| # OpenRouter Submission Checklist |
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| **Project:** OpenClaw + Voice Components |
| **Date:** 2025-04-01 (assessment date) |
| **Status:** NOT READY FOR SUBMISSION |
| **Reviewer:** Subagent Checklist Agent |
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| ## Executive Summary |
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| **Recommendation: NO-GO** |
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| The workspace contains: |
| - OpenClaw: A TypeScript-based AI assistant CLI (not a model) |
| - Voice cloning Python prototypes (not production-ready) |
| - Strategic plans for integration |
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| **Critical Issue**: There is no standalone model file or inference endpoint ready for OpenRouter submission. OpenRouter expects an OpenAI-compatible API serving a specific model, not a full application codebase. |
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| ## Technical Requirements |
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| | # | Requirement | Status | Notes | |
| |---|-------------|--------|-------| |
| | 1 | Model uploaded to Hugging Face (or accessible) | β **BLOCKER** | No model file exists. OpenClaw is an application, not a model. Voice cloning code exists but no trained model artifact uploaded to HF. | |
| | 2 | API endpoint OpenAI-compatible and tested | β **BLOCKER** | No API endpoint. Need to create a REST API that accepts `/v1/chat/completions` format. Current components are CLI tools and Python scripts. | |
| | 3 | Rate limits documented and enforced | β **BLOCKER** | No rate limiting implemented. Must add token-based rate limiting (e.g., 100 requests/minute). | |
| | 4 | Error handling proper | β **BLOCKER** | No standardized error responses for API. Need proper HTTP status codes, error messages in OpenAI format. | |
| | 5 | Monitoring/logging in place | β **BLOCKER** | No logging infrastructure. Need structured logging, request/response tracking, error monitoring (Sentry/datadog). | |
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| ## Benchmarks |
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| | # | Requirement | Status | Notes | |
| |---|-------------|--------|-------| |
| | 6 | HumanEval score published | β **BLOCKER** | No HumanEval evaluation run. Must run HumanEval benchmark (at least pass@1) and document results. | |
| | 7 | MBPP score published | β **BLOCKER** | No MBPP evaluation. Must run MBPP benchmark and report scores. | |
| | 8 | Tool use accuracy documented | β **BLOCKER** | No tooluse evaluation. If claiming tool capabilities, need accuracy metrics on tool calling benchmarks. | |
| | 9 | Throughput/latency numbers | β **BLOCKER** | No performance testing. Need tokens/sec, p50/p99 latency, time-to-first-token metrics. | |
| | 10 | Context length capability verified | β **BLOCKER** | Context window not characterized. Need to document max context (e.g., 128k, 256k) and test with long prompts. | |
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| ## Documentation |
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| | # | Requirement | Status | Notes | |
| |---|-------------|--------|-------| |
| | 11 | README up-to-date with real numbers | β οΈ **PARTIAL** | README.md exists for voice clone project but lacks API details, pricing, benchmarks. Needs major updates for model submission. | |
| | 12 | Model card complete | β **BLOCKER** | No model card (model-card.yaml or README section). Must follow HF model card template: model description, intended use, limitations, training data, eval results. | |
| | 13 | Safety/ethics section filled | β **BLOCKER** | No safety documentation. Must address misuse risks (voice cloning ethics), mitigations, content policy. | |
| | 14 | Pricing clear | β **BLOCKER** | No pricing defined. OpenRouter pricing must be set (free tier? per token? subscription?). | |
| | 15 | Contact info valid | β **BLOCKER** | Contact info not specified. Need maintainer email, support channel, SLA contact. | |
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| ## Legal |
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| | # | Requirement | Status | Notes | |
| |---|-------------|--------|-------| |
| | 16 | License (Apache 2.0) is clear | β οΈ **PARTIAL** | LICENSE file exists (MIT for voice clone). Need Apache 2.0 for OpenRouter submission (or other permissive license). | |
| | 17 | Training data sources documented | β **BLOCKER** | No documentation of training data. Must list datasets used, sources, licenses. Voice cloning uses Coqui models - need attribution. | |
| | 18 | No copyright infringement (code under permissive licenses) | β οΈ **NEEDS REVIEW** | Code includes third-party dependencies. Need audit of all licenses (TypeScript deps in package.json, Python deps in requirements.txt). | |
| | 19 | Third-party attributions included | β **BLOCKER** | No attributions file. Must include notices for Coqui TTS, HF Transformers, etc. | |
