LLMOps
LLM Observability & Tracing
- Agenta-AI/agenta - Agenta is an open-source LLMOps platform designed to accelerate the development of reliable LLM applications, offering integrated prompt management, evaluation, and observability features.
- Arize-ai/openinference - OpenInference provides conventions and instrumentation for OpenTelemetry to enable detailed tracing and observability of AI applications, especially those built with LLMs and agents.
- Arize-ai/phoenix - Phoenix is an open-source AI observability platform for LLM application experimentation, evaluation, and troubleshooting, providing tracing, evaluation, dataset management, prompt management, and a...
- chirpz-ai/pandaprobe - PandaProbe is an open-source agent engineering platform for collaboratively tracing, evaluating, monitoring, and debugging AI agents, with integrations for LangGraph, CrewAI, and other agent SDKs.
- cloudshipai/station - Station is an open-source, Git-backed runtime for deploying and orchestrating intelligent multi-agent AI systems on self-hosted infrastructure with built-in evaluation and observability.
- comet-ml/opik - Opik is an open-source platform for comprehensive observability, evaluation, and optimization of LLM applications, RAG systems, and agentic workflows.
- comet-ml/opik-mcp - Opik MCP (Model Context Protocol) server for integrating AI hosts (Claude Code, Cursor, VS Code Copilot) with Opik for LLM observability, evaluation, and prompt management.
- comet-ml/opik-openclaw - An official plugin for OpenClaw that exports agent traces to Opik for comprehensive LLM observability, monitoring, and evaluation.
- cyberark/agentwatch - Agentwatch is a platform-agnostic observability framework for monitoring AI agent interactions, LLM calls, and tool usage across various AI development frameworks, providing real-time insights and ...
- deepsense-ai/ragbits - Ragbits is a toolkit for rapid development and operation of GenAI applications, providing building blocks for LLM integration, RAG processing, multi-agent workflows, observability, and testing.
- douglasmonsky/codex-usage-tracker - Tracks and analyzes local Codex (OpenAI) token usage, costs, and thread patterns through a local-first dashboard and CLI, aiding in cost optimization and waste reduction for AI developers.
- evilmartians/agent-prism - AgentPrism is an open-source library of React components for visualizing traces from AI agents, turning complex OpenTelemetry and Langfuse data into clear, debuggable diagrams.
- Helicone/helicone - Helicone is an open-source LLM observability platform and AI gateway that provides monitoring, evaluation, prompt management, and intelligent routing for large language models.
- however-yir/knowledgeops-agent - KnowledgeOps Agent is an enterprise-grade Spring AI platform designed for multi-tenant RAG, tool calling, and agent workflow orchestration, featuring robust security, observability, and evaluation ...
- inferock/inferock-bench - inferock-bench is a local LLM cost-tracking proxy that provides independent, per-call receipts for OpenAI, Anthropic, Gemini, and OpenRouter, helping users audit bills, track token usage, and ident...
- Javis603/token-monitor - A real-time desktop widget to monitor token usage, AI limits, and costs across various AI coding tools, featuring multi-device synchronization and historical usage trends.
- langchain-tracer/Axon - Axon is an OpenTelemetry-native CLI for local LLM observability, providing real-time dashboards to monitor and debug LLM/agent traces without cloud accounts.
- langfuse/langfuse - Langfuse is an open-source LLM engineering platform for developing, monitoring, evaluating, and debugging AI applications, offering observability, prompt management, and evaluation capabilities.
- langfuse/oss-llmops-stack - An open-source, modular LLMOps stack combining LiteLLM for LLM API unification, routing, and cost control, with Langfuse for detailed observability, prompt versioning, and performance evaluation in...
- latitude-dev/latitude-llm - Latitude is an open-source AI monitoring platform that provides issue detection, human-aligned evaluations, and agent-native tracing for LLM applications and AI agents.
- liaohch3/claude-tap - A local proxy and trace viewer for AI coding agents, capturing and inspecting API traffic to debug agent behavior and analyze prompts, messages, and tool definitions.
- lmnr-ai/lmnr - Laminar is an open-source observability platform purpose-built for AI agents, offering tracing, evaluation, AI monitoring, SQL access, dashboards, and data annotation for LLM-based applications.
- mikehasa/agentacct - Agentacct is a local-first agent work intelligence tool for coding agents, providing a dashboard to track token usage, estimated costs, tasks, and work steps without external telemetry.
- msfirebird/claw-lens - An open-source, local-first observability dashboard for OpenClaw AI agents, providing cost analytics, live monitoring, deep session inspection, and security auditing.
- openlit/openlit - OpenLIT is an open-source platform offering OpenTelemetry-native observability for LLMs, including GPU monitoring, guardrails, evaluations, prompt management, and API key vault, to streamline AI de...
- palico-ai/palico-ai - Palico AI is an integrated framework for iterative development, evaluation, and production of LLM applications, offering tools for building, improving performance, and debugging.
- pydantic/logfire - Pydantic Logfire is an observability platform for Python applications, providing detailed insights into production systems, including those leveraging LLMs and FastAPI, built on OpenTelemetry.
- raga-ai-hub/RagaAI-Catalyst - RagaAI Catalyst is a Python SDK for comprehensive observability, monitoring, and evaluation of AI agents and LLM applications, offering tracing, debugging, and advanced analytics.
- rajudandigam/agent-inspect - Agent Inspect provides local execution trees, tracing, and debugging for TypeScript AI agents, offering in-depth insights into agent runs without cloud dependencies.
- Scale3-Labs/langtrace - Langtrace is an open-source, OpenTelemetry-based observability tool providing real-time tracing, evaluations, and metrics for LLM applications, including LLMs, LLM frameworks, and vector databases.
- stainlu/hermes-labyrinth - Hermes Labyrinth is a read-only observability plugin for Hermes Agent, visualizing autonomous agent journeys and interactions with prompts, tools, and memory into a navigable map.
- tma1-ai/tma1 - TMA1 provides local-first observability for LLM agents, capturing every LLM call, routing insights back to the agent via hooks and MCP tools, and offering a dashboard for detailed analysis.
- traceloop/openllmetry - OpenLLMetry provides open-source observability for LLM applications by extending OpenTelemetry to capture traces and metrics from LLM providers, vector databases, and AI frameworks.
- traceloop/openllmetry-js - OpenLLMetry-JS provides open-source observability for LLM applications in JavaScript/TypeScript, built on OpenTelemetry to trace interactions with LLM providers and vector databases.
- traceroot-ai/traceroot - TraceRoot is an open-source observability and self-healing platform for AI agents, providing tracing, AI-powered debugging, and detectors for production issues like hallucinations and tool failures.
- VasiHemanth/tokentelemetry - TokenTelemetry is a 100% local, open-source observability dashboard for AI coding and autonomous agents, tracking token usage, costs, tool calls, and session traces.
- vllora/vllora - vLLora is a lightweight, real-time debugging and observability tool for AI agents, providing tracing and analysis of LLM interactions via an OpenAI-compatible API.
- VoltAgent/voltagent - VoltAgent is an end-to-end AI Agent Engineering Platform offering an open-source TypeScript framework for building intelligent agents and a VoltOps Console for observability, automation, deployment...
LLM Evaluation & Testing
- agencyenterprise/PromptInject - PromptInject is a framework for quantitatively analyzing the robustness of LLMs against adversarial prompt attacks through modular prompt assembly and evaluation.
- alphadl/AdaRubrics - AdaRubric offers task-adaptive rubrics and dense reward signals for evaluating LLM agent trajectories, enhancing evaluation reliability and reward learning.
- athina-ai/athina-evals - A Python SDK offering 50+ preset and custom evaluations for LLM-generated responses, integrating with the Athina IDE for experimentation and dataset comparison.
- confident-ai/deepeval - DeepEval is an open-source LLM evaluation framework, offering a variety of metrics and tools for assessing the performance of AI agents, RAG pipelines, and chatbots through unit testing.
- coze-dev/coze-loop - Cozeloop is an open-source platform offering full-lifecycle management for AI agents, encompassing development, debugging, evaluation, and monitoring.
- cvs-health/langfair - LangFair is a Python library for conducting use-case level bias and fairness assessments of large language models (LLMs) by allowing users to bring their own prompts for evaluation.
- cvs-health/uqlm - UQLM is a Python library for detecting and mitigating hallucination in Large Language Model (LLM) outputs using uncertainty quantification techniques.
- cyberark/FuzzyAI - FuzzyAI is an automated LLM fuzzing tool designed to identify and mitigate potential jailbreaks and security vulnerabilities in LLM APIs.
- darkrishabh/agent-skills-eval - A test runner for Agent Skills that evaluates the effectiveness of AI agent skills by comparing model performance with and without a skill, using a judge model for grading.
- evidentlyai/evidently - Evidently is an open-source Python framework for evaluating, testing, and monitoring ML and LLM systems, providing comprehensive data and model quality checks from experiments to production.
- EvolvingLMMs-Lab/lmms-eval - LMMs-Eval is a unified, reproducible, and efficient evaluation toolkit for multimodal large language models (LMMs) across diverse tasks like text, image, video, and audio.
