Early access · Summer 2026

Share the behavior, not just the prompt.

Joseki WrapperHub is a registry for LLM behavior packages — prompts, fine-tunes, adapters, evals, and safety policies in one reusable format. Trust through community.

What it looks like

One package. One verified source of truth.

Joseki:WrapperHub becomes the place where I can find a Prompt for legal analysis and the Data Pack of 2026 tax code changes, and I can see that 500 other lawyers verified it worked this morning.
— The promise, in one sentence.

Prompt

A reviewed PromptSpec for the task — inputs, outputs, examples, compatible models.

Data Pack

A scoped dataset bundled alongside the prompt. Versioned, hashed, and licensed like code.

Liveness

Recency-weighted Works/Broken reports from real users — per model, updated in real time.

The problem

AI teams have outgrown one-off prompts.

Teams need reusable, testable, portable behavior across models, apps, and organizations. But today, prompts live in docs. Fine-tune configs sit in notebooks. Eval suites are buried in repos. Safety rules exist only in vendor dashboards.

Every model switch means rebuilding from scratch. Every handoff means copying prompts into Slack. Every audit means digging through git history. There is no standard way to package, version, or share the full behavior of an LLM deployment.

The solution

One package. Everything your model needs.

Joseki WrapperHub lets you create Behavior Packages — versioned bundles that capture everything about how an LLM should behave.

  • PromptSpecSystem prompts, templates, and examples
  • FineTuneSpecTraining recipes and configurations
  • EvalSpecEvaluation suites and benchmarks
  • SafetySpecSafety policies and guardrails
  • LicenseSpecUsage terms and attribution
  • InstallSpecRuntime setup and dependencies
  • EvidencePackProvenance and audit artifacts

What you can build

Four building blocks for LLM behavior.

Core

Prompt Packages

Reusable prompts with examples, metadata, and version history. Stop copying prompts between projects — install them.

Training

Fine-Tune Recipes

Portable training recipes for closed and open model providers. One recipe, any backend. Reproducible by default.

Adapters

Adapter Registry

Share LoRA adapters with compatible model manifests, artifact hashes, and runtime instructions.

Quality

Security scanning

Validate packages with prompt-injection scans, license checks, and provenance tracking.

Live signal

"Works on GPT-4o. Broken on Claude 3.5."

Forget stale "Last Updated" timestamps. Every wrapper carries a Liveness Score — a recency-weighted aggregate of "Works" and "Broken" reports from real users, broken down per model. You see which models a prompt is alive on, and which ones broke this morning.

gpt-4o

97/100

342 works · 3 broken

claude-3.5-sonnet

48/100

51 works · 62 broken

llama-3.3-70b

12/100

4 works · 28 broken

Creators who maintain their wrappers earn reputation. Reputation compounds into a Go-style kyu / dan rank, the same way Stack Overflow rewards consistent contributors.

For developers

A CLI that speaks your language.

Install, inspect, and evaluate behavior packages before using them in production.

$joseki install customer-support-classifier
$joseki inspect customer-support-classifier
$joseki eval customer-support-classifier

Built for trust

Governance is not optional.

Joseki is built for teams that care about security, repeatability, and trust. Every package carries its own evidence trail.

  • Package signing with verifiable authorship
  • Artifact hashes for tamper-proof integrity
  • License metadata that travels with every version
  • Automated safety checks on every version
  • Evidence packs for audit and provenance

Pricing

Free for the open registry. Paid for the private vault.

Joseki is freemium. Public Behavior Packages are free forever. Premium unlocks private vaults for teams, larger data packs, and priority eval runs. Sponsored wrappers open up once we hit critical mass on the open side.

Free

$0

Public wrappers, votes, Liveness reports, kyu/dan rank.

Premium

$24 / mo

Private vaults, 5GB data packs, priority eval runs, verified badge.

Sponsored

By request

Featured slot on the registry, once we cross 5k monthly reviewers.

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