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Асинхронная архитектура памяти для OpenAI-агентов на базе ChromaDB и SQLite
Generation and validation of Claude-compatible tools from OpenAPI specifications
OpenBB Terminal Pro copilot agent
PoC
OpenInference Anthropic Instrumentation
OpenTelemetry instrumentation for the Anthropic Claude Agent SDK
OpenTelemetry Anthropic instrumentation
Instruments Anthropic client for OpenTelemetry
OpenTelemetry Anthropic instrumentation
Make Anthropic Model Context Protocol (MCP) tools compatible with LangChain and LangGraph agents.
ChromaDB vector-backend plugin for the Orchid AI framework
OpenTelemetry instrumentation for the Anthropic Claude Agent SDK
Webhook-driven Outline thread agent
OpenTelemetry Anthropic instrumentation
The OVN BGP Agent allows to expose VMs/Containers/Networks through BGP on OVN
A Langchain and Autogen wrapper that enables agents to communicate and establish identity on the P3 AI Network. This SDK provides three core capabilities: Identity Management, Agent Discovery & Search, and MQTT-based Communication.
A wrapper around the Anthropic Python library
Hybrid RAG pipeline: semantic + keyword + RRF reranking
Semantic cache for LLM API calls — pay once, answer many paraphrases.
Library and CLI to convert PDF documents to clean, well-structured Markdown using LLM-assisted processing, leveraging Antrhopic and OpenAI models for intelligent extraction of text, tables, and complex layouts.
Thin configuration helper for the Pennsieve LLM Governor — returns a pre-configured anthropic.Anthropic client.
LLM observability SDK — track token usage, tool calls, and conversations via Pentatonic TES
pgns-agent adapter for the Anthropic Claude Agent SDK
Prompt version control and A/B testing for LLM applications
Unified multi-provider LLM API (OpenAI, Anthropic, Google, etc.)
Pine Labs Agent Toolkit — Pine Labs payment APIs as tools for AI agent frameworks (OpenAI, LangChain, Pydantic AI, CrewAI, Anthropic Claude).
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Agent testing SDK. Instrument, assert, classify.
MCP based Pocket Agent in vector db ( chroma) as storage
Core factory for creating self-improving BaseHeavenAgent instances that learn libraries through PayloadDiscovery
Play on Pragmatic Play Blackjack tables through Python.
A library for building Retrieval-Augmented Generation (RAG) systems using ChromaDB and popular language models (LLMs).
🙏🏼 Politely injects PLEASE into your LLM prompts. Because manners matter (kind of).
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A Python framework to transform your AI from reactive to proactive with intelligent timing and context-aware wake-up patterns - Your agent decides when to speak!
통합 LLM 팩토리 라이브러리 - 다양한 LLM 제공자를 통합된 인터페이스로 사용
Synchronizes your WireGuard settings with Pro Custodibus.
Run AI bots on Puffo.ai — local daemon that supervises many bot accounts and handles their LLM loops.
Anthropic Claude adapter for PULSE Protocol — send PULSE messages, get Claude responses
LLM agents without the complexity. Just agents.
Simple LLM wrapper library
A simple framework for building AI agents in Python.
pyasyncagent is a python wrapper for asynchronous agents as part of The World Avatar project.
Synchronous, blocking approval system for PydanticAI agent tools
Pydantic AI toolset for The Colony (thecolony.cc) — give any LLM agent the ability to search, read, write, and interact on the AI agent internet
LiteLLM model integration for Pydantic AI framework - access 100+ LLM providers through a unified interface
A library for optimizing PydanticAI agents prompts through iterative improvement and evaluation, built on top of PydanticAI + Pydantic Evals.
A lightweight Pydantic AI model provider that routes requests to web-based LLMs (OpenAI, Google) through Temporal workflows.
Robust Python SDK and CLI for Certego's Dragonfly service's API
Standalone LLM library with support for multiple providers
Minimal Python library to connect to LLMs (OpenAI, Anthropic, Google, Mistral, OpenRouter, Reka, Groq, Together, Ollama, AI21, Cohere, Aleph-Alpha, HuggingfaceHub), with a built-in model performance benchmark.