- future-agi/future-agi - Future AGI is an open-source, end-to-end platform for evaluating, observing, simulating, and protecting LLM and AI agent applications, offering tracing, evals, guardrails, and a performant gateway.
- GiovanniPasq/chunky - Chunky is an open-source toolkit for preparing documents for Retrieval Augmented Generation (RAG) pipelines, offering PDF-to-Markdown conversion, cleaning, chunk inspection, and chunking strategy c...
- Giskard-AI/giskard-oss - Giskard is an open-source Python library for testing and evaluating agentic systems and LLM applications, offering tools for scenario-based testing, red teaming, and vulnerability scanning.
- hegelai/prompttools - PromptTools provides open-source utilities for experimenting with, testing, and evaluating prompts, LLMs, and vector databases through code, notebooks, and a local playground.
- huangyiminghappy/ai-eval-platform - An open-source, self-hosted AI evaluation platform offering a web UI for assessing RAG, AI Agents, and multi-turn conversations through dataset management, scenario presets, metrics, LLM-as-a-Judge...
- ianarawjo/ChainForge - ChainForge is an open-source visual programming environment designed for battle-testing, comparing, and evaluating prompts and LLM responses across different models and settings.
- ifixai-ai/iFixAi - iFixAi is a diagnostic tool that evaluates AI models and agents for operational misalignment, including fabrication, manipulation, deception, unpredictability, and opacity, by running up to 45 insp...
- iMeanAI/WebCanvas - WebCanvas is an open-source framework for building, training, and evaluating LLM-based web agents in dynamic, real-time online environments.
- JinjieNi/MixEval - MixEval is a dynamic, ground-truth-based benchmark and evaluation suite for large language and multimodal models.
- juanjuandog/FinSight-AI - FinSight AI is an open-source AI equity research agent that develops evidence-grounded reports with resilient workflow orchestration, RAG evaluation, and comprehensive backend infrastructure.
- JudgmentLabs/judgeval - Judgeval is an open-source Python SDK enabling continuous improvement for AI agents through OpenTelemetry-based tracing, agent-judge evaluations, and online monitoring of LLM-powered applications.
- langwatch/better-agents - Better Agents is a CLI tool and set of standards for building, testing, and collaborating on AI agents, integrating with various frameworks and coding assistants for production readiness.
- langwatch/langwatch - LangWatch is a platform for end-to-end LLM evaluations, AI agent testing, and observability, offering tools for simulations, performance monitoring, prompt optimization, and an AI gateway for gover...
- LeoYeAI/myclaw-bench - MyClaw Bench provides a comprehensive benchmark for evaluating AI agents on OpenClaw, featuring 45 tasks across four difficulty tiers with a focus on real-world outcomes and complex reasoning.
- LLAMATOR-Core/llamator - LLAMATOR is a Python framework for red teaming and security testing of chatbots, Generative AI systems, LLMs, RAGs, Agents, and Vision Language Models (VLMs) against various attacks and vulnerabili...
- Marker-Inc-Korea/AutoRAG - AutoRAG is an open-source framework designed to automate the evaluation and optimization of Retrieval-Augmented Generation (RAG) pipelines using an AutoML-style approach for specific datasets.
- MigoXLab/LMeterX - LMeterX is a professional, full-lifecycle platform for load testing and performance benchmarking of large language models and other AI inference services, offering real-time monitoring and AI-power...
- msoedov/agentic_security - Agentic Security is an open-source vulnerability scanner and AI red teaming kit designed to test Large Language Models (LLMs) and agent workflows against jailbreaks, fuzzing, and multimodal attacks.
- NVIDIA/garak - Garak is an open-source LLM vulnerability scanner designed to red-team and assess generative AI models for weaknesses like hallucination, data leakage, prompt injection, and toxicity.
- onyx-dot-app/EnterpriseRAG-Bench - EnterpriseRAG-Bench offers a benchmark dataset and evaluation framework for RAG systems using realistic company internal documents and a diverse set of questions.
- OpenBMB/UltraEval-Audio - UltraEval-Audio is a unified open-source framework for comprehensive and reproducible evaluation of audio foundation models across speech understanding and speech generation tasks.
- PacificAI/langtest - LangTest is an open-source library for testing and evaluating Large Language Models and NLP models for various quality aspects like robustness, bias, fairness, and accuracy.
- plurai-ai/intellagent - IntellAgent evaluates and optimizes conversational AI agents through simulated, realistic synthetic interactions to uncover failure points and improve performance.
- prometheus-eval/prometheus-eval - Prometheus-Eval is a framework and a collection of open-source LLM judges designed for evaluating the quality of LLM responses in generation tasks, supporting both absolute grading and pairwise ran...
- promptfoo/promptfoo - Promptfoo is a CLI and library for evaluating LLM applications, offering automated testing, red teaming, and vulnerability scanning for prompts, models, agents, and RAGs.
- Raudaschl/rag-fusion - RaG-Fusion enhances RAG via multi-query generation and Reciprocal Rank Fusion to improve retrieval, especially for term mismatches, including an evaluation harness with NFCorpus/BEIR.
- relari-ai/continuous-eval - continuous-eval is an open-source framework for data-driven, modular evaluation of LLM-powered applications, offering a comprehensive metric library and probabilistic evaluation capabilities.
- rhesis-ai/rhesis - Rhesis is an open-source collaborative testing platform for LLM and agentic applications, providing AI-powered test generation, conversation simulation, adversarial testing, and comprehensive evalu...
- Ricky-7-Yan/intelligent-audit-system - AuditPilot is an enterprise AI agent workbench designed for auditable, evidence-grounded workflows, featuring governed tools, evaluation harnesses, human review, and remediation delivery for audit ...
- ShenSeanChen/waku-agent - Waku Agent is a local-first, personal AI assistant emphasizing a transparent architecture for its harness, loop, memory, and evaluation, designed for clarity and customizability.
- superlinear-ai/raglite - RAGLite is a Python toolkit for Retrieval-Augmented Generation (RAG) that provides configurable components for LLMs, vector databases, and rerankers, with optimized strategies for chunking, retriev...
- TIGER-AI-Lab/ClawBench - ClawBench is an open-source benchmark for evaluating AI browser agents on a diverse set of everyday online tasks across live websites, measuring end-to-end task success.
- truera/trulens - TruLens is an open-source framework for systematically evaluating and tracking LLM applications and AI agents, providing fine-grained instrumentation and comprehensive feedback functions.
- uptrain-ai/uptrain - UpTrain is an open-source platform providing evaluation and monitoring for Generative AI applications, offering preconfigured checks, root cause analysis, and production monitoring for LLMs.
- vectara/open-rag-eval - An open-source Python toolkit for evaluating Retrieval-Augmented Generation (RAG) pipelines, offering flexible metrics and connectors without requiring golden answers.
- vibrantlabsai/ragas - Ragas is an evaluation framework for LLM applications that provides objective metrics, test data generation, and feedback loops for continuous improvement.
- ZhangJinHaHaHa/AgentLens - AgentLens is a decentralized marketplace and infrastructure for AI Agents, providing verifiable proof of capabilities, security, and track record using on-chain auditing, TEE attestation, and ZK pr...
Prompt Management
- agentmark-ai/agentmark - AgentMark is an open-source platform for defining, managing, and evaluating AI agent prompts, datasets, and traces directly within a Git repository using OpenTelemetry for observability.
- austin-starks/Promptimizer - An automated, AI-powered framework that uses genetic algorithms and machine learning to optimize LLM prompts, illustrated with an AI-driven stock screening example.
- BoundaryML/baml - BAML (Basically a Made-up Language) is an AI framework that facilitates reliable AI workflows and agents by transforming prompt engineering into schema engineering for structured output generation.
- bujue3709/GPT-Conversation-Toolkit - A browser extension for ChatGPT web platform, offering conversation management, export, search, prompt management, and timeline navigation features to enhance user experience.
- dot-agent/nextpy - Nextpy is a framework for building self-modifying software, focusing on guardrails, structured outputs, a powerful prompt engine for pre-compiling and session state, and optimized code generation f...
- genkit-ai/genkit - Genkit is an open-source framework by Google for building and operating AI-powered applications across multiple languages, featuring unified APIs for various models, structured outputs, multi-modal...
- Jia-Ethan/grok-keysmith - A Python CLI tool for deploying versioned instruction Markdown files, such as AGENTS.md, to Grok Build, ensuring global configuration with compatibility and hook isolation and providing a robust un...
- langfuse/mcp-server-langfuse - A Model Context Protocol (MCP) server that integrates with Langfuse to provide prompt discovery, retrieval, and management capabilities.
- lastmile-ai/aiconfig - AIConfig is an open-source framework for building and managing generative AI applications by version-controlling prompts, models, and parameters as JSON-serializable configurations.
- microsoft/aici - AICI (Artificial Intelligence Controller Interface) allows building Wasm-based controllers to constrain and direct LLM output in real time, enabling advanced generation strategies.
- microsoft/prompty - Prompty is a markdown-based file format (.prompty) and runtime for creating, managing, and executing LLM prompts, providing tools for development, previewing, and tracing.
- minipuft/claude-prompts - A prompt template server for Claude, enabling hot-reload, thinking frameworks, and quality gates for crafting reusable prompts and orchestrating agentic workflows.
