{"slug":"jaccen-3dgs-compression-deploy","name":"3dgs-compression-deploy","description":"3DGS compression-to-deployment pipeline: quantization (scalar/VQ/mixed-precision), pruning (coreset/adaptive/variational/merge/Bayesian), progressive streaming & LoD, Web/WebGPU/mobile deployment, hardware acceleration (Tensor Core/GEMM/FPGA/ASIC), training-free semantic compression. Covers 53+ methods across 6 compression categories. Use when: compressing 3DGS models, deploying 3DGS to web/mobile/edge, selecting quantization bit-width, designing streaming pipelines, 3DGS压缩/量化/剪枝/部署/流式传输/移动端/硬件加速.","long_description":"---\nname: 3dgs-compression-deploy\ndescription: \"3DGS compression-to-deployment pipeline: quantization (scalar/VQ/mixed-precision), pruning (coreset/adaptive/variational/merge/Bayesian), progressive streaming & LoD, Web/WebGPU/mobile deployment, hardware acceleration (Tensor Core/GEMM/FPGA/ASIC), training-free semantic compression. Covers 53+ methods across 6 compression categories. Use when: compressing 3DGS models, deploying 3DGS to web/mobile/edge, selecting quantization bit-width, designing streaming pipelines, 3DGS压缩/量化/剪枝/部署/流式传输/移动端/硬件加速.\"\nlicense: Apache-2.0\nuser-invocable: true\nmetadata:\n  version: \"1.1.1\"\n  author: jaccen\n  tags: [\"3dgs\", \"gaussian-splatting\", \"compression\", \"quantization\", \"pruning\", \"vector-quantization\", \"streaming\", \"deployment\", \"mobile\", \"webgpu\", \"tensor-core\", \"hardware-acceleration\", \"bayesian\", \"semantic-compression\"]\n  when_to_use:\n    - \"Compress a 3DGS model for storage or transmission\"\n    - \"Deploy 3DGS to web browser, mobile device, or edge hardware\"\n    - \"Select quantization scheme, bit-width, or pruning strategy\"\n    - \"Design progressive streaming or Level-of-Detail pipeline\"\n    - \"Evaluate hardware acceleration options (Tensor Core, GEMM, FPGA, ASIC)\"\n    - \"3DGS压缩 / 量化 / 剪枝 / 部署 / 流式传输 / 移动端 / 硬件加速\"\n---\n\n# 3DGS Compression & Deployment\n\n> End-to-end pipeline from raw 3DGS model to deployed application. Covers 6 compression categories + 4 deployment targets + hardware acceleration.\n\n## Capabilities\n\n- Analyze 3DGS model attributes (position, SH, opacity, scale, rotation) and recommend compression strategy\n- Select quantization method and bit-width per attribute (scalar, VQ, mixed-precision)\n- Design pruning pipeline (coreset, adaptive, variational, merge-based)\n- Plan VQ codebook architecture and residual coding\n- Architect progressive streaming and LoD systems (static and 4D dynamic)\n- Guide platform-specific deployment (WebGL, WebGPU, iOS/Android, desktop)\n- Evaluate hardware acceleration paths (Tensor Core, GEMM, FPGA, ASIC)\n- Estimate compression ratio, quality loss, and rendering speed for each method combination\n\n## Compression Pipeline\n\n```\nRaw 3DGS Model\n    │\n    ▼\n[Step 1] Analysis ── attribute profiling, bottleneck identification\n    │\n    ▼\n[Step 2] Strategy Selection ── target platform → compression recipe\n    │\n    ▼\n[Step 3] Pruning ── reduce Gaussian count (coreset / adaptive / variational / merge)\n    │\n    ▼\n[Step 4] Quantization ── reduce per-attribute bit-width (scalar / VQ / mixed-precision)\n    │\n    ▼\n[Step 5] Vector Quantization ── codebook-based attribute compression (optional, replaces/augments Step 4)\n    │\n    ▼\n[Step 6] Streaming & LoD ── progressive loading structure for network delivery\n    │\n    ▼\n[Step 7] Deployment ── platform-specific renderer and runtime\n    │\n    ▼\nDeployed Application (Web / Mobile / Desktop / Edge)\n```\n\n## Step 1: Analysis\n\nProfile the 3DGS model before selecting compression methods:\n\n| Attribute | FP32 Size | Typical Range | Sensitivity to Quantization |\n|-----------|-----------|---------------|---------------------------|\n| Position (μ) | 12B/Gaussian | Scene bounds | High — direct geometry impact |\n| SH (degree 0–3) | 48B/Gaussian | [-1, 1] per coeff | Medium-High — visual quality driver |\n| Opacity (α) | 4B/Gaussian | [0, 1] | Medium — pruning signal |\n| Scale (s) | 12B/Gaussian | [1e-5, 1e2] | Medium — anisotropy sensitive |\n| Rotation (q) | 16B/Gaussian | Unit quaternion | Low-Medium — can tolerate 8-bit |\n\n**Profiling checklist:**\n1. Total Gaussian count N and file size S\n2. Target platform constraints (memory budget, bandwidth, GPU capability)\n3. Quality floor (minimum acceptable PSNR/SSIM)\n4. Required FPS threshold\n5. Whether dynamic (4DGS) or static scene\n\n## Step 2: Compression Strategy Selection\n\nDecision tree by target platform:\n\n```\nTarget Platform?