langgraph-hitl

langgraph-hitl is a skill for Claude Code from a5c-ai/babysitter. It costs 19 tokens per session (339 once invoked), scanned A, original, MIT.

A human-approval layer for LangGraph workflows, which are programs made of connected processing steps. It pauses a workflow at chosen points so a person can review, approve, change, or reject an action before it continues.

In plain words
What is it for?
Use it for approval gates, tool-call review, intervention screens, workflow resumption, timeout handling, and escalation paths.
Why use it?
It prevents automated workflows from taking sensitive or risky actions without review. Timeouts, escalation, notifications, and approval records help handle decisions that are delayed or need oversight.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

Good fit Use it for approval gates, tool-call review, intervention screens, workflow resumption, timeout handling, and escalation paths.

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Install with agentmods
npx agentmods add skills/a5c-ai/babysitter/langgraph-hitl
About the project

Babysitter is a workflow engine for AI coding agents that enforces predefined steps, quality checks, human approvals, and decision records. It is used to coordinate complex, repeatable agent workflows across supported coding tools. The catalogue contains skills, agents, instructions, settings, a plugin, and an MCP integration for its workflow.

a5c-ai/babysitter · 1,789 stars · on GitHub · a5c.ai

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add a5c-ai/babysitter --skill langgraph-hitl
Clone the repo
git clone --depth 1 https://github.com/a5c-ai/babysitter

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for langgraph-hitl

README.md
[![agentmods](https://agentmods.dev/badge/skills/a5c-ai/babysitter/langgraph-hitl/github.svg)](https://agentmods.dev/skills/a5c-ai/babysitter/langgraph-hitl)
Your own site
<a href="https://agentmods.dev/skills/a5c-ai/babysitter/langgraph-hitl"><img src="https://agentmods.dev/badge/skills/a5c-ai/babysitter/langgraph-hitl/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for langgraph-hitl

Your own site · 80×15
<a href="https://agentmods.dev/skills/a5c-ai/babysitter/langgraph-hitl"><img src="https://agentmods.dev/badge/skills/a5c-ai/babysitter/langgraph-hitl.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 19 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 339 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00019 $0.00339
Opus 5 $0.00010 $0.00169
Sonnet 5 $0.00004 $0.00068
Haiku 4.5 $0.00002 $0.00034

Measured 7d ago against content hash 8d0e2a066b54, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

langgraph-hitl scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 7d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

library/specializations/ai-agents-conversational/skills/langgraph-hitl/SKILL.md · 64 lines

What it actually says

LangGraph Human-in-the-Loop Skill

Capabilities

  • Implement interrupt points in LangGraph workflows
  • Configure human approval gates
  • Design intervention interfaces
  • Handle workflow resumption after human input
  • Implement timeout and escalation logic
  • Create notification systems for pending approvals

Target Processes

  • langgraph-workflow-design
  • tool-safety-validation

Implementation Details

HITL Patterns

  1. Interrupt Before: Pause before node execution
  2. Interrupt After: Pause after node for review
  3. Conditional Interrupt: Context-based pausing
  4. Tool Call Approval: Review tool invocations

Configuration Options

  • Interrupt node selection
  • Approval timeout settings
  • Escalation paths
  • Notification channels
  • State modification permissions

Best Practices

  • Clear approval prompts
  • Reasonable timeout defaults
  • Proper escalation chains
  • Audit logging for approvals

Dependencies

  • langgraph
  • langgraph-checkpoint (for persistence)
Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 7d ago First seen · 64 lines · 19 tokens per session scan A 8d0e2a066b54

Subscribe to this mod's changes

langgraph-hitl is a skill published in the GitHub repository a5c-ai/babysitter (1,789 stars, last pushed 7d ago), licensed MIT. It adds 19 tokens to every session and 339 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-05.