readouts knowledge an agent can check.
11 SQLite knowledge bases on Rust, Godot, Blender, sprites, local AI models, the sung voice and the XRP Ledger. 2,602 entries and 5,749 cited sources. 1,837 entries are verified, and only a verdict from a separate verifier can make them so.
Get it
git clone https://github.com/mcp-tool-shop-org/readouts
Search
WHERE recipes_fts MATCH 'rapier'
Check it
python verify.py
What's new
What each publication adds to the knowledge bases, in a short issue whenever something lands.
2026-10-14
What's new: a piano part written as code, and accepted by machine
- vocology-knowledge, wave 14: a reasoning model wrote two hymns' piano arrangements as LilyPond code, and three machine gates accepted them, for $1.31 in all.
- What it costs: almost all output, and most of the output is the model's reasoning. Budget by the output cap, not the prompt.
- Two corrections on the way in: re-reading the receipts fixed a price and a claim about how the briefs were written.
Earlier issues: 2026-10-13
The index
11 knowledge bases · 2,602 entries · 1,837 verified. Counts come from the databases (index.json, 2026-10-14). Verified means a separate verifier confirmed the entry.
blender-knowledge
current, web-grounded Blender 4.x practice for the studio's headless sprite-turnaround render pipeline (import a TRELLIS-generated GLB → render 8-direction sprites via…
219 recipes · 83 verified · 10 domains · 8 waves
docker-knowledge
The knowledge base behind the gpu-container product — how to package, measure, and place models honestly on one GPU.
160 findings · 73 verified · 6 domains · 9 waves
godot-knowledge
current, adversarially-verified Godot 4 dev knowledge for building a 2.5D turn-based tactical RPG.
177 recipes · 108 verified · 6 domains · 7 waves
model-knowledge
Verified knowledge base of the best local generative-AI MODELS per purpose (image / edit / control / video / 3D / audio / LLM / caption) for the RTX 5090 rig —…
129 models · 126 verified · 9 domains · 19 waves
rust-knowledge
Verified Rust for building si-rpg-engine (essentials, advanced, and how the engine uses it: raw wasm ABI, float determinism, Rapier 0.35 state and restore, reproducible…
280 recipes · 279 verified · 27 domains · 5 waves
sprite-motion-knowledge
The portable animate-the-sprite craft for this rig
246 recipes · 170 verified · 19 domains · 8 waves
sprites-knowledge
The portable concept-art → game-ready 2.5D JRPG sprite craft for this rig
215 recipes · 182 verified · 8 domains · 6 waves
tensor-engine-knowledge
Verified knowledge base of the ENGINES that run & train AI models locally on the RTX 5090 (Blackwell / sm_120 / Windows) rig.
193 engines · 134 verified · 10 domains · 18 waves
training-knowledge
Verified knowledge base of portable TRAINING CRAFT — methods, recipes, hyperparameter values, dataset & eval know-how — for training LoRAs / fine-tunes on the single RTX…
204 techniques · 101 verified · 13 domains · 16 waves
vocology-knowledge
sung-voice craft: vocology (source-filter, registers, singers formant), musical vs speech prosody, lyric-to-note alignment, score-controllable SVS vs lyrics-to-song…
322 findings · 219 verified · 19 domains · 14 waves
How an entry earns verified
The flag is set by someone other than the author. Everything else follows from that.
Waves of sourced research
Each wave runs one research lane per domain. Every entry cites its sources as url-and-claim pairs and records the wave that produced it.
A verifier that never saw the reasoning
A second agent checks each entry against the pages it cites and returns a verdict. It only sees the claims and the citations.
One definition of verified
verified = 1 only when an external verdict says so. With no verdict, an entry stays unverified: a lead, not a fact.
A compiler where there is code
Every code check in rust-knowledge is compiled, and where it says so run, by rustc 1.98.1. A recipe whose own example fails is never verified.
Provenance you can open
Each wave's dispatch, raw research and verification record sit next to the database, so any verdict can be traced to its evidence.
A floor that runs in CI
verify.py checks that the indexes, counts and links are true about the databases, with a stable code and a hint for every failure.
Use it
Plain SQLite files and standard-library Python.
Search one knowledge base
-- sqlite3 rust-knowledge/rust.db
SELECT r.name, r.verified
FROM recipes_fts f
JOIN recipes r ON r.id = f.rowid
WHERE recipes_fts MATCH 'rapier'
AND r.verified = 1
LIMIT 5;Check the corpus
python verify.py
# exit 0 clean, 1 FAIL, 2 crashed
python verify.py --json
# code, message, hint per checkRoute an agent to one slice
npx @mcptoolshop/loadout-os \
resolve --project .Read the map
index.md # the map, for agents
index.json # the same, for programs