Harness Python Packages

cuga

CUGA is an open-source generalist agent harness for the enterprise, supporting complex task execution on web and APIs, OpenAPI/MCP integrations, composable architecture, reasoning modes, and policy-aware features.

harness-python-sdk

python SDK for harness

claude-ctx

Skill, agent, MCP, and harness recommendations for Claude Code/custom LLMs: 102,696-node LLM-wiki graph, 91,432 skills, 10,787 MCPs, 13 harnesses, and capped execution recommendations.

bog-agents

bog-agents is an AI super-harness for your favorite inference provider.

wbcli

Ultra-light multi agent orchestrator, anywhere you work

bog-agents-cli

bog-agents is an AI super-harness for your favorite inference provider.

bog-agents-daemon

bog-agents is an AI super-harness for your favorite inference provider.

local-agent-harness

Maturity-aware harness manager for local AI coding agents (Claude Code, Codex CLI, Copilot CLI, Cursor). Audit, init, and refresh AGENTS.md / GROUNDING.md / CI / sandbox at the right stage.

open-jet

Claude Code for local LLMs. Unified backend, setup, and coding harness for your own models.

interlocks

One opinionated command surface for local checks and CI, replacing per-repo quality-script sprawl with a consistent, enforceable workflow.

aat-devqa

AI-powered automated E2E testing. Just enter a URL — AI generates and runs test scenarios.

kensa

Zero to evals in minutes.

taskledger

taskledger is a task-first durable state layer for staged coding work.

kensa-mcp

Zero to evals in minutes.

pilot-code

Coding harness for multi-agent execution and orchestration

pyflue

Python-first agent harness framework with Markdown skills, sessions, sandboxes, and pluggable backends.

harness-to-mcp

🔌 Turn harness internal tools into a standard MCP server — compatible with Claude Code, Codex, OpenClaw, and more.

ceo-py

An ultra-lightweight agentic AI framework based on the ReAct paradigm.

superagentic-metaharness

Meta Harness Implementation

apothem

One shared profile · materialized into eleven AI-coding-tool harnesses.

researchharness

A lightweight, general-purpose harness for tool-using LLM agents, fair benchmark evaluation, harness baselines, and personal assistant workflows.

water-ai

The production-ready agent harness framework for Python

syrin

The Python Harness for Production AI Multi-Agent Systems

pantheon-agents

A general, evolvable, and distributed agent framework & harness for data science.