ollaya: Run open decision models locally: pull and serve Laya, decider, NLI and GLiClass behind a TypeSafe-compatible

by ollaya-dev · Agent Tool · ★ 1.4k

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Security audit verdict: SAFE · quality 70/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

calibrationclassificationdecision-modelsgliclassjevlayallm-routinglocal-inferencenliollama

Quick Facts

Stars1,380
Forks81
LanguageRust
CategoryAgent Tool
LicenseApache-2.0
Quality Score70/100
Open Issues4
Last Updated2026-10-22
Created2026-09-23
Platformsrust
Est. Tokens~23k

About ollaya

ollaya Run open decision models locally, the way Ollama runs LLMs. Website · Models · Docs · Releases · Hugging Face A decision model reads a state (a message, an email, a ticket, any JSON) plus typed questions (, , ) and returns calibrated probabilities in a single forward pass, in milliseconds. It never generates text.

Compatible Skills

These tools work well together with ollaya for enhanced workflows:

  • sys1 — semantic(0.48)+complementary+rare_topics+same_lang+similar_pop+shared_platform (71%)
  • awesome-jev — semantic(0.42)+complementary+rare_topics+similar_pop (63%)

ollaya alternative? Top 6 similar tools

Looking for a ollaya alternative? If you're comparing ollaya with other agent tool tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

  • awesome-jev-gallery by OmniJev · ⭐ 473

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  • laya by receptron · ⭐ 986

    Run Laya, the open-source Jev-compatible System-1 decision model, from Node.js / TypeScript via ONNX Runtime

  • awesome-decision-models by AnotiaWang · ⭐ 659

    A curated list of decision models (System One / typed decision models): hosted APIs, open-weight models, runti

  • awesome-jev-use-cases by walidboulanouar · ⭐ 452

    Awesome list of TypeSafe AI Jev use cases: 74 demos ranked by likes, 150+ GitHub repos, limits, cost and API e

  • jeff by logan-markewich · ⭐ 307

    A self-hosted drop-in replacement for TypeSafe's jev, powered by GliFormer.

  • jevbench by fstandhartinger · ⭐ 300

    JevBench by Benchmark Heaven: benchmark and leaderboard for AI decision models, measuring typed decision accur

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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