LLM Powered Advanced RAG Application
The most comprehensive LLM testing framework for Python
A pytest plugin for LLM evaluation tests with threshold-based pass/fail
Deterministic CI tests for LLM agent trajectories — record once, replay offline, assert contracts
Pytest plugin for testing AI agents — mock LLMs, assert tool calls, track tokens, regression-test prompts.
Pytest fixtures for the fakellm mock OpenAI/Anthropic server — spin up, reset, and assert with zero boilerplate.
pytest-llm: A pytest plugin for testing LLM outputs with success rate thresholds.
🚀 Zero-config pytest plugin for mocking LLM APIs - OpenAI, Anthropic, Gemini, LangChain & more
The python package that returns Response of Anthropic Claude through API.
The python package that returns Response of Google Gemini through API.
The python package that returns Response of Google Gemini through API.
A flexible Python factory for working with multiple Large Language Model (LLM) providers (OpenAI, Anthropic, Gemini, Llama) using a unified interface, with robust configuration and extensibility.
A Python framework for deploying AI agents as Slack bots
Model manager compatible with Ollama models through Ollama API for Quackamollie Telegram chat bot
Type-safe agent SDK wrapping pydantic-ai with Pydantic BaseModel I/O enforcement
QuantLET-agents - synchronous and asynchronous agents for discrete-event simulation. This is related to the distribution and simulation facets defined as part of the financial language SIGMA.
A lightweight, modular RAG system using ChromaDB
100% offline RAG storage and MCP server for querying local document knowledge bases
This is a local rag-mcp solution with chromadb using langchain and docling
RAG and Memory tools exposed via Model Context Protocol (MCP)
RAG in 3 lines. Auto-GraphRAG, auto-reranking, auto-streaming. No LangChain required.
3-level LLM cache (exact, semantic, partial) with real-time token cost tracking
RAG-powered document indexing and search for MCP (Model Context Protocol)
Training language models to perform agentic multi-hop search through reinforcement learning
RAG evaluation library — LLM-as-judge for hallucination detection, faithfulness, answer relevancy. Local or self-hosted. Alternative to ragas.
RAG-LAB is an open-source lighter, faster and cheaper RAG toolkit supported by Target Pilot, designed to transform the latest RAG concepts into stable and practical engineering tools. The project currently supports GraphRAG and HybridRAG.
Local-first RAG-lite CLI: condense docs into structured Markdown, then index/query with Chroma + hybrid search
Hybrid structure-aware retrieval — BM25 + embeddings + document graph expansion. Runs fully offline, no API key required.
Fast local RAG - search your documents with AI, no cloud needed
RawLLM – minimal orchestrator that exposes the raw power of LLMs
ReFeR: Improving Evaluation and Reasoning through Hierarchy of Models
ChromaDB VectorStore plugin for refinire-rag
Enterprise Multi-Tenant AI Companion Platform
Reminix agents for Anthropic - serve AI agents as REST APIs
Exporter for Anthropic Agent SDK telemetry to Respan
Respan instrumentation plugin for the Anthropic SDK
A Python library that meters Anthropic usage to Revenium.
Production-grade cross-vendor failover for LLM APIs
Multi-format bidirectional LLM proxy — translates between OpenAI Chat, OpenAI Responses, and Anthropic Messages
File storage utility implementation
Smart LLM request router — route prompts to the right model based on cost, speed, quality or complexity
Runtime budget, action, and audit authority for the OpenAI Agents SDK — enforce LLM cost limits, tool call caps, and audit trails before execution.
World's Most Comprehensive Secure Agentic AI Framework - 12 Security Foundations, Continual Learning, Multi-LLM Support
Sales Agent AI Agent Directory to Host All Sales Agent related AI Agents Services, Community, Reviews and More.
AI-powered multi-agent sales email generation MCP server using OpenAI Agents SDK
A Python SDK for interacting with the Agentforce Agents
Anthropic Claude Agent SDK integration for Sardis payments
A self-directed AI agent that grows through conversation
Microsoft AutoGen Python tool that gates KeeperHub workflow execution through SBO3L's policy boundary. Composable with sbo3l-sdk.