Keyword Triggers

This document explains OMA's Keyword Trigger system. It enables users to invoke appropriate Tier-0 workflows via natural language input without memorizing /oma:* commands directly.

Overview

Keyword Trigger works as follows: the UserPromptSubmit hook intercepts user input, matches it against a keyword dictionary in .omao/triggers.json, and injects matching Tier-0 command hints as system messages. Agents then invoke the command or ask for confirmation.

Default Mapping Table

Immediately after OMA installation, default triggers are (source: CLAUDE.md <keyword_triggers>):

Keyword	Maps to Command	Example Input
autopilot (in AIDLC context)	/oma:autopilot	"Run this feature through autopilot end-to-end"
agenticops, ops-mode	/oma:agenticops	"Switch prod to ops-mode"
self-improving, feedback-loop	/oma:self-improving	"Reflect last week's failures via self-improving"
aidlc (single feature)	/oma:aidlc-loop	"Process this requirement with aidlc loop"
eks-agentic, platform-bootstrap	/oma:platform-bootstrap	"Build eks-agentic platform"
inception	/oma:inception	"Run inception phase only"
construction	/oma:construction	"Start construction phase"

Matching is case-insensitive substring matching at word boundaries.

Mechanics

Hook Pipeline

Hook Script Flow

hooks/user-prompt-submit.sh performs:

1. Receive user input via stdin
2. Load .omao/triggers.json from current project (or fall back to <repo>/steering/triggers.default.json)
3. Search input for keywords at word boundaries with lowercase normalization
4. If keywords match, output {"systemMessage": "Trigger match: /oma:<workflow>"} to stdout
5. Claude Code injects systemMessage into session context

Session Initialization

hooks/session-start.sh runs when Claude Code session starts and performs:

• Check .omao/state/active-mode.json for active Tier-0 mode
• If active, inject context like "Currently running /oma:autopilot"
• Expose recent memos from .omao/notepad.md to session context

triggers.json Structure

{
  "version": "1.0",
  "triggers": [
    {
      "keywords": ["autopilot"],
      "command": "/oma:autopilot",
      "context_hints": ["aidlc", "end-to-end", "full-loop"],
      "priority": 10
    },
    {
      "keywords": ["self-improving", "feedback-loop", "feedback loop"],
      "command": "/oma:self-improving",
      "priority": 8
    },
    {
      "keywords": ["platform-bootstrap", "eks-agentic", "eks agentic"],
      "command": "/oma:platform-bootstrap",
      "priority": 9
    }
  ]
}

Field Descriptions

Field	Type	Description
keywords	string[]	Keywords to match. Can include spaces
command	string	/oma:* command to suggest on match
context_hints	string[]	Auxiliary keywords that must co-occur to match (optional)
priority	int	Higher values take precedence on simultaneous matches

Role of context_hints

autopilot is a common word outside OMA context. Adding context_hints: ["aidlc", "end-to-end", "full-loop"] reduces false positives: the autopilot keyword matches only when co-appearing with those hints.

Adding Custom Triggers

To add project-specific workflows, add entries to .omao/triggers.json.

cd <your-project>
jq '.triggers += [
  {
    "keywords": ["payment-check", "payment check"],
    "command": "/oma:aidlc-loop",
    "context_hints": ["payment", "billing"],
    "priority": 7
  }
]' .omao/triggers.json > /tmp/triggers.new && mv /tmp/triggers.new .omao/triggers.json

Project-level triggers take precedence. If the same keyword exists in both project and default, project triggers match first.

Macro Expansion Example

Register frequently-used compound commands under short keywords:

{
  "keywords": ["weekly-improve"],
  "command": "/oma:self-improving",
  "priority": 10
}

After this, typing weekly-improve triggers the agent to suggest /oma:self-improving.

Disabling Triggers

You can disable triggers system-wide or per-session.

Environment Variable

export OMA_DISABLE_TRIGGERS=1
claude

With OMA_DISABLE_TRIGGERS=1 set, user-prompt-submit.sh immediately exits with passthrough, skipping trigger matching.

Permanent Disabling

Delete the OMA hook entry from ~/.claude/settings.json:

jq 'del(.hooks.UserPromptSubmit[] | select(.hooks[].command | endswith("/hooks/user-prompt-submit.sh")))' \
  ~/.claude/settings.json > /tmp/settings.new && mv /tmp/settings.new ~/.claude/settings.json

To also disable SessionStart hook, apply the same pattern separately.

Single Input Bypass

Prepend #noauto to skip trigger matching for that prompt:

#noauto General question about autopilot mode

The hook detects #noauto, passes through, and strips the prefix from final input.

Matching Rules Details

Normalization

• Convert input text to lowercase
• Trim leading/trailing and collapse internal whitespace
• Preserve both Korean and English text for hybrid matching

Word Boundaries

• No substring matching across word breaks (e.g., auto does not match within automobile)
• Korean lacks word tokenization, so register keywords in exact form (e.g., "자동조종", "자율 모드")

Multiple Matches

When several triggers match simultaneously, the highest priority wins. Within same priority, array order in triggers.json is tiebreaker.

Case Sensitivity

Matching is case-insensitive. The command string in systemMessage is verbatim from triggers.json.

Debugging

Check Matching Behavior

Manually run the hook script to verify matching:

echo "Run AIDLC with autopilot" | bash ~/.oma/hooks/user-prompt-submit.sh
# Expected output: {"systemMessage":"Trigger match: /oma:autopilot"}

Inspect Trigger List

jq '.triggers[] | {keywords, command, priority}' .omao/triggers.json

Collect Logs

Enable debug output in hooks:

export OMA_TRIGGER_DEBUG=1
claude
# Hook calls log matching results to ~/.claude/logs/oma-triggers.log

Best Practices

Assign Short Keywords to High-Frequency Workflows

If /oma:self-improving is called weekly, register "weekly-improve" as a memorable shorthand.

Use context_hints for High-Impact Commands

/oma:platform-bootstrap is long-running and costly. Require context_hints: ["platform", "bootstrap", "eks"] to prevent accidental invocation.

Version-Control Team triggers.json

Commit .omao/triggers.json to git so the team shares consistent shortcuts. Isolate personal triggers via .gitignore of .omao/triggers.local.json.

Accommodate Mixed Languages

For Korean-dominant teams, register both: ["자동조종", "autopilot"]. Monitor with OMA_TRIGGER_DEBUG=1 to see which keyword actually matches.

Security and Audit

• Triggers suggest commands but do not auto-execute. Agents ask for confirmation (UX varies by Claude Code version).
• .omao/triggers.json is managed as project source, so include it in code review to prevent malicious command injection.
• Setting OMA_DISABLE_TRIGGERS=1 in CI prevents automation pipelines from accidentally invoking commands.

Reference Materials

Official Documentation

• Claude Code Hooks — UserPromptSubmit and SessionStart hook standards
• jq Manual — Editing triggers.json
• oh-my-claudecode Keyword Triggers — Reference implementation (OMC)

OMA Internal Documentation

• Tier-0 Workflows — Command details that triggers map to
• Claude Code Setup — Hook registration procedure
• Kiro Setup — Kiro equivalent mechanism (kiro.meta.yaml trigger_keywords)
• Introduction — System overview