Autonomous trading agents with deterministic execution. The agents propose; the system decides.
High-Fidelity AI-Assisted Deterministic Reverse Engineering FastMCP Server
Offline multi-speaker meeting-speech toolkit: planted-ground-truth synthetic meeting factory, VAD, speaker embeddings, diarization (AHC/spectral/VB-HMM), overlap detection, CTC speaker-attributed ASR, cpWER/DER/JER evaluation, online streaming mode, deterministic reports. NumPy core, CPU-only torch extra.
Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex, and Gemini CLI: local deterministic AST parsing, every edge explained, no vector store.
Persistent file-based planning for AI coding agents and long-running tasks. Crash-proof markdown plans, session recovery after /clear and compaction, per-turn re-injection against context rot, deterministic completion gate. Manus-style. Install from npm, the Claude Code plugin marketplace, or npx skills. Codex, Cursor, OpenCode, 60+ agents.
Claude-first paid-media operations skill for Claude Code across 12 ad platforms (Google, Meta, YouTube, LinkedIn, TikTok, Microsoft, Apple, Amazon, Reddit, Pinterest, Snapchat, X): source-grounded audits, deterministic findings and evidence coverage, versioned JSON reports, and capability-gated account changes.
For EHRs, payer portals, and any app your team clicks through. A person or an agent shows the task; OpenAdapt turns it into a local program that repeats the steps with no model calls, checks each save, and stops when something doesn't match.
The open-source governance layer for AI agents: write the rules declaratively, Bernstein enforces them and produces the verifiable, replayable record. Free, Apache-2.0. https://bernstein.run
Stop your AI from making things up — it proposes, deterministic tools decide, every claim checked against ground truth with evidence. Grounded facts and context survive resets. Reverse engineering is the proving ground. MCP server + CLI.
Repeatable agents-plus-code workflows, packaged as one skill, stamped into any repo. Deterministic Python owns the graph; coding agents are bounded nodes inside it.
File your Indian income tax return (ITR) from your terminal. Deterministic tax engine, both regimes, AY 2026-27. Claude Code / Codex / Gemini skill.
SEO foundation checks as an Agent Skill: give it a URL, get a crawler's-eye pass/fail report with evidence. 26 structural checks, zero LLM, deterministic.
麦当劳省钱点餐助手(麦门精算师)|麦当劳优惠券组合优化 Skill:拉取麦当劳菜单与全部可用优惠券,算出最省的点餐组合,巨无霸套餐 ¥47 → ¥21.9(省 53%)。McDonalds MCP(麦当劳 MCP)coupon optimizer · McDonalds China MCP Server · Agent Skill for WorkBuddy · 麦当劳程序员创意开发大赛参赛作品
Code for paper "Computation Offloading Optimization for UAV-assisted Mobile Edge Computing: A Deep Deterministic Policy Gradient Approach"
Evidence-grounded repository audit CLI - deterministic scanner, MCP server, live dashboard, and a GitHub Action that posts PR diffs.
Governance standard and reference toolset for LLM-maintained knowledge corpora
CTI Expert — Cyber Threat Intelligence & OSINT analysis skill for Claude Code / Codex. 120+ commands, 57 techniques, 79 typed MCP tools, deterministic case pipeline + ICD-203 reports. No API keys required for core.
Deterministic computation ledger for agentic data work.
Give AI agents eyes, ears, and verifiable results. Watch Skill turns video, audio and screen activity into searchable, timestamped evidence and proves work with deterministic contracts, not model opinion. DeepWatch is the agent workspace built on DeepSeek Harness. Python + npm, MCP, CLI, REST, Web.
结合多大模型分析与确定性代码风控的自主量化交易系统 | Autonomous crypto trading system with multi-LLM analysis, deterministic Python risk control & OKX execution.
ICT and SMC market-structure validation skill with deterministic OHLCV scanning
Evidence-first runtime for a wheeled mobile household robot with bounded actions, replayable events, and fail-closed verification.
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.
Multi-axis PR review orchestration for Claude Code — 5 independent review perspectives, symmetric cross-verification, deterministic coverage assertion
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.
Source-backed stock research skill with deterministic scenario rating
Deterministic project intelligence, durable workflow orchestration, and reusable MCP engineering tools for Codex.
Deterministic, bounded local Git context as Markdown or JSON. Standard-library Python CLI.
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.
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.
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.
ARC-AGI-3 Solver using Rendered Deterministic Moore Machines
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.
Deterministic SRPG map tile pixel-art compiler MVP
AI travel planning engine with deterministic route scheduling, verified POIs, and fact-grounded LLM generation.
Fully deterministic cross-device LLMs inference
Deterministic, read-only Git evidence for coding agents and automation. Standard-library Python CLI.
Claude Code skill that produces Korean motion-graphics videos end to end: brief, research, script, ElevenLabs narration, music, images, deterministic HTML render, mix and automated QA.
24/7 market-making system around Jev (TypeSafe System One) decisions: deterministic state, calibrated judgments, hard risk vetoes.
投镜 · Personal Investment Twin — an AI investment decision coach: rebuilds your investment episodes from your own trading history, attributes P&L with deterministic computation, and reminds you before you repeat past mistakes. No stock picks, no prediction, no auto-trading.
STROT (arXiv:2505.01636): compile-time LLM code synthesis with deterministic, self-routing NLU runtimes. PyPI: strot-ai
Static ads con l'AI: concept, routing Higgsfield vs CSS deterministico, eval e self-learning per Claude Code
A self-hosted AI agent runtime with WebUI, MCP tools, context governance, and Record & Replay for deterministic execution & evaluation.
Create original image-based narration animations with semantic motion, continuous micro-expressions, TTS, and deterministic rendering.
Provider-neutral, user-controlled research workflow core with typed artifacts and deterministic validators
Deterministic GEO audits for AI search: a Python CLI and Claude Code skills that score how well AI engines can read, quote and cite a site.