Foundry

This scans patterns and outcomes, generates new proposals if warranted, and reports what it found.

2. Show Staged Proposals

python3 ${CLAUDE_PLUGIN_ROOT}/lib/foundry.py --staged

For each proposal, display:

• Index: number for selection
• Type: gap / refinement / suppression
• Target: drift type + query type
• Reason: why this was proposed (with evidence counts and fitness rate)
• Suggestion: the proposed correction template (or suppression)

3. Ask for User Decision

Present the proposals and ask which to apply. Options:

• Apply all
• Apply specific indices (comma-separated)
• Reject all (clear staged)
• Skip (leave staged for later)

4. Apply Selected

python3 ${CLAUDE_PLUGIN_ROOT}/lib/foundry.py --apply {indices}

Report what was applied: strategies added to corrections.json, version bumped, remaining staged count.

5. For Suppression Proposals

Suppression proposals suggest threshold changes rather than new strategies. Present them as recommendations for /lcars:calibrate rather than applying directly.

6. Tool Proposals

The analysis output includes tool_proposals — repeated tool sequences detected in tool-usage.jsonl that could be crystallized into tool-factory tools.

If tool proposals exist, show them from ~/.claude/lcars/memory/staged-tools.json:

python3 -c "import sys, json; sys.path.insert(0, '${CLAUDE_PLUGIN_ROOT}/lib'); from staging import load_staged; print(json.dumps(load_staged(), indent=2))"

For each tool proposal, display:

• Name: proposed tool name
• Pattern: the tool sequence detected
• Evidence: occurrence count and session count

If user approves a tool proposal:

1. Call factory__create_tool via MCP with the tool's name and description
2. After MCP confirms, mark registered:

   python3 -c "import sys; sys.path.insert(0, '${CLAUDE_PLUGIN_ROOT}/lib'); from staging import mark_registered; mark_registered('TOOL_ID', 'MCP_NAME')"
   

When There's Nothing Staged

If no proposals exist and analysis finds nothing new, report:

• How many patterns and outcomes were analyzed
• That current strategies have adequate coverage
• Suggest running longer or checking /lcars:dashboard for current fitness rate