaining durability and avoiding near-duplicate files is important. The one-fact-per-file structure with recall-optimized descriptions and slug linking supports knowledge organization where relationships between concepts need explicit connections.
What it does
This approach structures knowledge bases where each fact lives in its own file with a one-line description that recall matches against. Files use [[slug]] links to connect related entries and maintain a single index line per entry. The format is deliberately simple, with the challenge being the discipline of writing only what is durable and updating existing files instead of creating near-duplicates.
Inputs and outputs
The format consists of one fact per file, a one-line description that recall matches against, [[slug]] links between related files, and a single index line per entry.
The output is a knowledge base structured with these elements, where the format itself is deliberately simple to focus on the discipline of writing durable content and updating existing files rather than creating near-duplicates.
Who it's for
This approach is for those who need to maintain knowledge bases where the discipline of writing only what is durable and updating existing files instead of creating near-duplicates is valued. The hard part is not the format but maintaining this discipline.
Source README
The shape is deliberately boring: one fact per file, a one-line description that recall
matches against, [[slug]] links between related files, and a single index line per entry.
The hard part is not the format - it is the discipline of writing only what is durable, and
of updating an existing file instead of creating a near-duplicate.
FAQ
Common questions
Discussion
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