Python agents

Official AutoGen (v0.4+) tool wrapper for Quesen — deterministic A2A risk validation for AutoGen agents.

Official CrewAI tool wrapper for Quesen — deterministic A2A risk validation for CrewAI agents and crews.

Official LangChain / LangGraph tool wrapper for Quesen — deterministic A2A risk validation.

A Gradio RAG application combining Quivr document search with MemPalace memory

QwenPaw is a **personal assistant** that runs in your own environment. It talks to you over multiple channels (DingTalk, Feishu, QQ, Discord, iMessage, etc.) and runs scheduled tasks according to your configuration. **What it can do is driven by Skills — the possibilities are open-ended.** Built-in skills include cron, PDF/Office handling, news digest, file reading, and more; you can add custom skills. All data and tasks run on your machine; no third-party hosting.

RAG evaluation toolkit with readable LLM-judge prompts and local-first (Ollama) support.

A Professional, Enterprise-Grade Retrieval-Augmented Generation System for PDF Documents

RAG evaluation and root-cause diagnosis SDK/CLI

Health checks for RAG knowledge bases: staleness, orphans, duplicates, coverage

Evaluation harness for indirect prompt injection and retrieval poisoning resistance in RAG pipelines

A modular, fully local reliability layer for RAG pipelines.

A modular, fully local reliability layer for RAG pipelines.

Kubernetes deployment manifests and Helm chart for RagLeap Core, tested in CI on throwaway kind and k3d clusters

Pluggable vector backends beyond ragleap-rag core's 6 (PgVector, FAISS, Pinecone, Weaviate, Qdrant, Milvus) - additional VectorBackend implementations as optional extras, no vendor lock-in, no bloated core dependency footprint.

The complete RAG evaluation library. Scores, diagnoses, and domain-aware.

Local one-shot YAML/JSON agent workflow engine + MCP toolkit (BYOK).

AI-powered reconciliation agent for finance.

High-throughput LLM Gateway and Circuit Breaker for distributed AI agents

Haystack integration for rhesis

Schema definitions and utilities for the AgentLogs dataset

LangChain integration for SafePrompt — prompt-injection detection as a callback handler. Validates every prompt flowing through a chain before it reaches the LLM.

CLI + MCP Server client for the sale-agent open platform

Official Python Telemetry & Monitoring Client for Sannex AI Operations

Academic paper knowledge-base MCP tool with ingest, retrieval and chat over your document corpus

Retrieval-augmented generation, built around your scientific domain.

OpenAI-compatible chat model for Semora: official openai SDK, LangChain chunks.

A markdown file in, a callable agent out. One Python file over the Claude Agent SDK.

Build agents with explicit steps, check them against your project, and follow a staged procedure that keeps things from drifting.

Shared SingleStore helpers for langchain-singlestore and langgraph-singlestore

Skein - team coordination platform for humans + AI agents, built on the Strands Agents SDK

Self-improving skills for Claude Code — your agent learns, recalls, reinforces, and forgets. SQLite + FTS5 + local embeddings + MCP.

Proxy inteligente entre APIs compatíveis com OpenAI e múltiplos provedores de LLM, com roteamento por complexidade e compressão de contexto.

Cross-platform capability discovery and diagnostics for coding-agent workstations

Haystack Document Store for Apache Solr

Convierte montos a letras en español, inglés, portugués y francés para cheques, facturas, recibos y contratos, con las 156 divisas del estándar ISO 4217 y sus subunidades.

Stellarmesh 对象存储控制面与预签名数据面客户端

Use pipx run stem-agent to install the STEM toolkit for coding agents.

Provider-agnostic contracts for Storage Kernel.

Shared Storage Kernel implementation: paths, streams, observability and error normalization.

Dynamic provider factory for Storage Kernel.

AWS S3 provider package for Storage Kernel.

GCP Storage provider package for Storage Kernel.

Local filesystem provider for Storage Kernel.

SFTP provider package for Storage Kernel.

Run bigger LLMs on smaller GPUs through intelligent, asynchronous layer streaming.

OpenTelemetry Anthropic instrumentation

A tick-based / real-time multi-agent swarm runtime with hierarchical memory, a hybrid LLM/rule-based orchestrator, and pluggable domain physics -- for simulations and for real hardware/services alike.

