Python agents

Config-driven multi-agent orchestration kit with optional API/UI/MCP extras

CLI tool to chat with OpenAI GPT

Lightweight topic-aware document processing and retrieval

A package for integrating LLMs like GPT-3.5 and GPT-4 into topic modelling

Official implementation of TopicGPT: A Prompt-based Topic Modeling Framework (NAACL'24)

Toroidal topology primitives for LLM coherence research (v7: replication update — inference-time bias null result, prompt hardening effective)

A topological data analysis library for detecting knowledge gaps in RAG systems.

A Python package to choose the best alternative from a finite set of decision alternatives.

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A Python package to choose the best alternative from a finite set of decision alternatives.

A Python package to find TOPSIS for MCDM (Multi-Criteria Decision Analysis Method)

TOPSIS implementation as a Python package

Python package for ranking features.

This is a Python Package implementing TOPSIS

MCP server exposing llm-wiki second-brain queries to AI agents

toq protocol plugin for CrewAI

toq protocol plugin for LangChain

Easy Deep Reinforcement Learning for PyTorch

GPT-2 implemented in PyTorch

CUDA Kernels for Large Language Models (LLMs), compatible with torch.compile.

LLM and PEFT export to NNEF via torch-to-nnef.

Differentiable cognitive primitives for agentic AI

Object-oriented RL agents based on torchrl.

A fast implementation of Particle Swarm Optimization using PyTorch

TinyDB storage with orjson and msgpack

Torque and Drag Calculation

Tree-of-Thought Location Agent — an inspectable, correctable memory engine that learns places through observation and correction.

Persistent local memory MCP server for Claude Code, Codex CLI, Cursor and any MCP client: 79 tools — temporal knowledge graph, procedural memory, episodic memory, AST codebase ingest, pre-edit guard, auto-consolidating error capture

On-chain memory infrastructure for AI agents — built on the Internet Computer

Python uchun sayohat turlarini boshqaruvchi kutubxona

Toy GPT next-token prediction using a unigram model.

Toy GPT next-token prediction using a bigram model.

Toy GPT next-token prediction using a 2-token context window.

Toy GPT next-token prediction using a 3-token context window.

A toy python package

Toy LLM

A new package designed to streamline content management tasks within Textpattern CMS 4.9.0. It allows users to input text-based content or instructions related to their CMS, such as article drafts, fo

Comprehensive TPS monitoring and throttling library with database-driven controls

Some simple utils packaging OpenAI util.

Cross-CLI plugin marketplace installer for agent-forge

Developer toolkit for Claude Code: multi-model proxy routing, session management, policy engine, and skills architecture

An extension for tracdap-runtime that lets models connect to OpenAI endpoints

LangChain callback integration for TraceAgent.

TraceAgent SDK for instrumenting AI agents.

TraceAgent FastAPI backend server.

TraceAgent UI static server.

OpenTelemetry instrumentation for DSPy

OpenTelemetry instrumentation for Anthropic

OpenTelemetry instrumentation for AutoGen v0.4+ (AgentChat)

OpenTelemetry instrumentation for Bedrock

OpenTelemetry instrumentation for Cohere - embeddings, chat, and rerank

OpenTelemetry instrumentation for Crewai

OpenTelemetry instrumentation for Groq

OpenTelemetry instrumentation for Haystack

OpenTelemetry instrumentation for Langchain

OpenTelemetry instrumentation for LiteLLM

OpenTelemetry instrumentation for Llama Index

OpenTelemetry instrumentation for Mistral AI

OpenTelemetry instrumentation for Ollama - local LLM runner

OpenTelemetry instrumentation for OpenAI

OpenTelemetry instrumentation for OpenAI Agents

OpenTelemetry instrumentation for Smolagents

OpenTelemetry instrumentation for vLLM

Traceable.ai Python Agent

TraceAgent — Local-first AI agent observability SDK. Trace LangChain, LangGraph, and any Python code. Open-source alternative to LangSmith.

Real-time observability for AI agents. See every thought, tool call, and error — live.

OpenTelemetry instrumentation for Claude Agent SDK

OpenTelemetry instrumentation for Pydantic AI

Agent runtime tracing and deterministic replay for LLM applications

Local-first observability for LLM applications

TraceMem — memory hooks installer for Claude Code

TRACER: Trace-Based Adaptive Cost-Efficient Routing. Turn LLM traces into parity-gated routing policies - cut 90%+ of LLM calls with formal guarantees.

Drop-in TraceRazor-instrumented Anthropic client. Zero-friction token efficiency auditing.

TraceRazor callback adapter for CrewAI - automatic token efficiency auditing

TraceRazor LangGraph/LangChain callback - token efficiency auditing

Drop-in TraceRazor-instrumented OpenAI client. Zero-friction token efficiency auditing.

TraceRazor hooks adapter for the OpenAI Agents SDK

Signed execution receipts for every LangChain model and tool call.

Placeholder package name reserved to protect the official Tracewell project.

A context tracing tool for LLM

A context traceback tool for LLM

A unified async interface to upload and download blobs to/from Azure or AWS S3, switchable via env var.

LangChain tools for the TradeOdds REST API — drop-in agent integrations for quantitative pattern analysis.

TradingAgents: Multi-Agents LLM Financial Trading Framework

Web UI for TradingAgents multi-agent trading framework

A simple tool to manage traefik in a docker swarm

Simple templating and web-source retrieval utilities for RAG.

Automatic Claude context builder for any coding project

Tragedy (Ancient Greek: τραγῳδία) is one of the three principal theatrical genres.

API client for Test Results Aggregation system

Paragraph-level compliance audit trails for RAG pipelines

A small example package

Fine-tuning LLMs for instruction using QLoRA.

TrainLoop LLM Logging SDK for data collection

TRAINS Agent - Auto-Magical DevOps for Deep Learning

Mapping trait to ontology using GPT.

Multilingual Parallel Translation Platform with Reflection-based Improvement using Local LLMs

Embed transcript files into ChromaDB and query them with RAG

A modular PyTorch framework for fine-tuning Hugging Face models.