\n├── Web (WebGL/WebGPU)\n│   ├── Bandwidth-limited → Pruning + VQ + Streaming (CAGS/HGS pipeline)\n│   └── Compute-limited → Aggressive pruning + low SH degree + Flux-GS\n├── Mobile (iOS/Android)\n│   ├── Real-time required → Mobile-GS pipeline (depth-aware OIT + distillation + pruning)\n│   └── Quality priority → MesonGS++ (mixed-precision, budget-controlled) + NanoGS merge\n├── Desktop (GPU ≥ RTX 3060)\n│   ├── Max quality → Light quantization only (8-10 bit, ContextGS entropy coding)\n│   └── Large scene → Pruning + Streaming + HiGS hierarchical tiles\n└── Edge / Embedded\n    ├── FPGA targeted → SpqGS (hardware-friendly quantization) + Axis-Shared Accelerator\n    └── Low-power GPU → VEDAL pruning + 4-6 bit quantization + PocketGS on-device\n```\n\n**Combined target table:**\n\n| Target | Typical Gaussian Budget | Bit-width Range | Streaming | Key Methods |\n|--------|------------------------|-----------------|-----------|-------------|\n| Web | 100K–500K | 4–8 bit | Required | CAGS, StreamLoD-GS, Spark 2.0 |\n| Mobile | 50K–200K | 4–8 bit | Optional | Mobile-GS, Flux-GS, PocketGS |\n| Desktop | 500K–5M | 8–16 bit | For large scenes | MesonGS++, HiGS, gsplat |\n| Edge/FPGA | 10K–100K | 2–6 bit | Required | SpqGS, VEDAL, GEMM-GS |\n\n## Step 3: Quantization\n\n### Method Selection\n\n| Method | Type | Venue | Bit-width | Key Feature |\n|--------|------|-------|-----------|-------------|\n| MesonGS++ | Mixed-precision (post-training) | arXiv 2026 | 4–16 bit per attribute | 0-1 ILP hyperparameter search, 34x compression |\n| GETA-3DGS | Joint pruning + quantization | arXiv 2026 | 4–8 bit heterogeneous | Render-aware saliency, QADG dependency graph |\n| GSQ | Learned step size | CVPR 2025 | 4–8 bit | Group-wise quantization with learnable step |\n| ContextGS | Context-model entropy coding | NeurIPS 2024 | 8–16 bit | Anchor-level context replaces uniform quant |\n| SpqGS | Scalable parallel | CVPR 2025 | Hardware-friendly | Parallel bit allocation for FPGA/ASIC |\n| SOG-GS | Channel-grouped | CVPR 2025 | Per-channel | Preserves inter-Gaussian correlations |\n| ZipGS | Pruning + quant + entropy | CVPR 2025 | Variable | Volumetric entropy coding |\n| GaussianCodec | Entropy-constrained | CVPR 2025 | Rate-distortion optimized | Learned codec with ECVQ |\n| EAGLES | Quantized embeddings | ECCV 2024 | 8–16 bit | Coarse-to-fine training + pruning |\n| TC-GS | Tri-plane representation | IEEE 2026 | Implicit via tri-plane | Replaces per-Gaussian SH with shared tri-plane |\n\n### Bit-width Selection Guide\n\n| Attribute | 4–5 bit | 6–8 bit | 8–12 bit | 12–16 bit |\n|-----------|---------|---------|----------|-----------|\n| Position | Edge only — visible artifacts | Mobile/Web acceptable | Desktop recommended | Lossless-range |\n| SH (dc) | Not recommended | Edge/mobile | Desktop | High-fidelity |\n| SH (rest) | Aggressive mobile | Mobile/Web | Desktop | Unnecessary |\n| Opacity | Acceptable (post-sigmoid) | Recommended | Overkill | Overkill |\n| Scale | Log-space 4-bit risky | Log-space 6–8 bit | Recommended | Overkill |\n| Rotation | 8-bit often sufficient | Standard | Unnecessary | Overkill |\n\n**Rule of thumb:** Position and SH dominate quality; allocate more bits there. Opacity and rotation tolerate aggressive quantization.