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Intelligent interrupt layer for Claude — learns when to ask, when to proceed

Project description

cc-relay

PyPI version Python License: MIT

An adaptive interrupt layer for Claude Code. Relay intercepts every tool call via hooks, learns from your approval history, and automatically decides what to let through — only interrupting you when a real decision is needed, and sending a desktop notification so you're never left wondering why the task stalled.

The key idea: other permission tools use static rules or call an LLM on every action. Relay tracks your actual approval rate per action type and adapts over time. After you approve git commit ten times, it stops asking. High-risk operations always interrupt — everything else gets quieter as you use it.

中文 | 日本語 | 한국어

Why cc-relay

Static allowlists LLM classifier cc-relay
Setup Manual rule maintenance API key required Zero config
Learns from you No No Yes
Cost per decision Free ~$0.001/call Free
Adapts to your workflow No No Yes
Works offline Yes No Yes

How it works

Claude is about to execute a tool (Write, Bash, Edit, etc.)
    ↓
PreToolUse hook fires → relay hook pre
    ↓
Look up historical approval rate + assess risk level
    ↓
allow → tool executes immediately, auto-recorded as approved
ask   → tool pauses, desktop notification sent, Claude Code shows confirmation prompt
    ↓
User confirms → Claude continues, PostToolUse marks record as approved
User rejects  → session ends
    ↓
Stop hook fires → marks pending records as rejected + sends completion notification
    ↓
History accumulates → same action type gets quieter over time

Decision logic

Condition Result
High-risk (delete files, force push, drop table, system paths) Always interrupt
Low risk, effective weight < 4 Auto-approve (no baseline needed)
Low risk, effective weight ≥ 4, approval rate ≥ 90% Auto-approve
Medium risk, effective weight < 7 Interrupt to build baseline
Medium risk, effective weight ≥ 7, approval rate ≥ 85% Auto-approve
Everything else Interrupt

Approval rates use exponential time decay (half-life: 7 days) — recent decisions carry more weight than old ones. If you start rejecting an action you previously always approved, the weighted approval rate drops quickly and Relay starts interrupting again within days. Old approvals fade naturally, so the system never gets permanently locked into auto-approve.

Action type Description Risk
file_write:system Write to /etc/, /usr/, etc. High
file_write:config Write to .env, .yaml, .toml, etc. Medium
file_write:code Write to regular code files Medium
bash_write:git git commit / push / merge Medium
bash_write:package_manager pip / uv / npm installs Medium
bash_write:shell mv / cp / chmod and other shell ops Medium
file_delete rm, drop table, and other deletions High
bash_read / file_read Read-only operations Low

Installation

Global install (recommended) — add to the mcpServers field in ~/.claude.json:

{
  "mcpServers": {
    "relay": {
      "type": "stdio",
      "command": "uvx",
      "args": ["cc-relay@latest"]
    }
  }
}

Per-project install — create .mcp.json in your project root:

{
  "mcpServers": {
    "relay": {
      "type": "stdio",
      "command": "uvx",
      "args": ["cc-relay@latest"]
    }
  }
}

Restart Claude Code. Relay registers its hooks into ~/.claude/settings.json on first startup. No further configuration needed.

Uninstall

uvx cc-relay --uninstall

Notification support

Relay sends two types of desktop notifications. Text auto-switches based on system language (Chinese, English, Japanese, Korean).

  • Interrupt: when an action needs your approval — prompts you to return to the terminal
  • Completion: when Claude finishes responding — so you know the task is done even if you stepped away
Platform Implementation Notes
macOS osascript Built-in, works out of the box
Linux notify-send Requires desktop environment (default on Ubuntu/GNOME)
Windows plyer Works out of the box

MCP tools

Once installed, Relay works automatically. You can also call these tools directly inside Claude Code:

Tool Description
relay__get_stats_tool View approval statistics for all action types
relay__get_recent_decisions_tool View recent decision history for a specific action type
relay__reset_action_type_tool Clear history for an action type and rebuild baseline

CLI

# Install / uninstall hooks
uvx cc-relay --install
uvx cc-relay --uninstall

# View recent decisions for an action type (default 20)
uvx cc-relay --history bash_write:git
uvx cc-relay --history file_write:code 50

# Clear all history for an action type
uvx cc-relay --reset bash_write:git

Known limitations

Relay hooks do not fire in --dangerously-skip-permissions mode (that mode bypasses the hook mechanism entirely).

Local development

git clone https://github.com/solost23/cc-relay
cd cc-relay
uv sync
uv run pytest
uv run mcp dev cc_relay/server.py

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