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| ## Operational |
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| | # | Requirement | Status | Notes | |
| |---|-------------|--------|-------| |
| | 20 | Support process defined | β **BLOCKER** | No support plan. Need: how users report issues, response time SLA, escalation path. | |
| | 21 | SLA commitment realistic | β **BLOCKER** | No SLA defined. Must commit to uptime (e.g., 99.9%), support response times, incident resolution. | |
| | 22 | Incident response plan | β **BLOCKER** | No incident response process. Need runbooks for outages, rollback procedures, communication channels. | |
| | 23 | Monitoring dashboard (Grafana) ready | β **BLOCKER** | No monitoring stack. Need metrics collection (Prometheus), dashboards (Grafana), alerts (PagerDuty/email). | |
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| ## Blockers Summary |
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| ### Critical Path Blockers (Must Fix Before Submission) |
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| 1. **No Model Artifact**: No `.gguf`, `.safetensors`, or other model file prepared. Must train/fine-tune a model or use existing base (e.g., CodeLlama) and document modifications. |
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| 2. **No API Endpoint**: OpenRouter requires an OpenAI-compatible API. Must build a REST server (FastAPI/Express) that wraps model inference. |
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| 3. **Missing Benchmarks**: HumanEval and MBPP scores are mandatory for OpenRouter listing. Must evaluate and publish numbers. |
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| 4. **No Model Card**: Required by OpenRouter for transparency. Must create detailed documentation. |
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| 5. **No Pricing**: Must decide free/paid tiers and set token prices. |
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| 6. **No Monitoring**: Production API requires observability stack. |
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| 7. **No SLA/Support**: Commitments required for reliability. |
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| ## Go/No-Go Recommendation |
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| **NO-GO** β |
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| ### Reason |
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| The project is **not a model submission** but a **tooling codebase**. To be eligible for OpenRouter: |
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| 1. **Extract a model** from OpenClaw or fine-tune a base model (e.g., CodeLlama-7B) on your codebase to create "OpenClaw-7B" |
| 2. **Package as inference API** with OpenAI compatibility |
| 3. **Complete all 23 checklist items** (currently only 1-2 partial, rest are blockers) |
| 4. **Estimated effort**: 4-8 weeks minimum (benchmarking, API development, documentation, monitoring setup) |
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| ### Suggested Path Forward |
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| **Phase 1: Model Preparation (2 weeks)** |
| - Fine-tune CodeLlama or similar on OpenClaw codebase |
| - Export model to GGUF/Safetensors |
| - Upload to Hugging Face |
| - Run HumanEval/MBPP benchmarks |
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| **Phase 2: API Development (1-2 weeks)** |
| - Build FastAPI server with `/v1/chat/completions` |
| - Implement rate limiting, error handling |
| - Test with OpenAI client libraries |
| - Deploy to cloud (Railway/Render/Cloud Run) |
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| **Phase 3: Documentation & Compliance (1 week)** |
| - Write model card |
| - Define pricing (start free, then $X/1M tokens) |
| - Create README with examples |
| - Add safety/ethics section |
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| **Phase 4: Monitoring & Ops (1 week)** |
| - Set up logging (Sentry) |
| - Add metrics (Prometheus + Grafana) |
| - Create incident response playbook |
| - Define support process (GitHub Issues, Discord) |
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| **Phase 5: Submission** |
| - Submit to OpenRouter with all required fields |
| - Wait for review (typically 1-3 business days) |
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| ## Conclusion |
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| **Do not submit yet.** The project lacks a proper model artifact, API endpoint, benchmarks, and operational infrastructure. Focus on creating a standalone model from the OpenClaw codebase first, then build the submission package. |
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| **Checklist completed by:** Subagent (Final Checklist Agent) |
| **Next steps:** Initiate Phase 1 (model fine-tuning) and Phase 2 (API wrapper) in parallel. |
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