\n\n## Step 4: Pruning\n\n### Strategies\n\n| Strategy | Method | Venue | Compression | Quality Impact |\n|----------|--------|-------|-------------|----------------|\n| **Coreset-based** | Provable Pruning via Coresets | arXiv 2026 | Theoretical guarantee | Minimal — multiplicative approximation |\n| **Bayesian** | DP-Splat | arXiv 2026 | Automatic complexity control | Minimal — DP prior converges to optimal count |\n| **Training-free semantic** | CoSAG | arXiv 2026 | 37–76× over LangSplatV2 | Minimal — zero fine-tuning, leverages CLIP features |\n| **Importance-based** | Prune Wisely (DoG) | CVPR 2026 | 90% reduction | Minimal — DoG avoids false positives |\n| **Variational** | VEDAL | arXiv 2026（venue 待核实） | 5.2x (0.31 dB drop) | Low — uncertainty-gated async pruning |\n| **Merge-based** | NanoGS | arXiv 2026 | Training-free | Mass-preserving moment matching |\n| **Global+Local** | LightGaussian | NeurIPS 2024 | 15x | SVD distillation compensates |\n| **Render-aware** | GETA-3DGS | arXiv 2026 | ~5x storage | Transmittance-weighted saliency |\n| **Frequency-aware** | FAD-GS | CVPR 2024 | Frequency-separated | Separates low/high freq Gaussians |\n| **Memory-bounded** | Gaussians on a Diet | arXiv 2026 | 80% peak memory | Iterative growth+pruning |\n| **Hybrid** | HybridGS | CVPR 2025 | Explicit+implicit | Neural coding recovers pruned info |\n| **Budget-controlled** | MGS (Matryoshka) | arXiv 2026 | Continuous LoD | Any prefix of ordered set is coherent |\n\n### Pruning Decision Flow\n\n```\nNeed theoretical guarantees?\n├── Yes → Provable Pruning via Coresets\n└── No\n    ├── Training-free requirement?\n    │   ├── Yes → NanoGS (merge) or LightGaussian (post-training)\n    │   └── No\n    │       ├── Can retrain/fine-tune after pruning?\n    │       │   ├── Yes → Prune Wisely (DoG) + finetune, or VEDAL\n    │       │   └── No → NanoGS or GETA-3DGS (auto, no per-scene thresholds)\n    │       └── Need continuous quality levels?\n    │           └── Yes → MGS (Matryoshka stochastic budget training)\n```\n\n## Step 5: Vector Quantization\n\n### VQ Pipeline\n\n```\nGaussian Attributes\n    │\n    ▼\n[1] Attribute Grouping ── group by type (position, SH, scale/rotation)\n    │\n    ▼\n[2] Codebook Learning ── K-means / learned / residual codebook\n    │\n    ▼\n[3] Assignment ── nearest-neighbor lookup per group\n    │\n    ▼\n[4] Residual Coding ── (optional) multi-level residual VQ\n    │\n    ▼\n[5] Entropy Coding ── arithmetic / ANS coding of indices\n    │\n    ▼\nCompressed Bitstream\n```\n\n### VQ Methods\n\n| Method | Codebook Type | Venue | Compression | Key Feature |\n|--------|--------------|-------|-------------|-------------|\n| CompactGS | Learned per-attribute | ECCV 2024 | 10–15x | Simple codebook, minimal overhead |\n| VQGS | Residual codebook | CVPR 2025 | High-ratio | Multi-level residual improves quality |\n| RDO-Gaussian | ECVQ (entropy-constrained) | ECCV 2024 | 40x+ | Rate-distortion optimized VQ |\n| CAGS | VQ + LoD layers | SIGGRAPH 2026 | Adaptive | VQ establishes quality LoDs for streaming |\n| CGVQ | Clustered codebook | SIGGRAPH 2026 Poster | 20% bpp reduction | Cluster-guided grouping before quant |\n| Sp2403GS | Codebook + pruning | CVPR 2024 | Combined | Importance-based codebook selection |\n| HAC | Hash-grid context | ECCV 2024 | ~100x | Context modeling for entropy coding |\n| CompGS | Importance-aware | CVPR 2025 | Progressive | Progressive decoding support |\n\n### Codebook Design Rules\n\n1. **Codebook size K**: 256 (8-bit index) is standard; 1024 (10-bit) for quality; 64 (6-bit) for extreme compression\n2. **Grouping strategy**: Group by attribute type (position separate from SH); within SH, separate DC from higher-order\n3. **Residual levels**: 1 level = 10–20x; 2 levels = 20–50x; 3 levels = diminishing returns\n4. **LoD integration**: Each residual level can serve as a LoD tier (see Step 6)\n\n## Step 6: Streaming & LoD\n\n### Static Scene Streaming\n\n| Method | LoD Mechanism | Venue | Latency Reduction | Key Feature |\n|--------|--------------|-------|-------------------|-------------|\n| StreamLoD-GS | View-dependent LoD levels | arXiv 2026 | Progressive | Bandwidth-adaptive FVV delivery |\n| HGS | Hierarchical Gaussian structuring | CVPR 2025 | Progressive | Level-of-detail Gaussian hierarchy |\n| GS-Stream | Progressive