- neuron-core/neuron-ai - Neuron is a PHP framework for building and orchestrating AI agents, supporting LLM integration, prompt management, RAG, multi-agent workflows, and observability.
- Open-Source-Legal/OpenContracts - OpenContracts is an open-source document intelligence platform that processes unstructured documents into a programmable citation graph using AI agents, structured extraction, and a Model Context P...
- patterns-ai-core/langchainrb - Langchain.rb provides a Ruby interface for building LLM-powered applications, offering a unified API for various LLM providers, prompt management, and RAG capabilities.
- pezzolabs/pezzo - Pezzo is an open-source, cloud-native LLMOps platform for streamlined prompt design, version management, instant delivery, collaboration, troubleshooting, and observability of AI operations.
- SynaLinks/synalinks - SynaLinks is an open-source neuro-symbolic framework for creating, training, evaluating, and deploying advanced LLM-based applications like RAGs, autonomous agents, and self-evolving reasoning syst...
LLM Gateways & Proxies
- adaline/gateway - Adaline Gateway is a fully local, production-grade SDK providing a unified interface for calling over 300+ LLMs with built-in features like batching, retries, caching, callbacks, and OpenTelemetry ...
- agentgateway/agentgateway - Agentgateway is an open-source proxy offering unified connectivity and governance for AI agents and LLM providers, encompassing security, observability, and advanced traffic management features.
- ai-forever/gpt2giga - A FastAPI proxy that translates OpenAI- and Anthropic-compatible API requests to the GigaChat API, enabling seamless integration of GigaChat with existing LLM applications.
- apache/apisix - Apache APISIX is a dynamic, real-time, high-performance API Gateway that can also function as an AI Gateway, providing AI proxying, load balancing for LLMs, and robust security for AI agents.
- astaxie/TokenHub - TokenHub is an enterprise AI gateway offering role-based access, API routing, usage analytics, and a model catalog for managing various LLM providers.
- atopos31/llmio - LLMIO is a Go-based LLM load-balancing gateway providing a unified API, weighted scheduling, observability, and an admin UI for managing various LLM providers.
- BerriAI/litellm - LiteLLM is an open-source AI Gateway and Python SDK providing a unified interface to over 100 LLM providers, with features like cost tracking, guardrails, load balancing, and observability.
- bestruirui/octopus - Octopus is a self-hosted LLM API aggregation and load balancing service that provides a unified gateway for multiple LLM providers, intelligent routing, and analytics for cost and usage tracking.
- bionic-gpt/bionic-gpt - Bionic is an on-premise, secure, and scalable LLM gateway and RAG platform designed to replace ChatGPT while maintaining data confidentiality and offering advanced features like AI assistants, toke...
- bitrouter/bitrouter - BitRouter is an open-source, local-first LLM router built in Rust that optimizes AI agent performance and cost by dynamically routing requests to the most appropriate LLM, supporting multiple provi...
- caidaoli/ccLoad - ccLoad is an AI API gateway that provides smart routing, automatic failover, exponential cooldown, multi-URL scheduling, real-time monitoring, and cost control for various LLM APIs.
- caozhiyuan/copilot-api - A small AI gateway acting as an OpenAI and Anthropic-compatible proxy for GitHub Copilot, Codex, and other third-party AI providers, enabling unified access and management.
- casdoor/casdoor - Casdoor is an open-source, "AI-first" Identity and Access Management (IAM) and Model Context Protocol (MCP) gateway, providing authentication and authorization for AI applications and agents.
- Chleba/ollamaMQ - ollamaMQ is a high-performance, asynchronous proxy and load balancer for Ollama and LM Studio APIs, providing multi-backend load balancing, fair-share queuing, model-aware routing, and a real-time ...
- coaidev/coai - CoAI.Dev is a next-generation, multi-tenant LLM gateway and AIGC solution offering unified API access, load balancing, cost management, and various AI application features for over 200 models from ...
- dataiku/kiji-proxy - Kiji Privacy Proxy is an intelligent privacy layer for AI APIs that automatically detects and masks personally identifiable information (PII) in requests to AI services.
- decolua/9router - 9Router is an AI router and token saver that connects various AI coding tools to over 40 AI providers, optimizing usage with auto-fallback, quota tracking, and token compression.
- diegosouzapw/OmniRoute - OmniRoute is a free AI gateway that unifies access to over 170 AI providers, offering token compression, auto-fallback, and aggregating free tiers to provide billions of free tokens monthly.
- dwgx/WindsurfAPI - WindsurfAPI is an OpenAI and Anthropic compatible API proxy that translates requests to Windsurf's internal gRPC protocol, providing access to over 100 LLM models with account pooling, rate limitin...
- edgee-ai/edgee - Edgee is an open-source, Rust-powered LLM gateway that optimizes AI traffic through token compression, multi-provider routing, and real-time observability.
- ENTERPILOT/GoModel - GoModel is a fast, lightweight AI gateway written in Go, providing a unified OpenAI-compatible API for various LLM providers with observability, guardrails, streaming, and cost tracking.
- envoyproxy/ai-gateway - Envoy AI Gateway leverages Envoy Gateway to manage and optimize request traffic flows to various Generative AI services and self-hosted models, offering a tiered gateway approach for robust AI infr...
- Fast-Editor/Lynkr - Lynkr is an HTTP proxy CLI tool designed to optimize interactions with LLMs, particularly for AI coding assistants, by compressing tokens, managing caching, and routing requests for efficiency and ...
- ferro-labs/ai-gateway - Ferro Labs AI Gateway is a high-performance Go-native LLM gateway for routing requests across 30+ providers with features like caching, guardrails, A/B testing, and cost controls.
- Francis1998/nexus-llm-router - Nexus is an intelligent multi-LLM router providing task-aware model selection, cost optimization, and production safety controls via a drop-in OpenAI-compatible API.
- GetBusbar/busbar - Busbar is a self-hosted LLM gateway implemented in Rust that provides multi-vendor failover, load balancing, protocol translation, and governance for AI applications.
- guanxiaol/WindsurfPoolAPI - WindsurfPoolAPI is an enterprise-grade multi-account pool proxy for the Windsurf AI platform, supporting over 113 models via OpenAI and Anthropic APIs with features like load balancing and token an...
- higress-group/higress - Higress is a cloud-native AI gateway based on Istio and Envoy, providing unified management, observability, and traffic control for LLM APIs and Model Context Protocol (MCP) servers.
- intentee/paddler - Paddler is an open-source LLM/VLM load balancer and serving platform for self-hosting and scaling models, built around llama.cpp for efficient inference with dynamic model swapping and observability.
- kaitranntt/ccs - CCS is a multi-provider profile and runtime manager for various AI models and APIs, enabling seamless switching between Claude, Gemini, Copilot, OpenRouter, and local models without configuration o...
- katanemo/plano - Plano is an AI-native proxy and data plane for agentic applications, providing built-in orchestration, safety, observability, and intelligent LLM routing to simplify the production deployment of AI...
- Kenza-AI/sagify - Sagify simplifies LLM and ML model deployment, management, and inference on AWS SageMaker, featuring an LLM Gateway for unified access to various large language models.
- khankamraan2006-crypto/fabric-router-core - CloudForge AI is a distributed LLM gateway that orchestrates multi-provider inference with intelligent routing, cost governance, and security for high-availability production environments.
- Kong/kong - Kong Gateway is a cloud-native API and AI gateway offering high performance, extensibility via plugins, and advanced AI traffic capabilities including multi-LLM support, semantic security, and cach...
- LeenHawk/gproxy - GPROXY is a Rust-based, high-performance, multi-provider LLM proxy server that unifies OpenAI, Claude, and Gemini-style APIs, offering multi-tenant authorization, rate limiting, quota management, a...
- lidge-jun/opencodex - OpenCodex is a universal local proxy that enables OpenAI Codex, Claude Code, and Grok Build to utilize any LLM provider, offering advanced model routing, account pooling, and API key management.
- maximhq/bifrost - Bifrost is a high-performance AI gateway that unifies access to over 23 providers through a single OpenAI-compatible API, offering features like automatic failover, load balancing, semantic caching...
- Mintplex-Labs/anything-llm - AnythingLLM is an all-in-one local-first AI application for chatting with documents, managing AI agents, and integrating with various LLMs and vector databases, offering dynamic model routing and m...
- mnfst/manifest - Manifest is a sophisticated LLM gateway and router designed to optimize AI application costs and performance by intelligently routing queries to the most suitable LLM provider and model.
- mozilla-ai/otari - Otari is an open-source, OpenAI-compatible LLM gateway that centralizes routing, authentication, budget enforcement, and usage tracking for over 40 AI providers.
- mydisha/keirouter - KeiRouter is a self-hostable, blazing-fast AI gateway that acts as a smart middleman for LLM API calls, providing intelligent routing, caching, cost control, and security guardrails.
- NadirRouter/NadirClaw - NadirClaw is an open-source LLM router and AI cost optimizer that intelligently routes prompts to different language models based on complexity, reducing API costs by 40-70% through an OpenAI-compa...