Multi-methodology swarm penetration testing agent built with LangGraph

TARS — a disciplined, multi-session coding agent loop

Minimal, dependency-light Python SDK for building autonomous Ed25519 agents on the Technocore protocol

Tencent Cloud CLS observability for AgentScope agents

CLS observability SDK for OpenAI Agents SDK — per-turn trace model, direct upload to Tencent Cloud CLS

GGUF runtime, model manager & OpenAI server utilizing device resources for Android Termux & ARM64

OpenAI-compatible model, prompt, structured invocation, embedding, and memory APIs for tketool

Extensible data structures over pluggable ordered storage backends

OpenTelemetry-first LLM tracing SDK with OpenAI instrumentation

Python SDK for TollMeshCache - Distributed CRDT-based caching

LangChain integration for ToolTrace web intelligence API

LlamaIndex integration for ToolTrace web intelligence API

Pre-commit hook and CLI that fails when a branch adds no towncrier changelog fragment.

Local stdio MCP servers extracted from the trading swarm: point-in-time data assembly, pre-trade invariant + leakage auditing, and regime-fragility probing.

Claude Code hook instrumentation plugin for TruLens.

Library to systematically track and evaluate LLM based applications.

Code-first executable hooks and strict schemas for Codex and Claude Code.

A unified interface to all major LLM providers with system certificate and async support

Diversity-aware retrieval for RAG: the Vendi Retrieval Score, standalone or in the Vendi-RAG loop

Framework-neutral Python SDK for native Vintraa agents.

CLM: context-lifecycle management perception plugin for vLLM-HUST (request-lifecycle event sink)

DLA: decode-length-aware preemption & admission for vLLM-HUST

Benchmark-driven configuration optimization for vLLM inference servers

SBW watermarking logits processor for vLLM

Spark2_5 support for vLLM, maintained out of tree

LiteLLM (virtual key lifecycle + usage reporting) plugin for Waldur Site Agent

A terminal coding agent

Composable RAG primitives on Qdrant — a library, a CLI, and an MCP server

LangChain tool integration for x402 web scraper with HTTP 402 micro-transactions on Base.

Yanez agent authorization: request human approval, verify signed receipts.

Open-source offensive security agents for autonomous pentesting

Evidence-backed project guidance and verification for coding agents

A small compatibility layer for OpenAI Agents SDK, Claude Agent SDK, and DeepSeek Harness

A process table for coding agent sessions. Claude Code, Codex, OpenCode, Hermes, Pi, CommandCode and Copilot in one view, with models, idle time, disk use and one key to stop them.

Deterministic audits of website readiness for agents.

Agent Resurrect SDK

Streaming FastAPI/ASGI adapter for an Agent Workbench service

Convert agent session logs (Claude Code JSONL) into Perfetto/Chrome trace JSON for ui.perfetto.dev

One permanent AI agent that builds, runs and retires other agents per task.

AD-001..AD-015: the agentic-dataset governance contract as language-neutral executable conformance vectors, plus a runner that needs no access to an implementation's internals

MCP policy gateway and red-team benchmark harness

Pluripotent stem-cell framework and universal agentic toolchain for autonomous workflows

An MCP which adds terminal capabilities to an agent.

Authorization and evidence SDK for AI agents: check permissions before every action, record what agents actually did.

Framework-agnostic observability, debugging, and deterministic issue detection for AI agents.

A framework for running AI agent workflows against code repositories.

HTTP and Telegram relay to agents-harness runner.loop (stdlib only)

Jailed terminal CLI for agent computer-use (policy + driver)

Five things an autonomous agent gets wrong silently, and the code that stops each one. Dependency-free stdlib.

Treat a whole git repository as a packaged, distributable agent. Where agents.md describes a repo to coding agents, agentsgit packages the repo itself as the agent: a manifest spec plus a CLI to declare, validate, pack, publish, and install repo-as-agent bundles.

Shared infrastructure library for the Agent Skill Forge platform.

Python SDK for the AgentSync x402 micropayment gateway on Radix

Ragas-inspired RAG quality evaluation, synthetic dataset generation, and continuous runtime observability for Agno.