chunk delivery | CVPR 2025 | Bandwidth-adaptive | Chunk-based 3DGS streaming |\n| EvoGS | Evolution Tree (wavelet-inspired) | arXiv 2026 | 2.4x payload reduction | Continuous parent-child refinement |\n| MGS | Stochastic budget training | arXiv 2026 | Continuous | Any prefix = coherent render |\n| SCube | VoxSplats + hierarchical LOD | NeurIPS 2024 | Hierarchical | Voxelized splat for large-scale |\n| CAGS | VQ-based LoD + reference image | SIGGRAPH 2026 | +5–20 dB PSNR | Server-side low-res reference corrects color |\n\n### Dynamic (4DGS) Streaming\n\n| Method | Mechanism | Venue | First-frame Latency | Key Feature |\n|--------|-----------|-------|---------------------|-------------|\n","tagline":"3DGS compression-to-deployment pipeline: quantization (scalar/VQ/mixed-precision), pruning (coreset/adaptive/variational/merge/Bayesian), progressive streaming & LoD, Web/WebGPU/mobile deployment, hardware acceleration (Tensor Core/GEMM/FPGA/ASIC), training-free semantic compress","category":"design-creative","tags":["agent-skill"],"author":"jaccen","verified":false,"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"github fast track","sourceDetail":"jaccen/Awesome-Gaussian-Skills","creatorName":"jaccen","creatorUrl":"https://github.com/jaccen","sourceUrl":"https://github.com/jaccen/Awesome-Gaussian-Skills/tree/main/skills/3dgs-compression-deploy","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/jaccen-3dgs-compression-deploy#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals."},"stats":{"stars":149,"forks":10,"verified_installs":0,"successful_runs":0,"total_outcomes":0,"rating":0,"review_count":0,"quality_score":38.33},"quality":{"score":68,"tier":"promising","label":"Promising","summary":"Useful candidate, but compare it with alternatives before adopting.","signals":[{"label":"GitHub stars","value":"149","tone":"neutral"},{"label":"Freshness","value":"2d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Apache-2.0","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v5","score":70,"base_score":78,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.","recommendedAction":"Run only in a sandbox and compare close alternatives before using it for real work.","decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["70/100 Trust Score v5","78/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Review before production"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":62,"weight":0.13,"status":"info","detail":"149 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":57,"weight":0.08,"status":"warn","detail":"149 stars, 10 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"2d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"Apache-2.0"},{"id":"documentation","label":"README/SKILL.md completeness","score":76,"weight":0.14,"status":"info","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":82,"weight":0.12,"status":"pass","detail":"network or browser surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add jaccen/Awesome-Gaussian-Skills --skill 3dgs-compression-deploy"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":72,"weight":0.07,"status":"info","detail":"filesystem or document access, network or browser access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/jaccen/Awesome-Gaussian-Skills/tree/main/skills/3dgs-compression-deploy"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"info","label":"GitHub adoption","detail":"149 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"149 stars, 10 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"2d since push"},{"status":"pass","label":"License clarity","detail":"Apache-2.0"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency/runtime risk","detail":"network or browser surface"},{"status":"pass","label":"Install availability","detail":"npx skills add jaccen/Awesome-Gaussian-Skills --skill 3dgs-compression-deploy"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"info","label":"Permission surface","detail":"filesystem or document access, network or browser