elstongun/leviathan
**Deep memory for agents over large datasets.** Leviathan is a single static binary that turns your records (JSONL, JSON, CSV/TSV, SQLite, or anything a database CLI can export) into a ranked full-text index.
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README & documentation
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Deep memory for agents over large datasets. Index any table, export or log once; your agent gets the few records that answer the question. Leviathan is a single binary that turns records (JSONL, JSON, CSV/TSV, SQLite, or any database CLI's output) into a ranked full-text index. Agents ask in plain words and get short, cited result cards: 450 tokens per answer at any dataset size, instead of grepping and reading raw history. Measured on a synthetic maintenance log (one example dataset; nothing in Leviathan is specific to it). Methodology, all six scales and caveats: docs/BENCHMARKS.md. Prebuilt binaries are on Releases. No runtime dependencies; the index is one SQLite file. Fields are paths (a.b, items[].name); only id is required. Any database works through its own CLI; Leviathan never holds credentials: Builds are atomic and skipped when nothing changed; upsert and delete keep an index fresh. Full reference: docs/CONFIG.md. CLI + skill…
Read the full README ↗ · Preview checked 2026-10-06T12:34:58.686Z
Inside the original README — Document outline
- Quickstart
- Map your data
- Plug it into your agent
- Commands
- How it works
- Reproduce the benchmark
- Contributing, security, license
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What this repository does
**Deep memory for agents over large datasets.** Leviathan is a single static binary that turns your records (JSONL, JSON, CSV/TSV, SQLite, or anything a database CLI can export) into a ranked full-text index.
Repository facts
- Owner
- elstongun
- Primary language
- Rust
- Stars
- 529
- Forks
- 28
- Open issues + pull requests
- 0
- License
- Apache-2.0
- Archived
- No
- Default branch
- main
- Created
- 2026-10-05T08:57:44.000Z
- Last push
- 2026-10-06T01:02:17.000Z
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