Human In The Loop Python Packages

citevahti

Run unit tests on your manuscript. Check every manuscript claim against its cited evidence. Human-first, AI-second, Zotero-audited, local-first.

rubrix

Argilla is a collaboration tool for AI engineers and domain experts to build high-quality datasets

palmengine

Palm Engine 🌴 - Orchestration with Behavior Trees

lynx-agent

Policy-gated, durable, audited execution for AI agent tool calls. Every action gets a five-verdict policy check, a crash-safe checkpoint, and a tamper-evident audit event — a library, not a server.

browser-handoff

Human-In-The-Loop for your browser-use agents.

prismal-ai

Prism-inspired multi-agent orchestration framework built on LangGraph. Security-first, provider-agnostic, composable.

leashd

Safety-first agentic coding framework. Three-layer safety pipeline (sandbox, YAML policies, human-in-the-loop approval) for AI coding agents. Pluggable runtimes (Claude Code, Codex), autonomous task orchestrator, full audit trail.

jamjet

The open-source safety layer for AI agents — block unsafe tool calls, require approval, enforce budgets, audit, replay.

e2a

Authenticated email gateway for AI agents — SPF/DKIM verified inbound, HMAC-signed delivery, webhook + WebSocket fan-out, CLI + SDKs

emilia-verify

Receipt Required for AI agents — no receipt, no irreversible action. An open, offline-verifiable authorization-receipt protocol: a named human signs the exact high-risk action (payment, deploy, delete, permissions) before it runs, and anyone can verify it later, trusting no one. Apache-2.0 · formally verified · IETF Internet-Drafts.

shyftlabs-continuum

Continuum — the agent runtime by ShyftLabs. Build, orchestrate, ship.

amx-cli

AI-driven CLI for documenting database schemas. DB + docs + codebase agents, 10 backends, BYO LLM, human-in-the-loop review.

melaya

AI agentic orchestration platform + flagship AI agentic trading crew. Official SDKs in 9 languages over an in-house Rust engine across 70+ venues

humanlayer

The best way to get AI coding agents to solve hard problems in complex codebases.

tilo

Build AI-native SaaS agents with the ROAM Loop: Render, Observe, Act, Memorize.

awaithumans

Pause your AI agent. Ask a human. Resume with their answer. Open source human-in-the-loop (HITL) library for production LLM agents: Slack, email, and web dashboard. Typed Pydantic and Zod responses. Durable Temporal and LangGraph adapters. AI verifier. Audit trail. Self-hosted, Apache 2.0. Python and TypeScript.

graphrefly

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

intaris

Guardrails service for AI agents. Default-deny tool call evaluation with LLM safety analysis, priority-ordered decision matrix, and human-in-the-loop escalations. Session recording, behavioral analysis, MCP proxy, secret redaction, and real-time audit.

argilla-server

Argilla is a collaboration tool for AI engineers and domain experts to build high-quality datasets

execlave-sdk

Official Python SDK for Execlave — the AI Agent Management Platform (AMP). Tracing, runtime policy enforcement, and compliance audit trails for AI agents.

humanproof

Human-in-the-loop checkpoints and approval gates for AI agents

tidebase

The open-source checkpoint layer for AI agents — checkpoints, replay, durable queues, cron, cancellation, gates, and live state, in your own Postgres.

gantrygraph

Secure, OS-level AI agents built for developers. LangGraph-native framework with built-in guardrails, budget control, and human-in-the-loop.

precheck-guardian

A pre-execution approval gate for AI agents: preview the plan, see per-step risk, approve/reject/edit before anything runs. Framework-agnostic, zero core deps.