ModelHubby scout badgeModelHubbyFIELD MANUAL · EST. 2026
The full kit · No guessing

Everything in the kit. Plan by plan.

What’s free forever and what Indie unlocks — each feature stamped with its plan, and the not-yet-shipped ones marked honestly as in build.

ModelHubby scout badgeFULL INVENTORY

Know the terrain before you sign up

The maintained field manual: who offers free inference, on what terms, with what strings attached.

Free

Public provider directory

Every free and free-tier inference provider we track — 48 and counting — searchable and comparable, including honest tombstones for providers that died or pivoted to paid.

Browse the directory

Free

Provider profiles

Per-provider dossiers: models, base URLs, OpenAI-compatibility, rate limits in the provider's own units (never coerced), and data-policy facts — does it train on your prompts, does it log — with citations.

Free

Detailed friction metadata

The signup-pain matrix: exact steps to a key, card / phone / org requirements, time-to-first-key estimates. Know the cost in minutes before you burn them — free for everyone.

Browse the friction matrix

Free

Weekly provider updates

A weekly ops loop re-checks sources and re-probes providers, so limits that changed on Tuesday don't burn you on Friday. Material changes land in the changelog.

See the changelog

IndieIn build

Daily verified updates + drift alerts

The same verification loop on a daily cadence: daily catalog publishes over an authed feed, plus drift alerts when a limit, policy, or model materially moves — instead of finding out next week.

Why you can trust the numbers

Not scraped, not vibes. Every fact carries provenance; “unknown” means unknown.

All plans

Live probes

Three-level checks against the real APIs — reachability, model listings, and an actual completion. Listings lie (retired models linger in /models); probes are the ground truth.

All plans

Provenance on every claim

Each limit, policy, and price cites its source with a trust level and a verification stamp: verified, partially verified, unverified, or stale. No stamp inflation.

All plans

Source drift watch

Registered docs pages and curated repos are diffed for material changes — new limits, dead models, price moves — while cosmetic churn is ignored.

Free · current monthIndie · full archive

Versioned snapshots

Monthly catalog snapshots preserve history. Free always includes the current month. Indie opens the full archive, so what a provider promised in March is still on record in November.

From zero to key without the scavenger hunt

The onboarding hours are the product. We already spent them.

Free · 8-10 fullIndie · all 40

Signup & key-obtain guides

Step-by-step guides for every living provider we track, all 40: the exact console paths, the gotchas, the verification hoops. The free set is a rule, not a favor. Every provider that trains on your prompts gets a full free guide, plus four privacy-clean picks (OVHcloud, AI Horde, Requesty, Hugging Face), so privacy is never paywalled. Indie unlocks the whole shelf. Every gated guide shows its real first section and friction facts. No blur.

Browse field guides

Indie

Key rotation runbooks

Per-provider procedures for rotating, testing, and retiring keys without downtime, matched to how each provider actually handles key lifecycles. Every guide carries its runbook, so the eight free guides include theirs.

IndieIn build

Editorial “best for” guidance

Which models to actually reach for per job: writing, code, vision, long context. Raw capability flags stay free in the catalog. The curated judgment layer is Indie.

Proven wiring, not blank pages

Copy-paste starting points that already survived the edge cases.

Free

Starter recipes

Working patterns to get moving: a free chat cascade, a gateway drop-in. Real code against real free tiers.

Try a recipe

Indie

Full recipes library

The complete set, including the no-card/no-training privacy stack and vision on free tiers — each one probe-verified against current provider behavior.

Indie

Framework kits

Drop-in integration kits for LangChain, the OpenAI SDK, and the Vercel AI SDK — free-tier cascades wired into the framework you already use.

The control plane on your machine

Ships with the product, runs locally, BYOK. Your keys never leave your box.

Free · Open

The modelhubby CLI

list, show, recommend, friction, probe, health, keys, diff, snapshot, validate, doctor, serve — the whole catalog and verification engine from your terminal.

Free · Open

Local OpenAI-compatible gateway

One endpoint in front of all your free tiers: error-class-aware fallback, per-provider circuit breakers, SSE streaming passthrough. Point your app at localhost and stop hardcoding providers.

Free · Open

Cascade builder & code export

Policy-filtered, health-weighted provider cascades — exported as ready-to-paste code for your stack.

IndieIn build

Server-built prebuilds

Cascade configs and code templates generated server-side from the live catalog. The open CLI can always build these locally from free data — Indie buys the pre-baked, always-current versions.

Free · Open

Key health & rotation

A nine-state key machine with error-class transitions and cooldowns. Keys are stored as fingerprints only; the schema physically rejects secret-shaped strings.

Free · 1 weeklyIndie · 15 instant

Watchlists & alerts

Watch the providers you depend on. Free: one watchlist with a weekly digest. Indie: 15 watches with instant email alerts the moment a limit, policy, or model materially moves.

No tokens bundled, no lock-in — you pay for the hours you don’t spend researching.
VaiB and HaiD planning the probe over coffee