Agent Harness Python Packages

ait-vcs

AI coding agents should work in attempts, not your working tree

soothe

「 ✦ Soothe ✦ 」An autonomous expert system engineered to orchestrate complex workflows and execute long-duration tasks with precision and persistence.

soothe-sdk

「 ✦ Soothe ✦ 」An autonomous expert system engineered to orchestrate complex workflows and execute long-duration tasks with precision and persistence.

soothe-cli

「 ✦ Soothe ✦ 」An autonomous expert system engineered to orchestrate complex workflows and execute long-duration tasks with precision and persistence.

desloppify

Agent harness to make your slop code well-engineered and beautiful.

phoenix-os

A cognitive harness for personal AI. Local-first. Memory is the nervous system, not a database. Python-native, extensible by a single decorator.

graphrefly

Reactive harness layer for agent workflows. Describe automations in plain language, trace every decision, enforce policies, persist checkpoints. Python. Zero dependencies.

langchain-task-steering

Task-steering — Implicit state-machine middleware for LangChain v1 agents. Ordered task pipelines with per-task tool scoping, dynamic prompt injection, and composable completion validation.

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

soothe-daemon

「 ✦ Soothe ✦ 」An autonomous expert system engineered to orchestrate complex workflows and execute long-duration tasks with precision and persistence.

sponsio

Deterministic safety solutions for probabilistic AI agents

reps-py

Reflective Evolutionary Program Search agent for continuous optimization tasks

rally-agents

Filesystem-first agent harness for strong, stable coding-agent workflows with repo-local run state.

forge-os-core

Universal Agent Harness — wrap any LangGraph / CrewAI / AutoGen flow. Real-time cost tracking, cross-run memory, OpenTelemetry tracing, and an opt-in self-evolution loop.

adam-mcp

MCP server that exposes Adam Framework vault memory as tools for Claude Desktop, Cursor, and any MCP-compatible client

forge-os-adapters

Universal Agent Harness — wrap any LangGraph / CrewAI / AutoGen flow. Real-time cost tracking, cross-run memory, OpenTelemetry tracing, and an opt-in self-evolution loop.

forge-os-cli

Universal Agent Harness — wrap any LangGraph / CrewAI / AutoGen flow. Real-time cost tracking, cross-run memory, OpenTelemetry tracing, and an opt-in self-evolution loop.

forge-os

Universal Agent Harness — wrap any LangGraph / CrewAI / AutoGen flow. Real-time cost tracking, cross-run memory, OpenTelemetry tracing, and an opt-in self-evolution loop.

forge-os-memory

Universal Agent Harness — wrap any LangGraph / CrewAI / AutoGen flow. Real-time cost tracking, cross-run memory, OpenTelemetry tracing, and an opt-in self-evolution loop.

forge-os-observe

Universal Agent Harness — wrap any LangGraph / CrewAI / AutoGen flow. Real-time cost tracking, cross-run memory, OpenTelemetry tracing, and an opt-in self-evolution loop.

forge-os-mcp

Universal Agent Harness — wrap any LangGraph / CrewAI / AutoGen flow. Real-time cost tracking, cross-run memory, OpenTelemetry tracing, and an opt-in self-evolution loop.

qitos

QitOS - torch-flavor framework for agent researchers

forge-adapters

Universal Agent Harness — wrap any LangGraph / CrewAI / AutoGen flow. Real-time cost tracking, cross-run memory, OpenTelemetry tracing, and an opt-in self-evolution loop.