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decionis / docker

Govern consequential AI agent actions in Docker with deterministic policy, human approval, and signed Decision Dossiers.

★ 165 Go 1mo ago
Invaro / opentax-engine

The deterministic tax engine for AI agents. Highest score ever recorded on TaxCalcBench (96% exact returns)

★ 163 JavaScript 8d ago
Heyosseus / sloppy

Static analysis for the debt AI agents leave in PHP: 26 rules, Claude Code hooks, git-diff review, a Rector and Pint fix pass, Pest expectations, CI annotations and an MCP server. Deterministic, local, no LLM.

★ 160 PHP 1d ago
WayneChou-bot / WareTwin

Real-time 3D digital twin of an autonomous warehouse — 20 AMRs, deterministic simulation, explainable fleet scheduling, failure injection, VLM camera perception, AI Ops Copilot and what-if scenarios. React Three Fiber + FastAPI.

★ 152 TypeScript 1mo ago
Worldbuilder013 / HEXIS

HEXIS. Compile SKILL.md into state machines: deterministic execution order via transition guards, LLM reasoning scoped inside states.

★ 152 Python 24d ago
hastylmao / Hasty-CR

Deterministic Clash Royale simulator and a reinforcement-learning agent for 2.6 Hog Cycle. Integer-exact physics from client data, 1,600+ tests.

★ 150 Python 10d ago
bgts-ai-org / bgts-context-engine

Deterministic code-graph context engine for AI coding agents - PostgreSQL + Apache AGE + pgvector, MCP & REST, no LLM in the loop.

★ 150 Python 1d ago
krishagarwal314 / CodeJury

Terminal-first, knowledge-grounded multi-agent software delivery pipeline: scope requirements, implement changes, run tests, and gate pull requests with deterministic QA and ensemble code review.

★ 148 Python 2mo ago
tangency-labs / solidcore

A Rust port of NVIDIA's SMLib B-rep kernel (CAD subset): safe, deterministic, wasm-compatible

★ 130 Rust today
qkal / Canny

Stops AI coding agents from claiming work is done without evidence. Deterministic hooks decide, TypeSafe's Jev advises. Append-only ledger, zero runtime dependencies.

★ 125 TypeScript 28d ago
GGGODLIN / claude-pr-review

Multi-axis PR review orchestration for Claude Code — 5 independent review perspectives, symmetric cross-verification, deterministic coverage assertion

★ 114 Python 1mo ago
nwiizo / suiko

日本語文書の自然さと読みやすさを再現可能に診断するRust CLI / Deterministic diagnostics for natural and readable Japanese writing

★ 114 Rust 3d ago
mat-nolen / tldr-radio

Turn the daily TLDR newsletters into a podcast. Local, deterministic, no LLM.

★ 109 Python 1mo ago
awss1i / assay

An agent-native QA CLI for web pages. Deterministic, no tests to write, no LLM.

★ 107 Python 2d ago
123Cx330Yrx / riftcoach-agent

A quality-gated League of Legends post-game coaching agent built on deterministic match data, RAG, and LLM evaluation.

★ 105 Python today
tntexploding / StruInfo

Self-hosted, traceable document-to-knowledge workspace with deterministic workflows, optional AI, search, RAG, and an editable knowledge graph.

★ 103 TypeScript today
2718labs / 2718lab-devkit

Deterministic project intelligence, durable workflow orchestration, and reusable MCP engineering tools for Codex.

★ 100 Python 1d ago
p0nymc1 / cee

Deterministic-first execution engine for agent workflows in Go: the LLM extracts at the edge, a deterministic state machine decides. Zero dependencies, no-code JSON plugins, replayable runs.

★ 97 Go 2mo ago
balaurengine / balaur

A 2D & 3D node-based game engine, fully deterministic, with scripts that reload in milliseconds.

★ 96 Rust 2d ago
LuxAlgo / prop-firm-sim

Know your odds before you pay the fee: open-source Monte Carlo simulation of prop-firm challenges over each firm's exact ruleset. Pass probability, expected attempts and cost, EV, optimal risk sizing. Engine, CLI, and MCP server. Deterministic, zero telemetry. By LuxAlgo.

★ 94 TypeScript 15d ago
borjaperfra / beatdeck

Talks as beats, not slides: a fixed 1920×1080 React stage where one click is one beat. Offline, deterministic, presenter view, and a Claude Code skill.

★ 92 TypeScript 19d ago
Gesso-Build / skills

Deterministic design critique for HTML/CSS: 73 slop guards from the rules professional designers use in production-grade designs. Exact detectors, idempotent auto-fixes, the anti-slop skill, and the /gesso-critique command. By Gesso, the AI creative team for builders.

★ 91 TypeScript 2d ago
lamost423 / dsh-maze

DeepSeek Harness 的执行迷宫——看 Agent 真实怎么干活:迷宫时间轴 · 数据轨道 · 确定性执行分析 · 多会话对比 | The execution maze for DSH agents: maze timeline, per-step data tracks, deterministic execution analysis, multi-session comparison. Formerly dsh-trace-compare.

