Oxyde ORM is a type-safe, Pydantic-centric asynchronous ORM with a high-performance Rust core designed for clarity, speed, and reliability.
A restricted execution environment for Python to run untrusted code.
NucliaDB, The AI Search database for RAG
Safely add untrusted strings to HTML/XML markup.
Research Artifact Protocol for Rigorous and Trustworthy AI Scientists
A simple application that extracts your IoCs from garbage input and checks their reputation using multiple CTI services.
Setuptools plugin for Rust support
Awesome Programming Best Practices for Beginners
[ICML 2024] TrustLLM: LLM trustworthiness evaluation across truthfulness, safety, fairness, robustness, privacy and ethics. Python/CLI toolkit for local models, compatible APIs and AI agent orchestration.
HugAgentOS: The Self-Evolving AgentOS for Ontology-Grounded Trustworthy Reasoning
#1 quality TLS certs while you wait, for the discerning tester
A tool for customers to evaluate their AWS service configurations based on AWS and community best practices and receive recommendations on potential improvements.
A CNCF Project to Bootstrap & Maintain Trust on the Edge / Cloud and IoT
EnvKit — free local development environment for Windows & macOS: nginx/Apache, multiple PHP versions, MySQL/MariaDB, PostgreSQL, Redis, MongoDB, Mailpit, Node.js, trusted .test HTTPS, and a built-in MCP server for AI-assistant control. A Laragon/XAMPP/Herd alternative.
Turn any document into clean, AI-ready Markdown. Local-first desktop app: reads scanned PDFs, batches folders, runs offline, and uses far fewer tokens than vision models.
From teacher to tiles — a from-scratch LLM distillation & serving engine: custom Triton/CUDA kernels, FSDP distillation, paged-KV continuous batching, speculative decoding, a Rust gateway, a JAX oracle, and interpretability tooling.
Quickly search, compare, and analyze genomic and metagenomic data sets.
LockKnife: The Ultimate Android Security Research Tool. A unified TUI workspace and headless CLI for deep Android security research, built for researchers and hackers. Powered by Python orchestration and a Rust-accelerated core, enabling AI agent–driven hacking, credential recovery/cracking, APK analysis, intelligence gathering, runtime inspection.
A set of Python/Rust tools to aid routing in KiCad
Agent Skill 步进治理体系:由程序保证 Agent 不跳步骤(step-gate Rust 门控 + 交付门 + 链治理)
handwritten harness for AI, not vibecoded, everything is a module/plugin, tailor made for use with local models, tiny system prompt (around 1k by default), support for exclusive llamacpp features, strong security, strict zero-trust-in-the-ai policy (the code hard limits the ai, no amount of prompt engineering will bypass it)
Structural memory for AI coding agents. Bi-temporal graph, MCP-native, zero LLM calls. Cursor · Claude Code · Codex · DeepSeek Harness · Hermes · VS Code · Windsurf.
Caura (formerly MemClaw) — governed shared memory for AI agent fleets. Multi-agent, multi-tenant, MCP-native. Trust tiers, keystone policies, audit trails, knowledge graph, self-improving retrieval. Apache 2.0.
A Trusted Human-Multi-Agent Reinforcement Learning Interaction Framework
针对GPT 5.6的破甲实验项目,基于Rust开发
Established strong JEV based natural language to SQL performance and well-covered semantic operators for PostgreSQL(PG) with optimized cost and latency. Reusable evidence, with native execution, parallel plans and explainable embeddings in development preview.
OpenTofu + DigitalOcean + Spacelift + Doppler + Twingate: a zero-trust cloud lab, built in costed stages.
A curated list of plugins, apps, tools and resources for Tern, Stencil's Rust-native neoterminal
Turn npm, Python, and Rust release evidence into bounded Codex maintenance tasks.
Billion-scale embedded vector database built entirely on Parquet and Arrow.
Auditable LLM multi-agent town simulation with AgentScope, Mesa, replay, policy experiments, and Streamlit
CRAP scores for Clojure, Java, Go, TypeScript, Rust, and Python, in the snapshot uml-viewer reads.
Deterministic telemetry & control plane for multi-agent AI systems. Atomic POSIX JSONL event bus, W3C/OpenTelemetry DAG reconstruction, and circular handoff guardrails.
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World of Tanks 0.8.2 offline-battle mod with tactical bots and trusted-LAN multiplayer
Samsung QN90B and QN90F root
GUI / Computer-Use / Browser Agent 安全论文清单 —— 按攻防轴组织,每篇附中文简介
community maintained vllm/vllm-omni style inference engine for system1 models in Rust for extreme efficient performance
Evidence-aware multi-engine mathematics runtime for LLMs: exact, symbolic, formal, certified-interval and numeric computation with typed MathIR, trust labels, and full provenance
Chatpin puts your AI’s chat template under inspection and lock. Compare it with the publisher’s original, flag suspicious conditional logic, and pin the version you trust so unexpected changes fail CI before deployment. Built for GGUF and safetensors workflows. Your model has a chat template. Give it a tamper alarm.
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PhD-level Tauri 2 desktop app skills: Rust, React, Python, MCP, streaming, CI/CD — parallel execution ready
Build packages, go/Rust projects, and OS images with Buck2
Android device attestation and fingerprinting tool
Ephemeral, stateless, capability-bound execution for untrusted AI and agent-generated code.
Mutation testing for Clojure, Java, Go, TypeScript, Rust, and Python, in the snapshot uml-viewer reads.
📖 GPU parallel programming from the ground up : CUDA C++ and Rust 🦀 kernels paired with clickable SVG 2D/3D architecture diagrams (warps, SMs, memory tiers). Includes reduction, scan, matmul, and a full image‑processing capstone
An Android security research lab for analyzing client trust boundaries, insecure local state, exported components, and runtime integrity controls. Includes a purpose-built vulnerable app, static APK checks, Frida instrumentation, reproducible findings, and validated remediations.
Pre-inference tool and agent routing for MCP, A2A and tool-rich LLM systems. Reduce candidate tools before model inference with policy-aware routing and recovery.
万象谱 Loreweft|面向长篇小说工程的 AI 原生创作工作台|AGPL-3.0 开源
A performance-focused Rust project built with a strong emphasis on stability, modularity, and keeping the codebase up to date with the latest game changes.
Beyond RAG: An open-source agentic healthcare search framework using Gemini and Google ADK for query fan-out, evidence retrieval, grounding, citation evaluation, and trustworthy healthcare information discovery.
Headless calibrated-brush renderer: strokes JSON to PNG + layered .kra + layered .psd + reveal video. Pure Rust, no Krita process needed.
Explainable AI for detecting and diagnosing dental issues from X-rays.
Operational tooling & discipline for multi-agent AI engineering fleets — mutation-proven guards, a Textual terminal monitor, generalized skills, and specs. Every check ships with proof it can fail.
A mini developer hub for your network access, credentials, machines, AI, storage, and remote workflow.
Demo: IA detecta golpe do Pix e rastreia a quadrilha. Rust + Jev vs Python + DeepSeek em tela dividida.
Local-first multi-agent market research desktop workspace built with Tauri, Next.js, and an embedded TradingAgents-compatible core.
Agents you can inspect, replay and trust. An agent framework for TypeScript and Python, built on an append-only event log.
Agent OpenTelemetry (otel) rules pack: enriches opentelemetry with agent telemetry, steps, access rights and policy to explain agent failure.