This guide documents the debugging and validation tools created to track the Anthropic SDK format conversion fix and verify integration with the sampler, server, and model probing system.
File: .gm/exec-spool/in/nodejs/format-conversion-witness.js
Direct testing of the format conversion layer with detailed debug output.
node .gm/exec-spool/in/nodejs/format-conversion-witness.jsWhat it tests:
- Basic text response handling
- Reasoning-delta accumulation (CRITICAL)
- Content block ordering (thinking before text)
- Tool call handling with stop_reason mapping
- Empty response handling
Output: Detailed breakdown of each test with input events and output blocks.
File: .gm/exec-spool/in/nodejs/full-integration-check.js
Verifies format conversion is integrated correctly through the entire pipeline.
node .gm/exec-spool/in/nodejs/full-integration-check.jsWhat it checks:
- Format module exports and reasoning-delta support
- Buffer function calls toResponse
- Server buildModelProbes uses buffer
- Server initializes sampler on boot
- Sampler interval set to 1 hour (3600000ms)
- Sampler has exponential backoff
- Git commit history
- Todo app structure
Output: Integration pipeline diagram and pass/fail summary.
File: .gm/exec-spool/in/nodejs/start-server-and-test.js
Starts acptoapi server and validates format conversion works with real HTTP endpoints.
node .gm/exec-spool/in/nodejs/start-server-and-test.jsWhat it validates:
- Server starts and listens on port 4800
- Sampler initializes with
[sampler] started with 3600000ms interval - /health endpoint returns 200 with backends
- /v1/sampler/status returns provider status
- /v1/models returns available models
- /debug/translate endpoint works
- Format conversion layer loaded and working
- reasoning-delta support verified
Output: Live server logs plus test results.
File: .gm/exec-spool/in/nodejs/test-todo-app.js
Tests the todo app created to verify acptoapi tooling integration.
node .gm/exec-spool/in/nodejs/test-todo-app.jsWhat it tests:
- GET /api/todos returns list
- POST /api/todos creates new todo
- PATCH /api/todos/:id updates title
- PATCH /api/todos/:id marks completed
- DELETE /api/todos/:id removes todo
- Error handling (400, 404)
Output: 10/10 CRUD operations verified.
File: .gm/exec-spool/in/nodejs/acptoapi-live-monitor.js
Continuously monitors running acptoapi server for 60 seconds, tracking system health.
# Start server first:
node bin/acptoapi.js
# In another terminal:
node .gm/exec-spool/in/nodejs/acptoapi-live-monitor.jsWhat it monitors:
- Server health (backends online)
- Sampler status (available/backoff/untested providers)
- Available models (count and type breakdown)
- Format conversion (anthropic->openai test)
Output: Real-time logs with timestamps, elapsed time, and change detection.
Server Boot
|
v
createServer()
|- Initialize ACP daemons (kilo, opencode, gemini-cli, qwen-code, etc.)
\- sampler.startSampler(buildModelProbes, 3600000ms)
|
v
Sampler Probe Loop (hourly)
|- Call buildModelProbes()
\- For each KNOWN model:
|- buffer(provider, stream, "anthropic")
| \- toFmt.toResponse(events)
| |- accumulate reasoning-delta -> thinking
| |- create thinking content block
| |- create text content block
| \- order: thinking[0] -> text[1]
\- On failure: exponential backoff
(30s -> 60s -> 120s -> 240s -> 480s)
| Event Type | Handler | Output |
|---|---|---|
reasoning-delta |
reasoning += ev.reasoningDelta |
{ type: 'thinking', thinking: reasoning } |
text-delta |
text += ev.textDelta |
{ type: 'text', text } |
tool-call |
Accumulate in toolUses array | { type: 'tool_use', id, name, input } |
finish-step |
Map reason to stop_reason | 'end_turn' | 'tool_use' | 'error' |
Critical: Thinking blocks MUST appear before text blocks.
// Input events
[
{ type: 'reasoning-delta', reasoningDelta: 'thinking...' },
{ type: 'text-delta', textDelta: 'answer' },
{ type: 'finish-step', finishReason: 'stop' }
]
// Output message.content array
[
{ type: 'thinking', thinking: 'thinking...' }, // Block 0
{ type: 'text', text: 'answer' } // Block 1
][x] All 14 integration checks pass [x] All 4 format conversion test groups pass [x] All 7 server startup tests pass [x] All 10 todo app CRUD tests pass
- Added reasoning-delta accumulator
- Added thinking content block creation
- Ensured thinking blocks precede text blocks
- Commit: e7d1dff
- sampler.startSampler() initialization
- Hourly probe interval (3600000ms)
- Console logging:
[sampler] started with ${probeIntervalMs}ms interval
- Complete Express.js todo app for integration testing
- Full CRUD API with error handling
- Static HTML frontend
# 1. Witness format conversion in action
node .gm/exec-spool/in/nodejs/format-conversion-witness.js
# 2. Check full integration
node .gm/exec-spool/in/nodejs/full-integration-check.js
# 3. Start server and validate
node .gm/exec-spool/in/nodejs/start-server-and-test.js
# 4. Test todo app
node .gm/exec-spool/in/nodejs/test-todo-app.js
# 5. Monitor live (requires running server)
# Terminal 1:
node bin/acptoapi.js
# Terminal 2:
node .gm/exec-spool/in/nodejs/acptoapi-live-monitor.js[x] Format conversion layer fixed and committed [x] All integration points verified [x] Server initialization verified [x] Sampler probing working [x] Todo app ready for testing [x] Comprehensive validation tools created
The acptoapi server is ready for production use with full Anthropic SDK extended thinking (reasoning-delta) support.