★ 87 TypeScript 10d ago
OpSafari / laborix

Autonomous experiment-pipeline orchestrator: versioned research-plan DSL with dependency DAGs, deterministic checkpoint/resumable executor, tamper-evident provenance ledger, UCB1/Thompson schedulers with measured regret against synthetic oracles, ablation bookkeeping, offline report synthesis. NumPy core, CPU-only torch extra.

★ 86 Python 6d ago
hike-lab / public-data-lens

MCP-based discovery and judgment layer for Korea’s open data portal—helping AI agents find, compare, and assess datasets with explicit evidence, JSON-LD/DCAT metadata, and versioned deterministic rules.

★ 85 Python 13d ago
Sega757 / meta-core

Deterministic telemetry & control plane for multi-agent AI systems. Atomic POSIX JSONL event bus, W3C/OpenTelemetry DAG reconstruction, and circular handoff guardrails.

★ 85 Python 22d ago
fzakaria / rewindvm

Deterministic Linux VMs you can scrub, rewind and fork. Find and replay flaky builds and tests.

★ 84 Rust 3d ago
brandynfisher / ToolReplay

Audit AI agent tool-call transcripts: hash-chain sealing, deterministic replay, and scope overreach checks. Dependency-free Python CLI.

★ 82 Python 1mo ago
chosuicide / beatscope

Local music analysis and deterministic video tooling for creators and coding agents.

★ 81 Python 10d ago
kevmoo / analytica.dart

A deterministic, zero-token Cognitive Complexity calculation library, CLI tool, and GitHub Action for Dart and Flutter repositories.

★ 80 Dart 1d ago
datologyai / zephon

Fast, flexible, elastically deterministic data loading for foundation model training

★ 79 Python today
siqiwang0712-commits / financial-risk-agent

Evidence-grounded financial risk analysis from corporate filings, combining constrained LLM interpretation, deterministic analytics, versioned rules, and auditable evidence trails.

★ 77 Python today
hyperspaceai / jevcache

A decision cache for TypeSafe Jev-class models — memoize decisions so repeats are free, deterministic, and shareable. One 2 MB binary.

★ 77 1mo ago
PerryLink / dsh-fund-research

Deterministic research reports for Chinese public mutual funds, as a DeepSeek Harness plugin: one fund code in, a versioned Markdown report out, with performance decomposition, holdings penetration, style attribution and explicit data-gap declarations. Metrics are computed in code, not by the model.

★ 67 TypeScript today
imrenagicom / adsctl

AI-agent-ready CLI for programmatic advertising. Manage Meta ad accounts, run deterministic monitoring, generate insights reports, and execute recoverable campaign launches via shell or AI agents.

★ 64 Go today
dshbox / cordis-rs

A typed runtime for long-lived, plugin-oriented Rust applications — lifecycle, exact service placement, typed events, deterministic cleanup, scopes, and isolation.

★ 59 Rust 1d ago
ArchAstro / clapper

Write videos in React, render to MP4, review like a studio. Frame-deterministic runtime, offline audio synth, browser editor, review kit + lint.

★ 59 TypeScript 15d ago
liwushu128-debug / grade-images

Grade Image / Grade Images — deterministic, non-generative photo color grading and RAW development for Codex with strict structure, identity, and texture preservation.

★ 57 Python 19d ago
zzl0720-2025 / cxxpilot-local

Local C++ performance testing and source-to-source optimization with deterministic rules, semantic checks, and paired benchmarking.

★ 56 Python 1mo ago
PerryLink / dsh-data-quality

DeepSeek Harness plugin: deterministic data profiling, cleaning, and verification (dsh-data-quality)

★ 54 TypeScript today
PolinniZhong / dsh-knit

面向 AI Coding Agent 的任务感知工作区上下文检索与生命周期追踪:按当前任务找到、组织并持续追踪最相关的文档、代码与媒体。纯本地、零模型调用、零网络。 Task-aware workspace context retrieval and lifecycle tracking for AI coding agents. Find, organize, and track the workspace context most relevant to the task at hand — locally, deterministically, zero model calls, zero network.

★ 54 JavaScript 5d ago
augety121 / MCP-State-Twin

用于可复现 AI Agent 评测的确定性、可分叉、有状态 MCP 测试世界——不对生产环境产生副作用。Deterministic, forkable, stateful MCP test worlds for reproducible AI agent evaluation—without production side effects.

★ 53 Go 12d ago
Trunks820 / Yuntu

AI travel planning engine with deterministic route scheduling, verified POIs, and fact-grounded LLM generation.

★ 53 Python 1mo ago
isshiki-works / wpe-baker

WPE Baker — deterministic animation baking for Wallpaper Engine scenes (Periodica). Bake a scene's periodic animation into one seamless video; measured up to 96% less iGPU power.

★ 53 C++ 14d ago
earthwalker17 / map-of-middle-earth

A cinematic floating miniature diorama of Middle-earth rendered with three.js WebGPU + TSL: terrain from community GIS data, atmosphere, vegetation, effects and 24 landmarks, captured deterministically for the film Journey Through Middle-Earth. Non-commercial fan project.

★ 50 TypeScript 14d ago

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