Research preview • Open source
Your Markdown vault, 40× more efficient.
Your vault moves to SQLite. Answers come back sooner, with fewer mistakes, so you can offload more work to agents.
Fig. 1 · Tokens per correct answer
1M2M3M4M5M6M7M
7.50M
Inefficient context7.28M · 97%
new input, reasoning, output · 221k
0.17M40× fewer
Markdown wiki
Native
01How it works
The whole chain in one query.
Reading files, an agent walks the chain note by note, reading each one in full. Native gives agents SQL: one query follows the links and returns only what it asked for.
Fig. 4 · One question, two ways
Markdown vault
Answer · after 6 turns
? Which decision is holding up the Northwind deal?
› rg -il northwind notes/
notes/northwind.md
notes/weekly-2026-10-06.md
› cat notes/northwind.md
84 lines → status: blocked · see [[pricing-review]]
… reasoning: the blocker is in another note
› cat notes/pricing-review.md
110 lines → outcome: see [[decision-2026-09-12]]
… reasoning: is that decision still current?
› cat notes/decision-2026-09-12.md
66 lines → superseded by [[decision-2026-10-02]]
… reasoning: follow the newer decision
› cat notes/decision-2026-10-02.md
74 lines → status: waiting on [[finance-sign-off]]
… reasoning: has finance signed it off?
› cat notes/finance-sign-off.md
50 lines → 2 Oct pricing · not signed off yet
… reasoning: putting it together
✓ answer · after 6 tool calls
Native
Answer · after 1 turn
? Which decision is holding up the Northwind deal?
› query_sql
WITH RECURSIVE chain(id, depth) AS (
SELECT id, 0 FROM records WHERE name = 'Northwind'
UNION SELECT l.target_id, c.depth + 1 FROM links l
JOIN chain c ON l.source_id = c.id WHERE c.depth < 5)
SELECT r.kind, r.name, r.lifecycle
FROM chain JOIN records r USING (id)
deal Northwind blocked
review Pricing review decided
decision 12 Sep superseded
decision 2 Oct current
sign-off Finance pending
… reasoning: 2 Oct is waiting on finance
✓ answer · after 1 tool call
Set up in one line. Scale with your ambition.
Thousands of files, more agents, a bigger team: Native keeps up where Markdown vaults break down, so you can hand over more of the work as you grow.