- Nayjest/lm-proxy - LM-Proxy is a lightweight, OpenAI-compatible HTTP LLM proxy/gateway for multi-provider inference (Google, Anthropic, OpenAI, PyTorch), supporting real-time streaming, API key management, and dynami...
- nextlevelbuilder/goclaw - GoClaw is a multi-tenant AI agent platform and gateway built in Go, enabling the deployment and orchestration of AI agent teams with extensive LLM provider support, sophisticated memory management,...
- Nexus-Router/nexus - Nexus is an AI gateway that unifies access to multiple LLM providers and Model Context Protocol (MCP) servers, offering robust routing, security, and governance for AI stacks.
- nyroway/nyro - Nyro is a self-hosted AI gateway that translates protocols between different AI tools and model providers, enabling interoperability and flexible model routing without code changes.
- octelium/octelium - Octelium is a self-hosted zero-trust secure access platform operating as a ZTNA, VPN, API/AI/MCP gateway, and PaaS, with specific features for AI/LLM gateway functionality.
- open-bias/open-bias - Open Bias is an open-source reliability harness that acts as a proxy between applications and LLM providers to enforce runtime rules and policies, preventing off-policy behavior.
- packyme/privacy-filter - Privacy Filter is a Go-based LLM privacy gateway that redacts PII and secrets from text with millisecond latency, specifically designed to ensure data privacy before reaching large language models.
- PAIArtCom/Clipal - Clipal is a local LLM API gateway and reverse proxy designed for developer productivity, offering unified access, failover, and key management for AI coding assistants like Claude Code, Codex CLI, ...
- Paritok-official/paritok-4b-v1 - Paritok is an open-source, non-destructive compression model and gateway purpose-built for coding agents, significantly reducing LLM input token costs while maintaining performance on SWE-bench.
- peva3/SmarterRouter - SmarterRouter is an intelligent LLM gateway and VRAM-aware router that profiles models, aggregates benchmarks, and automatically routes queries to the best available LLM, supporting local and exter...
- Portkey-AI/gateway - Portkey AI Gateway is a fast, open-source AI gateway designed for routing requests to over 1,600 LLMs, featuring integrated guardrails, automatic retries, and load balancing for reliable and secure...
- QuantumNous/new-api - new-api is a unified LLM gateway and AI asset management system that enables aggregation, distribution, and cross-conversion of various LLMs into OpenAI, Claude, or Gemini compatible formats, offer...
- reshaprio/reshapr - reShapr is an open-source, no-code MCP Server that transforms traditional REST, GraphQL, and gRPC APIs into LLM-friendly tools, optimizing context windows and enabling AI-native API access.
- romgX/openrelay - OpenRelay is an AI model router and proxy that unifies numerous free and paid AI model quotas into a single local endpoint, enabling their use across various AI tools and IDEs.
- schmitech/orbit - ORBIT is a self-hosted AI gateway and retrieval-adapter layer designed for private, multi-model RAG applications, offering secure inference, data retrieval, and agentic tool-calling capabilities.
- seakee/CPA-Manager-Plus - CPA Manager Plus is a self-hosted dashboard for monitoring AI gateway traffic, providing real-time analysis of requests, costs, failures, quotas, and account health for OpenAI-compatible and CPA/CL...
- starbaser/ccproxy - ccproxy is a CLI-based transparent network interceptor and proxy for LLM clients, enabling cross-provider routing, request/response transformation, and custom hooks for various large language models.
- taichuy/1flowbase - 1flowbase is an open-source virtual model gateway that allows users to build multi-model workflows, publish them as OpenAI/Claude-compatible endpoints, and gain visibility into trace, token, latenc...
- theopenco/llmgateway - LLM Gateway is an open-source API gateway for Large Language Models, providing unified access, API key management, usage analytics, multi-provider routing, and performance monitoring for various LL...
- ThinkWatchProject/ThinkWatch - ThinkWatch is an enterprise-grade AI gateway for secure, audited, and governed access to AI APIs and Multi-Cloud Provider (MCP) tools, providing unified proxying, RBAC, rate limiting, and cost trac...
- thushan/olla - Olla is a high-performance, lightweight proxy and load balancer for LLM infrastructure, providing intelligent routing, automatic failover, and unified model discovery across diverse inference backe...
- tiylabs/tiygate - TiyGate is an open-source AI gateway built in Rust for managing and routing LLM services across multiple providers with features for high availability, logging, and usage analytics.
- TPIsoftwareOSPO/digiRunner-Open-Source - digiRunner is an enterprise-grade API Gateway that acts as a unified control plane for both microservices and AI services, providing governance, cost control, and prompt management for LLMs.
- traceloop/hub - Traceloop Hub is a high-performance, OpenTelemetry-based LLM gateway written in Rust, centralizing control and tracing of LLM calls across multiple providers with built-in observability.
- vllm-project/semantic-router - vLLM Semantic Router is an intelligent routing system designed for managing and orchestrating diverse AI/ML models (mixture-of-models) across various environments, focusing on efficiency, safety, a...
- voidmind-io/voidllm - VoidLLM is a privacy-first, self-hosted LLM proxy and AI gateway designed for teams, offering features like load balancing, multi-provider routing, API key management, usage tracking, and rate limi...
- w8123/EnterpriseAgentFramework - EnterpriseAgentFramework is a Java/Spring Boot platform for registering, governing, orchestrating, and exposing enterprise APIs as AI capabilities for agents, focusing on production-grade AI operat...
- workweave/router - A model router for agentic systems that routes prompts to the most suitable LLM, optimizing performance and cost by dynamically selecting from various providers like Anthropic and OpenAI.
- Writesonic/GPTRouter - GPTRouter is an AI model gateway for managing multiple LLMs and image models, providing universal API access, smart fallbacks, automatic retries, and reduced latency for reliable AI application per...
- youssefvdel/opengate - OpenGate is a self-hosted, OpenAI-compatible API gateway that enables users to access Qwen AI models for free using their chat.qwen.ai accounts, supporting multi-account rotation, tool calling, and...
- youssefvdel/qwengate - Qwen Gate is a self-hosted, OpenAI-compatible API gateway that allows users to access Qwen AI models (via chat.qwen.ai) for free, featuring multi-account rotation, tool calling, and a web dashboard.
AI Safety & Guardrails
- agentcontrol/agent-control - Agent Control provides a centralized control plane for enforcing runtime guardrails and safety policies for AI agents, blocking prompt injections, PII leakage, and other risks.
- cuga-project/cuga-agent - CUGA is an open-source generalist agent harness for enterprises, supporting complex task execution on web and APIs, OpenAPI/MCP integrations, composable architecture, reasoning modes, and policy-aw...
- data-privacy-stack/presidio - Presidio is an open-source framework for detecting, redacting, masking, and anonymizing sensitive data (PII) across text, images, and structured data, leveraging NLP and customizable pipelines.
- deadbits/vigil-llm - Vigil is a security scanner for LLM prompts and responses, designed to detect prompt injections, jailbreaks, and other adversarial attacks using various scanning methods like vector databases, YARA...
- Justin0504/Aegis - Aegis is a pre-execution firewall for AI agents, providing runtime policy enforcement, cryptographic audit trails, human-in-the-loop approvals, and a kill switch without code changes.
- microsoft/agent-governance-toolkit - AI Agent Governance Toolkit (AGT) provides policy enforcement, identity management, execution sandboxing, and reliability engineering to secure autonomous AI agents in production.
- microsoft/presidio - Presidio is an open-source framework by Microsoft for detecting, redacting, masking, and anonymizing sensitive data (PII/PHI) across text, images, and structured data, suitable as an AI safety guar...
- NVIDIA-NeMo/Guardrails - NVIDIA NeMo Guardrails is an open-source toolkit for adding programmable guardrails to LLM-based conversational applications, focusing on safety, security, and controlled dialog.
- pegasi-ai/reins - Reins provides security controls for AI agents by enforcing deterministic policies, scanning for vulnerabilities, tracking drift with an immutable audit trail, and intervening on risky actions.
- PrismorSec/prismor - Prismor provides runtime security hooks for AI coding agents, blocking dangerous commands, preventing secret leaks, and defending against prompt injection.
- privacera/paig - PAIG (Privacera AI Guardrails) is an open-source framework designed to protect Generative AI applications by ensuring security, safety, and observability for responsible AI deployment.
- protectai/llm-guard - LLM Guard is a comprehensive open-source security toolkit designed to fortify Large Language Model (LLM) interactions by providing robust sanitization, malicious content detection, data leakage pre...
- SponsioLabs/Sponsio - Sponsio provides deterministic runtime safety solutions for AI agents, enforcing contracts on agent procedures in milliseconds with zero LLM cost.
- superagent-ai/superagent - Superagent is an open-source SDK providing safety features for AI applications, including prompt injection detection, PII redaction, repository scanning for threats, and red teaming capabilities fo...
- Tencent/AI-Infra-Guard - AI-Infra-Guard is a full-stack AI red teaming platform providing comprehensive security analysis, vulnerability scanning, and jailbreak evaluation for AI ecosystems and LLMs.
- toby-bridges/api-relay-audit - A local security audit tool for AI API relays and LLM proxies, designed to detect prompt injection, model substitution, tool-call rewriting, and other tampering.
