akitaonrails / microgpt
Simple study repo for tiny GPT-like model training (not a complete, functional model, for education only)
akitaonrails / microgpt
BerriAI / litellm
The fastest, litest AI Gateway. Rust core with Python SDK. Call 100+ LLM APIs in OpenAI (or native) format with cost tracking, guardrails, load balancing, and logging [Bedrock, Azure, OpenAI, Anthropic, OpenAI, VertexAI, vLLM, Nvidia NIM]
cft0808 / edict
🏛️ 三省六部制 · OpenClaw Multi-Agent Orchestration System — 9 specialized AI agents with real-time dashboard, model config, and full audit trails
data-privacy-stack / presidio
An open-source framework for detecting, redacting, masking, and anonymizing sensitive data (PII) across text, images, and structured data. Supports NLP, pattern matching, and customizable pipelines.
guardrails-ai / guardrails
Adding guardrails to large language models.
NVIDIA-NeMo / Guardrails
NeMo Guardrails is an open-source toolkit for easily adding programmable guardrails to LLM-based conversational systems.
IBM / mcp-context-forge
An AI Gateway, registry, and proxy that sits in front of any MCP, A2A, or REST/gRPC APIs, exposing a unified endpoint with centralized discovery, guardrails and management. Optimizes Agent & Tool calling, and supports plugins.
confident-ai / deepteam
DeepTeam is a framework to red team LLMs and AI agents.
teaql / teaql-agent-kit
A model-driven harness for AI coding agents: semantic modeling, app generation, progressive API Assist and evidence-based verification.
future-agi / future-agi
Open-source, end-to-end platform for evaluating, observing, and improving LLM and AI agent applications. Tracing · Evals · Simulations · Datasets · Gateway · Guardrails. Self-hostable. Apache 2.0.
msoedov / agentic_security
Agentic LLM Vulnerability Scanner / AI red teaming kit 🧪
wanxingai / LightAgent
LightAgent: Lightweight Python framework for OpenAI-compatible agents with tools, memory, guardrails, tracing, lifecycle hooks, multi-agent collaboration, and workflows.
cuga-project / cuga-agent
CUGA is an open-source generalist agent harness for the enterprise, supporting complex task execution on web and APIs, OpenAPI/MCP integrations, composable architecture, reasoning modes, and policy-aware features.
flosell / trailscraper
A command-line tool to get valuable information out of AWS CloudTrail
blacklanternsecurity / badsecrets
A library for detecting known secrets across many web frameworks
LC044 / TrailSnap
TrailSnap (行影集) | AI-Powered open-source photo album for travel & life memories.（AI赋能的开源相册工具，珍藏旅行与生活点滴）
jagmarques / asqav-sdk
Python and TypeScript SDKs for verifiable evidence of AI agent actions. Signed receipts, policy enforcement, audit trails. Works with LangChain, CrewAI, MCP.
graygnatconsole / mcp-audit-tool
🛡️ Security audit CLI for Model Context Protocol (MCP) servers — scan AI agent configs for tool poisoning, rug pulls, hardcoded secrets, command injection & supply-chain risks. Pure Python, SARIF + CI ready.
WILLOSCAR / research-units-pipeline-skills
Research pipelines as semantic execution units: each skill declares inputs/outputs, acceptance criteria, and guardrails. Evidence-first methodology prevents hollow writing through structured intermediate artifacts.
caura-ai / caura
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.
FuRongJun-1999 / dsh-memory
白箱AGI架构探索：元认知（自我认知循环）、持续学习（知识飞轮）、世界模型（条件空间+语义时空图）、自我改进（自举纪律）、零LLM白箱管线与可审计信任护栏。
aaddrick / building-with-typesafe-jev
Unofficial skill that teaches coding agents to build with TypeSafe AI's Jev: typed decisions, calibrated confidence, and prior art from 150+ community projects.
Cygnux-Labs / Tracekit
Tamper-evident tracing, policy gates and cross-checks for AI agents: see what the agent did, and why.
Pyruslili / Nocturne-Memory-Core
Nocturne Memory Core — A continuity layer for AI systems, connecting human-readable memory, selective Breath, Drive dynamics, latent notes, and evolving Trails. Evolved from Ombre Brain.让AI的记忆、状态与判断轨迹跨越会话继续抵达。一个连接记忆、主动记录与演化路径的连续性系统。樱花粉/灰烬黑双色前端
openlayer-ai / jevals
Agent evals and guardrails as Jev decisions: one request per trace, a fraction of a cent, fast enough for the agent loop. Runs locally with Kev or Laya.
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.
Sega757 / Chronos-V3-the-Architecture-of-Conjunctive-Transparency-C-T-
Bicameral deterministic AI runtime: Zero-hallucination System 1/2 reasoning engine with cryptographic audit trails (RFC 8785, Ed25519) and PoSP consensus arbitration.
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.
guilhermeonrails / LeIA-MBA
Fork do LeIA (léxico PT-BR para análise de sentimentos) com vocabulário estendido para a aula de Análise de Sentimentos
PyModel / jev-judge-mcp
Typed judgment tools for MCP agents. TypeSafe's Jev model as verify, screen, find, classify, rerank, decide, compare, extract, review, gate, and score: the model judges, policy decides auto, review, or escalate.
entbappy / Multi-Agent-System-using-LangGraph-MCP-Supervisor-Guardrails-HITL
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talhaanwarch / awesome-llmops-platforms
Curated list of open-source LLMOps tools: tracing, evals, AI gateways, guardrails and prompt management. Sorted by stars, refreshed weekly.
Bestpart-Irene / secondsign-core
The gate between an AI agent and real money. Runtime authorization for financial AI agents: structured intent, deterministic policy, human approval, execute-once gateway, tamper-evident receipts. Open core, Apache-2.0.
scs0209 / laya-guard
Free local guardrail for AI coding agents: every tool_call judged on-device (regex + Laya), allow/review/block
linsahdkadsa / repair-ai-image-quality
One-click deterministic AI image denoise skill with fidelity guardrails
ardenmowbray / portkey-gateway
Argolink gateway patterns for a stable application client, model routing, retries, guardrails, configuration, and API integration.
weidutech / PentestPi
Autonomous Penetration Testing Agent Framework with External State Memory & Anti-False-Falsification Guardrails.
zencefilefendi / kadi
⚖️ Kadı — a calibrated judge in front of your frontier LLM. Routine decisions answered locally with a conformal-prediction guarantee (≤ α disagreement with the oracle); everything else escalated and learned from. Zero-dependency Python.