Keys, budgets, limits.
Runtime configuration for the research engine.
Schedule
Daily 04:00: refresh, analyze, score new outliers, week discovery · Sunday 02:00: month discovery + growth re-sample
Models & limits
| Scoring model | claude-haiku-4-5 |
| Strategy model | claude-sonnet-5 |
| Strategy effort | high |
| Daily quota | 10.0K |
| Search budget | 3.0K |
| YouTube keys | 6 present |
| Anthropic key | present |
LLM usage by purpose
| Purpose | Items | Spend |
|---|
| beat_video | 1 | $0.08 |
| chat | 7 | $0.04 |
| classify | 4005 | $9.86 |
| cli | 6 | $0.00 |
| debug | 1 | $0.00 |
| dissect | 7 | $0.60 |
| labels | 2 | $0.11 |
| niche_report | 13 | $4.93 |
| policy | 21 | $0.14 |
| scripts | 1068 | $7.03 |
| sleep_classify | 1663 | $2.61 |
| sleep_formula | 3 | $1.02 |
| sleep_opening | 195 | $0.14 |
| sleep_thumbs | 450 | $0.27 |
| studio.package | 8 | $0.21 |
| studio.playbook | 7 | $0.51 |
| studio.script | 5 | $0.36 |
| studio.script.expand | 1 | $0.03 |
| studio.script.scrub | 1 | $0.01 |
| study | 1 | $2.43 |
| thumbnails | 524 | $1.37 |
| titles | 16 | $0.76 |
| validate | 2 | $0.43 |
Per-key YouTube quota
| Key | Used | Search | Limit | State |
|---|
| Key 1 | 1.5K | 0 | 10.0K | available |
| Key 2 | 0 | 0 | 10.0K | available |
| Key 3 | 0 | 0 | 10.0K | available |
| Key 4 | 0 | 0 | 10.0K | available |
| Key 5 | 0 | 0 | 10.0K | available |
| Key 6 | 0 | 0 | 10.0K | available |
Seeds
| Raw | Source | Resolved | Error |
|---|
| @lorettagranger | manual | yes | — |
| @otisfarmhouse | manual | yes | — |
| @otisgrangersbarn | manual | yes | — |
| @LorettaGranger | manual | yes | — |
| @OtisFarmHouse | manual | yes | — |
| @otisgrangerbarn | manual | yes | — |
| @RelaxingWhiteNoise | sleep-seed | yes | — |
| @GoodKnightsSleep | sleep-seed | no | Could not resolve channel @GoodKnightsSleep: Could not resolve channel: @GoodKnightsSleep |
| @SleepyScience | sleep-seed | yes | — |
| @GetSleepy | sleep-seed | yes | — |
| @SleeplessHistorian | sleep-seed | yes | — |
| @ConsumerExposed-ghz | manual | yes | — |
| @WestonRetire | manual | yes | — |
| @VitalityAfter60Health | manual | yes | — |
| @MenHealthWithDrJocelyn | manual | yes | — |
| @AlphaRebootHealth | manual | yes | — |
| @MeowSoul96 | manual | yes | — |
| @BibleLessonsWithTitas | manual | yes | — |
| @DrNoraKhalil-SeniorsHeatlh | manual | yes | — |
| @thehiddenpantry0405 | manual | yes | — |
| @SilasMercerYT | manual | yes | — |
| @CecilRowe1943 | manual | yes | — |
| @PearlFreemanFrugalLiving | manual | yes | — |
| @VintageLifestyleUSA | manual | yes | — |
| @PearlFreemanCooking | manual | yes | — |
| @TitusFreemanHomestead | manual | yes | — |
| @DogSoul96 | manual | yes | — |
| @AmericaUnderPressure-f6q | manual | yes | — |
| @goldenhealth-channel | manual | yes | — |
| @SilasMercerFarmstead | manual | yes | — |
| @CarCraft-31 | manual | yes | — |
| @topdiy707 | manual | yes | — |
| @FrugalFrannie | manual | yes | — |
| @MidnightOracIe | manual | yes | — |
| @consumertruthyt | manual | yes | — |
| @Pantry-Secrets | manual | yes | — |
| @curaxa | manual | yes | — |
| @EliasYoderAmish | manual | yes | — |
| @DrVitalisHealth | manual | yes | — |
| @Health-Talk-YT | manual | yes | — |
| @HealthFixNow | manual | yes | — |
| @AmishGardening | manual | yes | — |
| @EverythingUncovered-i8c | manual | yes | — |
| @TheDogSpirit96 | manual | yes | — |
| @RayDonnellyCarSecrets | manual | yes | — |
| @TheBeardedButchers | manual | yes | — |
| @GardeninBloom | manual | yes | — |
| @FrankMillerCuts | manual | yes | — |
| @HiddenElder | manual | yes | — |
| @TitusFreemanYT | manual | yes | — |
| @clvoldepisodes | manual | yes | — |
| @OpalRowe1945 | manual | yes | — |
| @OtisGrangerKitchen | manual | yes | — |
| @TylerDogDaddy | manual | yes | — |
| @adviseofGrandmaMartha | manual | yes | — |
| @amishcooking | manual | yes | — |
| @AngusDouglasUS | manual | yes | — |
| @DogFactsFun | manual | yes | — |
| @WILDERNESSCOOKING | manual | yes | — |
| @EarlJacksonBBQ | manual | yes | — |
| @CarCareGarage-t4w | manual | yes | — |
| @BrandUncovered-t9w | manual | yes | — |
| @mayatanakayt | manual | yes | — |
| @BackyardReggie | manual | yes | — |
| @ShufensKitchen | manual | yes | — |
| @BrisketDavid | manual | yes | — |
| @theRibDavid | manual | yes | — |
| @themediterraneandietyt | manual | yes | — |
| @SilasMercerCooking | manual | yes | — |
| @GloriasKitchenTable | manual | yes | — |
| @weimechanic15285 | manual | yes | — |
| @MichikoTanaka-o5w | manual | yes | — |
| @kurzgesagt | manual | yes | — |
| @LEMMiNO | manual | yes | — |
| @Sideprojects | manual | yes | — |
| @thefinancialdiet | manual | yes | — |
| @JohnnyHarris | manual | yes | — |
| @Fern-TV | manual | yes | — |
| @ColdFusion | manual | yes | — |
| @MagnatesMedia | manual | yes | — |
| @Fireship | manual | yes | — |