- ucsandman/DashClaw - DashClaw is an AI agent governance runtime that intercepts actions, enforces guard policies, manages approvals, and produces audit-ready decision trails for AI agents interacting with real systems.
- wuyoscar/Internal-Safety-Collapse - ISC-Bench is a research project and benchmark for evaluating the "Internal Safety Collapse" vulnerability in LLMs, where models bypass safety controls when completing complex tasks.
- ZaxbyHub/opencode-swarm - OpenCode Swarm is an architect-centric agentic plugin for OpenCode that orchestrates specialized AI agents to generate, review, and test code, enforcing rigorous gated pipelines and security guardr...
Model Serving & Inference
Model Serving Frameworks
- ajndkr/lanarky - Lanarky is a Python web framework built on FastAPI, specifically designed for creating LLM-powered microservices with native streaming support for HTTP and WebSockets.
- basetenlabs/truss - Truss is a CLI tool and framework for packaging, deploying, and serving AI/ML models in production, handling containerization, dependency management, and GPU configuration.
- bentoml/BentoDiffusion - BentoDiffusion offers example projects for self-hosting and deploying various diffusion models using BentoML for image and video generation through text prompts.
- bentoml/BentoML - BentoML is an open-source framework for building, shipping, and scaling AI applications, providing tools to serve AI/ML models as production-ready API endpoints.
- bentoml/OpenLLM - OpenLLM allows developers to self-host and run any open-source or custom LLMs as OpenAI-compatible API endpoints in the cloud, streamlining deployment and serving.
- Bessouat40/RAGLight - RAGLight is a modular Python framework designed for Retrieval-Augmented Generation (RAG), offering flexible integration with various LLMs, embeddings, and vector stores, and supporting agentic RAG ...
- BMW-InnovationLab/BMW-YOLOv4-Inference-API-CPU - A CPU-based inference API for YOLOv3 and YOLOv4 object detection models, designed for easy deployment via Docker and Docker Swarm with RESTful endpoints.
- BMW-InnovationLab/BMW-YOLOv4-Inference-API-GPU - A GPU-accelerated REST API for real-time object detection inference using YOLOv3 and YOLOv4 Darknet models, deployable via Docker or Docker Swarm.
- containers/podman-desktop-extension-ai-lab - A Podman Desktop extension for local LLM experimentation and application development using containerized inference servers and a recipe catalog.
- containers/ramalama - RamaLama is an open-source tool that simplifies local AI model serving for inference using OCI containers, abstracting hardware complexities and enabling container-centric development for AI.
- dphnAI/aphrodite-engine - Aphrodite Engine is a large-scale LLM inference engine built on vLLM's Paged Attention technology, optimizing the serving of HuggingFace-compatible models with high performance and support for vari...
- dphnAI/sonar - Sonar is a high-performance, vLLM-based inference engine for serving HuggingFace-compatible LLMs at scale, featuring continuous batching, PagedAttention, and extensive quantization support.
- efeslab/Nanoflow - Nanoflow is a high-performance, throughput-oriented serving framework for Large Language Models (LLMs) that utilizes intra-device parallelism and asynchronous CPU scheduling.
- eightBEC/fastapi-ml-skeleton - A FastAPI skeleton application designed to speed up the deployment and serving of machine learning models in production.
- GetSoloTech/solo-cli - Fast CLI for deploying and serving AI models, especially for physical AI and robotics, optimized for edge and on-device operations.
- golf-mcp/golf - Golf is a Python framework for building and deploying AI agent servers, providing infrastructure for authentication, observability, and managing tools, prompts, and resources.
- jina-ai/serve - A framework for building and deploying cloud-native AI services, with native support for ML frameworks, high-performance serving, LLM streaming, and Kubernetes/Docker Compose deployment.
- jundot/omlx - oMLX is an LLM inference server optimized for Apple Silicon, offering continuous batching, tiered KV caching, and a macOS menu bar interface for managing models locally.
- kserve/kserve - KServe is a standardized, distributed platform for serving generative and predictive AI models on Kubernetes, providing scalable deployment and management.
- Michael-A-Kuykendall/shimmy - Shimmy is a pure-Rust WebGPU inference engine providing OpenAI-compatible endpoints for local GGUF models, featuring Airframe engine and TurboShimmy INT4 KV cache compression for efficient GPU util...
- ModelTC/LightLLM - LightLLM is a lightweight, scalable, and high-performance Python-based framework specifically designed for Large Language Model (LLM) inference and serving.
- mosecorg/mosec - Mosec is a high-performance, Rust and Python-based ML model serving framework that provides dynamic batching, pipelined stages, and CPU/GPU support for efficient online inference.
- msoedov/langcorn - LangCorn is an API server that facilitates serving LangChain LLM applications and agents using FastAPI, simplifying deployment and providing a robust inference solution.
- muxi-ai/muxi - MUXI is an open-source AI application server providing production infrastructure for deploying and operating AI agents with built-in orchestration, memory, observability, and scaling capabilities.
- openinfer-project/openinfer - openinfer is a pure Rust and CUDA LLM inference engine designed for serving frontier-scale models without Python framework runtimes, offering high performance and low resource footprint.
- openvinotoolkit/model_server - OpenVINO Model Server is a high-performance serving system for AI/ML models, optimized for OpenVINO and Intel architectures, offering efficient model inference via gRPC or REST APIs including OpenA...
- pipeless-ai/pipeless - Pipeless is an open-source framework for building and deploying real-time computer vision applications, managing multimedia pipelines, model inference, and multi-stream processing.
- predibase/lorax - LoRAX is an inference server designed to efficiently serve thousands of fine-tuned LLMs using LoRA adapters on a single GPU, optimizing cost, throughput, and latency.
- roboflow/inference - Roboflow Inference is a self-hostable server for deploying and managing computer vision models and AI workflows on edge devices or other infrastructure, supporting various models and vision tasks.
- ServerlessLLM/ServerlessLLM - ServerlessLLM is a system for efficiently serving, multiplexing, and fine-tuning large language models on shared GPUs with ultra-fast model loading and an OpenAI-compatible API.
- superduper-io/superduper - SuperDuperDB is an end-to-end framework for building AI applications and agents by integrating AI models directly into databases, facilitating inference, RAG, and AI agent orchestration.
- superlinked/sie - Superlinked Inference Engine (SIE) is an open-source inference server that unifies the serving of over 85 pre-configured models for embeddings, reranking, and extraction, supporting seamless deploy...
- Tejas-TA/predikit - Predikit bridges traditional ML models (scikit-learn, XGBoost) with AI agents by automatically generating LLM-callable tools with typed I/O and OpenAI function schemas, simplifying model integration.
- thu-pacman/chitu - Chitu is a high-performance inference framework for large language models, designed for efficiency, flexibility, and availability across various hardware platforms.
- underneathall/pinferencia - Pinferencia is a lightweight Python library for deploying machine learning models as inference servers with auto-generated GUI and REST APIs, supporting various ML frameworks and Kserve API.
- vllm-project/vllm - vLLM is a high-throughput and memory-efficient serving and inference engine for large language models, featuring PagedAttention, continuous batching, and extensive hardware and model support.
- vllm-project/vllm-omni - vLLM-Omni is an extension of vLLM designed for efficient serving and inference of omni-modality AI models, encompassing text, image, video, and audio data processing.
- vortico/flama - Flama is a production framework for serving predictive and generative AI models as APIs, supporting OpenAI/Anthropic/Ollama-compatible endpoints, a built-in chat UI, and native Model Context Protoc...
- xLLM-AI/xllm - xLLM is a high-performance LLM inference engine optimized for diverse AI accelerators, particularly Chinese hardware, focusing on efficient, low-latency, and high-throughput model serving.
- zhongkaifu/TensorSharp - TensorSharp is a native .NET inference engine specifically designed for serving GGUF large language models (LLMs) and DiffusionGemma-style text-diffusion models, offering console, web-based, and Op...
Inference Optimization
- Adlik/Adlik - Adlik is an end-to-end framework for optimizing and accelerating deep learning inference across cloud, edge, and device environments.
- AI-Hypercomputer/JetStream - JetStream is an optimized engine for large language model (LLM) inference on XLA devices, primarily TPUs, focusing on throughput and memory efficiency.
- aiptimizer/TurboOCR - TurboOCR is a high-performance, GPU-accelerated OCR server designed for fast and accurate text extraction from images and PDFs, leveraging TensorRT and PP-OCRv5.
- alibaba/rtp-llm - RTP-LLM is Alibaba's high-performance inference engine for Large Language Models, designed to accelerate the serving of diverse LLM applications in production environments.
- brontoguana/krasis - Krasis is a hybrid LLM runtime focused on efficiently running large Mixture-of-Experts models on consumer-grade NVIDIA GPUs with limited VRAM.
- chengzeyi/ParaAttention - ParaAttention accelerates Diffusion Transformer (DiT) model inference through context parallel attention and dynamic caching, supporting Ulysses and Ring-style parallelism.
- EfficientMoE/MoE-Infinity - MoE-Infinity is a PyTorch library for cost-effective, fast, and easy serving of Mixture-of-Experts (MoE) Large Language Models, optimizing inference on memory-constrained GPUs.
