# ruvnet/FACT

<https://repo.masters-masters.com/en/repos/ruvnet/FACT>

[Home](https://repo.masters-masters.com/en) › [ruvnet](https://repo.masters-masters.com/en/owners/ruvnet) › [FACT](https://repo.masters-masters.com/en/repos/ruvnet/FACT)

ruvnet/FACT has 182 stars on GitHub. Its RepoMasters card: Prototype tier. FACT – Fast Augmented Context Tools: FACT is a lean retrieval pattern that skips…

| Field | Value |
| --- | --- |
| Owner | [ruvnet](https://repo.masters-masters.com/en/owners/ruvnet) |
| Stars | 182 |
| Forks | 46 |
| Language | [Python](https://repo.masters-masters.com/en/languages/python) |
| License | MIT |
| Created | 2025 |
| Tier | [Prototype (100 to 249 ★)](https://repo.masters-masters.com/en/ranks/rush) |
| View on GitHub | [ruvnet/FACT](https://github.com/ruvnet/FACT) |

## Repository

FACT – Fast Augmented Context Tools: FACT is a lean retrieval pattern that skips vector search. We cache every static token inside Claude Sonnet‑4 and fetch live facts only through authenticated tools hosted on Arcade.dev. The result is deterministic answers, fresh data, and sub‑100 ms latency.

The tier for repos with 100 to 249 ★. Published odds per card pulled: 70%. Rarity: Common.

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Data: GitHub · Illustration drawn by RepoMasters from the repo’s ID and its language color.