Govern consequential AI agent actions in Docker with deterministic policy, human approval, and signed Decision Dossiers.
The deterministic tax engine for AI agents. Highest score ever recorded on TaxCalcBench (96% exact returns)
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.
Generative art skill for Claude Code — deterministic, hash-seeded, onchain-ready
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.
HEXIS. Compile SKILL.md into state machines: deterministic execution order via transition guards, LLM reasoning scoped inside states.
Deterministic Clash Royale simulator and a reinforcement-learning agent for 2.6 Hog Cycle. Integer-exact physics from client data, 1,600+ tests.
Deterministic code-graph context engine for AI coding agents - PostgreSQL + Apache AGE + pgvector, MCP & REST, no LLM in the loop.
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.
Auditable AI release intelligence agent with deterministic public demo replay.
A Rust port of NVIDIA's SMLib B-rep kernel (CAD subset): safe, deterministic, wasm-compatible
Stops AI coding agents from claiming work is done without evidence. Deterministic hooks decide, TypeSafe's Jev advises. Append-only ledger, zero runtime dependencies.
Multi-axis PR review orchestration for Claude Code — 5 independent review perspectives, symmetric cross-verification, deterministic coverage assertion
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
Deterministic memory layer for your agents
Turn the daily TLDR newsletters into a podcast. Local, deterministic, no LLM.
Deterministic discrete-event queue simulator in JavaScript.
An agent-native QA CLI for web pages. Deterministic, no tests to write, no LLM.
A quality-gated League of Legends post-game coaching agent built on deterministic match data, RAG, and LLM evaluation.
Self-hosted, traceable document-to-knowledge workspace with deterministic workflows, optional AI, search, RAG, and an editable knowledge graph.
Source-backed stock research skill with deterministic scenario rating
Deterministic project intelligence, durable workflow orchestration, and reusable MCP engineering tools for Codex.
Local-first, resumable AI maintenance pipelines with single-writer safety and deterministic verification.
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.
Deterministic, bounded local Git context as Markdown or JSON. Standard-library Python CLI.
A 2D & 3D node-based game engine, fully deterministic, with scripts that reload in milliseconds.
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.
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.
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.
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.
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.
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.
Deterministic telemetry & control plane for multi-agent AI systems. Atomic POSIX JSONL event bus, W3C/OpenTelemetry DAG reconstruction, and circular handoff guardrails.
Deterministic Linux VMs you can scrub, rewind and fork. Find and replay flaky builds and tests.
Bicameral deterministic AI runtime: Zero-hallucination System 1/2 reasoning engine with cryptographic audit trails (RFC 8785, Ed25519) and PoSP consensus arbitration.
Audit AI agent tool-call transcripts: hash-chain sealing, deterministic replay, and scope overreach checks. Dependency-free Python CLI.
Local music analysis and deterministic video tooling for creators and coding agents.
A deterministic, zero-token Cognitive Complexity calculation library, CLI tool, and GitHub Action for Dart and Flutter repositories.
Fast, flexible, elastically deterministic data loading for foundation model training
Self-hosting ChatGPT/Codex Plugin autopilot — copy-in, repo-owned. Converts agentic repos into validated, deterministically packaged Plugins.
Evidence-grounded financial risk analysis from corporate filings, combining constrained LLM interpretation, deterministic analytics, versioned rules, and auditable evidence trails.
A decision cache for TypeSafe Jev-class models — memoize decisions so repeats are free, deterministic, and shareable. One 2 MB binary.
Experimental deterministic rendering toolkit for HyperFrames video delivery
Type-Safe Multiplayer Egg Hunt Engine 2026: Crash-Safe Payments and Deterministic RNG
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.
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.
ARC-AGI-3 Solver using Rendered Deterministic Moore Machines
A typed runtime for long-lived, plugin-oriented Rust applications — lifecycle, exact service placement, typed events, deterministic cleanup, scopes, and isolation.
Write videos in React, render to MP4, review like a studio. Frame-deterministic runtime, offline audio synth, browser editor, review kit + lint.
Grade Image / Grade Images — deterministic, non-generative photo color grading and RAW development for Codex with strict structure, identity, and texture preservation.
Local C++ performance testing and source-to-source optimization with deterministic rules, semantic checks, and paired benchmarking.
DeepSeek Harness plugin: deterministic data profiling, cleaning, and verification (dsh-data-quality)
Deterministic SRPG map tile pixel-art compiler MVP
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.
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.
AI travel planning engine with deterministic route scheduling, verified POIs, and fact-grounded LLM generation.
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.
Fully deterministic cross-device LLMs inference
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.
Deterministic, read-only Git evidence for coding agents and automation. Standard-library Python CLI.