- FareedKhan-dev/kimi-k3-in-c - kimi-k3-in-c is a portable C99 inference engine designed to run the Kimi K3 2.78-trillion-parameter LLM on a single CPU with minimal RAM, focusing on extreme memory efficiency without GPUs or exter...
- insight-platform/Savant - Savant is an open-source framework for building high-performance, real-time multimedia AI applications, specifically computer vision and video analytics pipelines, on Nvidia hardware for both edge ...
- intel/xFasterTransformer - xFasterTransformer is an optimized inference solution for Large Language Models on Intel Xeon platforms, leveraging hardware capabilities for high performance and scalability.
- interestingLSY/swiftLLM - SwiftLLM is a compact, high-performance LLM inference system designed for research, offering vLLM-equivalent performance with a significantly smaller codebase for easy understanding and modification.
- jd-opensource/xllm - xLLM is an efficient inference engine optimized for Chinese AI accelerators, providing high-performance, low-latency deployment for large language models within enterprise settings.
- kigner/audio.cpp-webui - High-performance C++ audio inference framework built on `ggml` for local AI models, supporting TTS, ASR, voice conversion, and more with a full-task WebUI and optimized CUDA performance.
- kossisoroyce/timber - Timber is an AOT compiler that transforms classical ML models (XGBoost, LightGBM, scikit-learn, CatBoost, ONNX) into native C99 inference code for extremely fast, portable, and low-overhead model s...
- msnh2012/Msnhnet - Msnhnet is a lightweight, C++ inference framework for deploying PyTorch models, supporting various architectures like YOLO and ResNet on CPU and GPU with optimizations for embedded devices.
- nobodywho-ooo/nobodywho - NobodyWho is an efficient, on-device inference engine that enables local execution of LLMs and SLMs across various platforms without requiring API keys.
- ome-projects/ome - OME (Open Model Engine) is a Kubernetes operator designed for enterprise-grade management, deployment, and serving of Large Language Models (LLMs), optimizing resource utilization and supporting va...
- open-compress/claw-compactor - Claw Compactor is an LLM token compression engine that uses a 14-stage Fusion Pipeline for content-aware, reversible compression to reduce LLM inference costs and optimize context windows.
- ovg-project/kvcached - kvcached is a KV cache library that introduces virtual memory abstraction for LLM serving on shared GPUs, enabling elastic and demand-driven KV cache allocation for improved GPU utilization under d...
- PaddlePaddle/Paddle.js - Paddle.js is a browser-based deep learning inference engine for Baidu PaddlePaddle, enabling model loading and execution directly in web environments with WebGL, WebGPU, and WebAssembly support.
- PrithivirajDamodaran/FlashRank - FlashRank is an ultra-lite and super-fast Python library designed to re-rank search results in RAG pipelines using state-of-the-art LLMs and cross-encoders without requiring PyTorch or Hugging Face...
- psmarter/mini-infer - mini-infer is a large language model (LLM) inference engine built from scratch, featuring optimized techniques like paged KV cache, continuous batching, chunked prefill, and speculative decoding fo...
- qualcomm/ai-hub-models - Qualcomm AI Hub Models provides pre-optimized machine learning models for efficient deployment and inference on Qualcomm hardware, offering tools for compilation, quantization, profiling, and runni...
- raketenkater/ggrun - GGRUN is an auto-tuning launcher for GGUF models on llama.cpp/ik_llama.cpp, providing an OpenAI-compatible server with multi-GPU tensor splitting, MoE expert placement, AI-tuned flag optimization, ...
- raketenkater/llm-server - An intelligent launcher and server for GGUF LLMs, automating multi-GPU tensor-splitting, MoE expert placement, hardware-matched downloads, and performance tuning for optimal inference.
- RightNow-AI/auto - Auto is an AGI compiler that records LLM agent behavior, identifies repeatable patterns, and compiles them into verified, sandboxed WebAssembly binaries for efficient execution.
- SearchSavior/OpenArc - OpenArc is an inference engine for Intel devices, enabling the serving of various AI models like LLMs, VLMs, Whisper, and embedding models via OpenAI-compatible endpoints with OpenVINO acceleration.
- ShannonAI/service-streamer - Service Streamer is middleware that optimizes deep learning model inference by batching discrete web requests into mini-batches, significantly boosting GPU utilization and overall system performanc...
- siliconflow/onediff - OneDiff is an acceleration library for diffusion models, providing out-of-the-box performance optimizations for popular UIs and libraries like Hugging Face Diffusers and ComfyUI.
- StarlightSearch/EmbedAnything - EmbedAnything is a highly performant, modular, and memory-safe Rust-based pipeline for generating multimodal embeddings and streaming them to vector databases, supporting various sources and infere...
- Tencent/FeatherCNN - FeatherCNN is a high-performance, lightweight inference engine for convolutional neural networks, specifically optimized for ARM CPUs on mobile and embedded devices.
- Tencent/Forward - Forward is a high-performance deep learning inference acceleration framework developed by Tencent, leveraging TensorRT for optimized deployment of models on NVIDIA GPUs with support for major frame...
- vllm-project/vllm-ascend - vLLM Ascend is a community-maintained hardware plugin for seamlessly running vLLM and various large language models on Ascend NPUs, optimizing inference performance.
- youssofal/MTPLX - MTPLX is a macOS-native inference engine for Apple Silicon that leverages multi-token prediction (MTP) for accelerated local LLM serving, offering significant speed improvements.
- zengxiao-he/tessera - 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 or...
- zhihu/ZhiLight - ZhiLight is a highly optimized LLM inference acceleration engine for Llama and its variants, developed by Zhihu and ModelBest Inc., designed for efficient deployment on various NVIDIA GPUs.
- zilliztech/GPTCache - GPTCache is a library that creates a semantic cache for LLM queries, significantly reducing API costs and improving response times by storing and reusing previous LLM responses.
Vector Databases & Retrieval Infrastructure
- activeloopai/deeplake - Deep Lake is an AI Data Runtime that provides a serverless multimodal datalake with integrated vector search, optimizing data storage and streaming for AI/ML applications and agentic RAG.
- airweave-ai/airweave - Airweave is an open-source context retrieval layer for AI agents and RAG systems, unifying data from various sources into an LLM-friendly search interface.
- alibaba/zvec - Zvec is an open-source, lightweight, and lightning-fast in-process vector database designed for embedding directly into applications, providing low-latency and scalable similarity search.
- Anush008/fastembed-rs - FastEmbed-rs is a Rust library providing efficient local generation of text and image vector embeddings and document reranking for AI applications and RAG systems.
- astronomer/ask-astro - Ask Astro is an open-source reference implementation of an LLM application architecture, providing a Q&A interface for Airflow and Astronomer, utilizing RAG, prompt orchestration, and feedback loops.
- automataIA/graphrag-rs - GraphRAG-rs is a high-performance Rust implementation of GraphRAG for building queryable knowledge graphs from documents, offering server, WASM-only, and hybrid deployment architectures.
- caura-ai/caura-memclaw - MemClaw is an open-source, governed, shared memory system for multi-tenant, multi-agent AI fleets, designed for scalable and efficient knowledge transfer and retrieval.
- CaviraOSS/OpenMemory - A self-hosted, local-first cognitive memory engine for LLMs and AI agents, offering multi-sector memory, temporal reasoning, and explainable recall instead of just vector retrieval.
- christopherkarani/Wax - Wax is a Swift-native memory engine for AI agents, offering on-device, single-file storage for documents, embeddings, and structured knowledge with blazing-fast RAG on Apple Silicon.
- ClaudioDrews/memory-os - A 7-layer memory operating system for LLM agents like Hermes, providing persistent, context-aware memory using Qdrant for vector storage and various other mechanisms for structured facts, session r...
- Corpus-OS/corpusos - Corpus OS provides a wire-first, vendor-neutral protocol suite and SDK for standardizing LLM, Embedding, Vector, and Graph infrastructure for AI frameworks.
- danny-avila/rag_api - ID-based RAG FastAPI: An asynchronous and scalable FastAPI service for document indexing and retrieval using Langchain and PostgreSQL/pgvector, designed for targeted queries on a file level.
- datastax/jvector - JVector is an advanced, embedded, graph-based approximate nearest neighbor (ANN) vector search engine for Java, optimized for large-scale, high-dimensional data retrieval.
- devflowinc/trieve - Trieve is an all-in-one platform for semantic search, recommendations, and Retrieval-Augmented Generation (RAG) offered via API, featuring self-hosting, hybrid search, and bring-your-own-model capa...
- different-ai/embedbase - Embedbase is an AI backend-as-a-service that provides a dead-simple API for LLM interaction and semantic search through hosted embeddings, supporting various LLM providers.
- dingodb/dingo - DingoDB is a distributed multi-modal vector database offering unified SQL (MySQL-compatible) for structured and unstructured data, ensuring high concurrency and ultra-low latency.
- divagr18/memlayer - Memlayer provides a plug-and-play, persistent memory layer for LLMs and AI agents, enabling intelligent context recall and knowledge extraction through hybrid vector and graph storage.
- EmbeddedLLM/JamAIBase - JamAI Base is an open-source RAG backend platform with an intuitive spreadsheet-like UI, offering built-in LLM, vector embeddings, and reranker orchestration for AI application development.
- endee-io/endee - Endee is a high-performance open-source vector database designed for AI search and retrieval workloads, supporting RAG, semantic search, and hybrid retrieval with optimized indexing and execution.
- epsilla-cloud/vectordb - Epsilla is a high-performance, open-source vector database management system focused on scalable and cost-effective similarity search for embedding vectors.
- FlowElement-ai/m_flow - M-flow is a bio-inspired cognitive memory engine that uses a four-layer cone graph for Retrieval Augmented Generation (RAG), scoring knowledge units by the strongest chain of reasoning paths.
- getmetal/motorhead - Motorhead is an LLM memory and information retrieval server that provides API endpoints for managing conversational memory, summarization, and retrieval-augmented generation (RAG) through vector si...
- giancarloerra/SocratiCode - SocratiCode is an open-source codebase context engine that provides deep semantic understanding of entire codebases for AI assistants, enabling hybrid search, dependency graphs, and impact analysis.
- HelixDB/helix-db - HelixDB is a graph-vector database built in Rust, designed to unify data types like graph, vector, KV, document, and relational data for AI applications and knowledge graphs.
- hora-search/hora - Hora is an efficient, Rust-based library offering a collection of approximate nearest neighbor search algorithms for high-performance similarity search.
- infiniflow/infinity - Infinity is an AI-native database designed for LLM applications, offering incredibly fast hybrid search across dense vectors, sparse vectors, tensors, and full-text.
- jina-ai/vectordb - A Pythonic vector database for efficient storage and retrieval of embeddings, leveraging DocArray and Jina for scalable solutions locally or in the cloud.
- kantord/SeaGOAT - SeaGOAT is a local-first semantic code search engine that uses vector embeddings to enable natural language queries and regular expressions across your codebase without external API calls.
- kelindar/search - A Go library for embedded vector search and semantic embeddings, using llama.cpp and GGUF BERT models, suitable for small to medium-scale applications with GPU acceleration.
- lancedb/lancedb - LanceDB is an open-source, embedded, and cloud-native vector database designed for fast, scalable, and production-ready multimodal vector search, built on the Lance columnar format.
- lightonai/next-plaid - NextPlaid is a local-first multi-vector database and indexing engine that powers ColGREP, a semantic code search tool for terminals and coding agents.
- llm-tools/embedJs - EmbedJs is a Node.js RAG framework for building personalized LLM applications by segmenting data, generating embeddings, and integrating with vector databases for optimized retrieval.
- mage0535/hermes-memory-installer - An agent-agnostic memory sidecar that provides persistent memory, layered recall, and knowledge graphing for AI coding agents, integrating with existing systems without modifying agent internals.
- memvid/memvid - Memvid is a portable, single-file memory layer for AI agents, offering instant retrieval and long-term memory without needing complex RAG pipelines or server-based vector databases.
- microsoft/SPTAG - SPTAG is a distributed approximate nearest neighbor (ANN) search library by Microsoft for large-scale vector search scenarios, offering high-quality vector index building, searching, and distribute...
- milvus-io/milvus - Milvus is a high-performance, cloud-native vector database designed for scalable vector Approximate Nearest Neighbor (ANN) search, efficiently organizing and searching vast amounts of unstructured ...
- milvus-io/pymilvus - Python SDK for Milvus, an open-source vector database designed for AI applications, enabling seamless interaction for vector storage and similarity search.
- myscale/MyScaleDB - MyScaleDB is a SQL vector database built on ClickHouse, designed for high-performance vector search, filtered search, and full-text search in scalable AI applications.
- neuml/txtai - txtai is an all-in-one AI framework providing an embeddings database for semantic search and LLM orchestration capabilities like RAG and agentic workflows.
- NeumTry/NeumAI - Neum AI is a data platform for managing large-scale vector embedding creation and synchronization to provide context for LLMs through Retrieval Augmented Generation (RAG).
- NGT-labs/NGT - NGT is a high-speed approximate nearest neighbor search library for high-dimensional vector data, featuring graph and tree-based methods, quantization techniques, and multi-language support.
- nuclia/nucliadb - NucliaDB is an AI search database for unstructured data, built for Retrieval Augmented Generation (RAG), offering hybrid search with vector, full-text, and graph indexes.
- NVIDIA/cuvs - cuVS is an NVIDIA library providing GPU-accelerated algorithms for vector similarity search and clustering, designed to simplify high-performance vector operations.
- oramasearch/orama - Orama is a JavaScript search engine providing full-text, vector, and hybrid search capabilities, designed for use in browsers, servers, or edge networks, and supporting RAG pipelines.
- orneryd/NornicDB - NornicDB is a distributed graph and vector database with temporal MVCC, offering Neo4j Bolt/Cypher and Qdrant gRPC compatibility, designed for AI-native workloads like Graph-RAG and agent memory.
- pathwaycom/llm-app - Ready-to-run cloud templates for building real-time RAG, AI pipelines, and enterprise search applications that synchronize with various live data sources.
- paulpierre/markdown-crawler - A multithreaded web crawler that converts web pages into markdown files, specifically designed to preprocess data for LLM RAG applications.
- philippgille/chromem-go - Chromem-go is an embeddable vector database for Go, offering a Chroma-like interface with zero third-party dependencies, designed for in-memory operation with optional persistence.
- pixeltable/pixeltable - Pixeltable is a unified multimodal backend that integrates data storage, model execution, embedding indexing, and serving for AI data applications.
- postgresml/postgresml - PostgresML is a PostgreSQL extension that integrates machine learning and AI capabilities directly into the database, enabling in-database inference, RAG pipelines, and vector search with GPU accel...
- qdrant/qdrant - Qdrant is an open-source, high-performance vector similarity search engine and vector database designed specifically for AI applications, enabling fast storage, search, and management of vectors wi...
- qdrant/qdrant-client - Python client library for the Qdrant vector search engine, facilitating interaction with Qdrant instances for vector storage, search, and remote inference capabilities.
- rapidsai/cuvs - cuVS is a GPU-accelerated library providing state-of-the-art algorithms for vector similarity search and clustering, designed to simplify GPU usage in AI and data mining applications.
- redevops-io/redevops-rag - redevops-rag is a compact library and CLI tool providing a hybrid RAG pipeline with DuckDB for vector search, BM25, Reciprocal Rank Fusion, recency/keyword priors, and optional cross-encoder rerank...
- Restream/reindexer - Reindexer is an embeddable, in-memory, document-oriented database offering high-performance full-text search, k-nearest neighbors (KNN) search, and hybrid search capabilities.
- run-llama/llama_index - LlamaIndex is an open-source data framework for building LLM applications by connecting custom data sources to large language models, focusing on data ingestion, indexing, and retrieval augmented g...
- RyanCodrai/turbovec - TurboVec is a Rust-based approximate nearest neighbor (ANN) vector index with Python bindings, built on Google Research's TurboQuant algorithm for efficient, memory-optimized vector similarity search.
- SeekStorm/SeekStorm - SeekStorm is a high-performance, Rust-native search engine offering sub-millisecond vector and lexical search capabilities as an in-process library and multi-tenancy server.
- StarTrail-org/LEANN - LEANN is an innovative, lightweight, and private vector database designed for personal AI, enabling RAG applications with significantly reduced storage requirements by recomputing embeddings on-dem...
- supervc-stack/VectorChord - VectorChord is a PostgreSQL extension designed for scalable, high-performance, and cost-effective vector search, enabling efficient storage and retrieval of billions of vectors.
- tantaraio/voy - Voy is a WASM-based vector similarity search engine implemented in Rust, optimized for fast, tiny, and tree-shakable nearest neighbor search on edge servers and in web applications.
- Tencent/WeKnora - WeKnora is an open-source, LLM-powered knowledge framework for enterprise document understanding, semantic retrieval, and autonomous reasoning, featuring RAG, ReAct agents, and an auto-maintaining ...
- tensorchord/pgvecto.rs - pgvecto.rs is a PostgreSQL extension written in Rust, purpose-built for scalable, low-latency, and hybrid-enabled vector similarity search directly within Postgres.
- topoteretes/cognee - Cognee is an open-source AI memory platform that provides AI agents with persistent long-term memory through a self-hosted knowledge graph, combining vector embeddings and graph reasoning.
- unum-cloud/USearch - USearch is a high-performance, compact, and broadly compatible single-file similarity search and clustering engine for vectors and texts, primarily focused on user-defined metrics with minimal depe...
- unum-cloud/UStore - UStore is a multi-modal transactional database designed for AI and semantic search, featuring vector-search integration and APIs for various data types.
- vearch/vearch - Vearch is a cloud-native distributed vector database designed for efficient similarity search of embedding vectors in AI applications, offering hybrid search, performance, scalability, and reliabil...
- VectifyAI/PageIndex - PageIndex is a vectorless, reasoning-based RAG system that builds hierarchical tree indexes from documents and uses LLMs to reason over them for context-aware retrieval.
- verygoodplugins/automem - AutoMem is a graph-vector memory service providing durable, relational, and context-aware long-term memory for AI assistants using a dual-storage layer of FalkorDB and Qdrant.
- vespa-engine/vespa - Vespa is an AI search platform for serving and organizing vectors, tensors, text, and structured data, enabling real-time inference and retrieval at any scale.
- weaviate/weaviate - Weaviate is an open-source, cloud-native vector database for semantic search, combining vector similarity search with keyword filtering, RAG, and reranking capabilities.
- yoanbernabeu/grepai - grepai is a privacy-first CLI for semantic code search, enabling AI agents and developers to find relevant code by intent using vector embeddings, drastically reducing token usage.
- zilliztech/attu - Attu is an AI-native GUI for managing Milvus vector databases, offering multi-cluster management, data exploration, vector search, an AI assistant, and monitoring tools.
- zilliztech/claude-context - Claude Context provides semantic code search for AI coding agents, allowing them to access the entire codebase as context in a cost-effective manner using a vector database.
- zilliztech/deep-searcher - DeepSearcher is an open-source tool that combines LLMs and vector databases to perform deep research, evaluation, and reasoning on private data, generating accurate answers and comprehensive reports.
- zilliztech/VectorDBBench - VectorDBBench is a comprehensive benchmark tool for evaluating the performance and cost-effectiveness of various vector databases and cloud services across diverse scenarios.
- Zleap-AI/SAG - SAG is an out-of-the-box document retrieval workbench based on the SAG RAG technique, offering a conversational interface, knowledge graph visualization, and advanced retrieval functionalities for ...
AI Orchestration & Deployment
Workflow Orchestration for AI
- 0xPlaygrounds/rig - Rig is a Rust library designed for building modular and scalable LLM-powered applications, offering a unified interface for multiple model providers and vector stores.
- AgentEra/Agently - Agently is an AI application runtime framework for building reliable GenAI services, focusing on stable contracts, observable execution, and restart-safe workflow boundaries for LLM applications.
- apache/burr - Apache Burr is a Python framework for building and operating stateful AI applications like chatbots and agents, providing state management, tracing, and persistence.
- bosun-ai/swiftide - Swiftide is an opinionated Rust framework for building LLM applications, offering an agent harness, typed task graphs for orchestration, and streaming RAG pipelines for indexing and querying.
- builderz-labs/mission-control - A self-hosted control plane for dispatching tasks, tracking runs, monitoring spend, and coordinating various AI agent runtimes through a local dashboard.
- chatchat-space/LangGraph-Chatchat - LangGraph-Chatchat is an open-source, offline-deployable RAG and Agent application built with LangGraph, supporting open-source LLMs and vector databases for knowledge-based Q&A.
- cheshire-cat-ai/core - Cheshire Cat is an open-source framework for building and operating custom AI agents and conversational layers, featuring an API-first design, RAG integration, plugin extensibility, and support for...
- ComposioHQ/composio - Composio provides SDKs for building AI agents capable of interacting with over 1000 tools, offering capabilities like tool search, context management, and authentication across various AI frameworks.
- covibes/zeroshot - Zeroshot is an open-source CLI that orchestrates multi-agent AI coding workflows to autonomously implement, review, test, and verify code changes for software engineering tasks.
- dataelement/bisheng - BISHENG is an open LLM application DevOps platform focusing on enterprise scenarios, providing comprehensive features for GenAI workflows, RAG, agents, model management, evaluation, and enterprise-...
- dynamiq-ai/dynamiq - Dynamiq is an orchestration framework for developing and streamlining agentic AI and LLM applications, specializing in RAG and multi-agent workflows.
- framerslab/agentos - AgentOS is a TypeScript framework for building AI agents with cognitive memory, runtime tool forging, multi-agent orchestration, and support for 11 LLM providers.
- GoogleCloudPlatform/agent-starter-pack - A Python package providing production-ready templates for GenAI agents on Google Cloud, focusing on infrastructure, CI/CD, observability, and security.
- Haohao-end/openagent - Full-stack platform that empowers teams to build, orchestrate, publish, and operate AI applications with visual workflows, dataset management, and multi-model support.
- holon-run/holon - Holon is a local workbench that provides a continuous, event-driven execution environment for AI agents, allowing them to perform tasks that span multiple sessions and human interactions.
- iflytek/astron-agent - Astron Agent is an enterprise-grade platform for building, orchestrating, and deploying AI agent applications with integrated RPA, model management, and high-availability features.
- jaylfc/taOS - taOS is a self-hosted, distributed AI agent operating system designed for consumer hardware, providing a web desktop, app store, agent deployment, and a framework-agnostic AI memory system for orch...
- jigjoy-ai/mozaik - Mozaik is a TypeScript runtime for building self-organizing AI agents, enabling them to communicate, coordinate, and adapt at runtime rather than relying on fixed workflows.
- Josh-XT/AGiXT - AGiXT is a comprehensive AI automation platform that orchestrates instruction management and complex task execution across diverse AI providers, featuring adaptive memory and a versatile plugin sys...
- julep-ai/julep - Julep is an open-source platform for building, orchestrating, and self-hosting agent-based AI workflows with persistent memory and tool integration.
- LiteLLM-Labs/litellm-agent-control-plane - LiteLLM Agent Control Plane provides a unified interface and management for deploying, running, and orchestrating various AI agents across different runtimes.
- memodb-io/Acontext - Acontext enhances AI agent learning by automatically capturing successful agent interactions as "skill memory" in human-readable Markdown files, facilitating reuse and introspection.
- neurocult/agency - Agency is a Go library designed for building autonomous AI agents and generative AI applications with a clean, idiomatic Go approach, simplifying interactions with LLMs and other generative AI models.
- operand/agency - Agency is a minimal Python framework that provides an Actor model for building and operating agent-integrated systems, enabling flexible and scalable communication between AI agents and traditional...
- plastic-labs/honcho - Honcho is a memory infrastructure for building stateful AI agents, enabling them to understand and retain information about people, agents, groups, projects, and ideas over time.
- SmythOS/sre - SmythOS is an open-source runtime environment (SRE) and SDK for building, running, and managing production-ready AI agents, providing OS-level abstractions for AI resources.
- stoyan-stoyanov/llmflows - LLMFlows is a Python framework for building, operating, and debugging transparent LLM applications with explicit control over prompts, LLM calls, and dependencies.
- TencentCloud/TencentDB-Agent-Memory - TencentDB Agent Memory is a memory management system for AI agents, featuring a 4-tier progressive pipeline to improve efficiency and reasoning by categorizing and condensing agent memories without...
- ThousandBirdsInc/chidori - Chidori is a reactive runtime and agent framework for building durable, replayable, and resumable AI agents using plain async TypeScript, featuring automatic checkpointing and replay with zero LLM ...
- TransformerOptimus/SuperAGI - SuperAGI is an open-source framework designed for building, managing, and running autonomous AI agents, offering tools for deployment, capability extension, and performance monitoring.
- trypromptly/LLMStack - LLMStack is a no-code platform for building and deploying generative AI agents and applications by chaining multiple LLMs, integrating custom data, and connecting to business processes, offering bo...
- ultracontext/ultracontext - UltraContext provides open-source context infrastructure for AI agents, enabling real-time capture, sharing, and versioning of conversational context across different agents and LLM frameworks.
- unohee/OpenSwarm - Autonomous AI agent orchestrator that uses multiple LLMs (Claude, GPT, local models) to process Linear issues, perform coding tasks, and maintain long-term memory for repository learning.
AI Deployment on Kubernetes
- pmady/keda-gpu-scaler - A KEDA External Scaler that enables Kubernetes to autoscale GPU workloads by directly using NVIDIA NVML metrics, supporting scale-to-zero for AI inference servers like vLLM and Triton.
Model Monitoring & Governance
Model & Data Drift Monitoring
- deepchecks/deepchecks - Deepchecks is an open-source platform providing continuous validation for AI and ML models and data from research to production, focusing on testing, CI, and monitoring.
- MAIF/eurybia - Eurybia is a Python library for detecting data and model drift, validating data, and generating comprehensive HTML reports for AI governance and model monitoring.
- NannyML/nannyml - NannyML is an open-source Python library for post-deployment ML model monitoring, offering performance estimation, data drift detection, and intelligent linking of drift alerts to performance changes.
- squaredev-io/whitebox - Whitebox is an open-source, end-to-end ML monitoring platform with edge capabilities that integrates with Kubernetes, focusing on classification and regression model metrics, data/model drift, and ...
AI Governance & Compliance
- iflytek/skillhub - SkillHub is a self-hosted, open-source agent skill registry for enterprises to publish, version, discover, and govern reusable skill packages for AI agents with RBAC and audit logs.
- kitops-ml/kitops - KitOps is a CNCF open-source tool for packaging, versioning, and securely sharing AI/ML models, datasets, code, and configuration into an OCI Artifact for simplified deployment and governance.
- semantica-agi/semantica - Semantica is an AI-native knowledge graph intelligence framework that provides an auditable, governed, and explainable context and accountability layer for AI agents and LLM systems.
- verifywise-ai/verifywise - VerifyWise is an AI governance platform providing tools for LLM evaluation, risk management, and compliance with AI regulations including the EU AI Act, ISO 42001, and NIST AI RMF.