access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/jaccen/Awesome-Gaussian-Skills/tree/main/skills/3dgs-compression-deploy"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Install command has no obvious high-risk pattern","Outcome loop is ready but needs first real agent run"],"warnings":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Stars/forks activity: 149 stars, 10 forks; issue activity unavailable in current metadata","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"149 GitHub stars","repoActivity":"149 stars, 10 forks","lastPushed":"2d since push","license":"Apache-2.0","repository":"https://github.com/jaccen/Awesome-Gaussian-Skills/tree/main/skills/3dgs-compression-deploy","install":"npx skills add jaccen/Awesome-Gaussian-Skills --skill 3dgs-compression-deploy","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access, network or browser access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"human_review_before_install"},"installReadiness":{"ready":true,"command":"npx skills add jaccen/Awesome-Gaussian-Skills --skill 3dgs-compression-deploy","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","2d since push","Financial domain: human review is required before use in a live investment workflow.","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Stars/forks activity: 149 stars, 10 forks; issue activity unavailable in current metadata"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Compare alternatives before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v4","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms","source_version"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]},"agent_contract":{"suited_tasks":["design-creative","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add jaccen/Awesome-Gaussian-Skills --skill 3dgs-compression-deploy","trust_score":70,"trust_version":"trust-score-v5","risk_level":"medium","do_not_use_when":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"bestFor":["design-creative","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"knownRisks":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Stars/forks activity: 149 stars, 10 forks; issue activity unavailable in current metadata"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":78,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout."}}},"trust_score_v5":{"version":"trust-score-v5","score":70,"base_score":78,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.","recommendedAction":"Run only in a sandbox and compare close alternatives before using it for real work.","decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["70/100 Trust Score v5","78/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Review before production"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":62,"weight":0.13,"status":"info","detail":"149 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":57,"weight":0.08,"status":"warn","detail":"149 stars, 10 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"2d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"Apache-2.0"},{"id":"documentation","label":"README/SKILL.md completeness","score":76,"weight":0.14,"status":"info","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":82,"weight":0.12,"status":"pass","detail":"network or browser surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add jaccen/Awesome-Gaussian-Skills --skill 3dgs-compression-deploy"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":72,"weight":0.07,"status":"info","detail":"filesystem or document access, network or browser access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/jaccen/Awesome-Gaussian-Skills/tree/main/skills/3dgs-compression-deploy"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"info","label":"GitHub adoption","detail":"149 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"149 stars, 10 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"2d since push"},{"status":"pass","label":"License clarity","detail":"Apache-2.0"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency/runtime risk","detail":"network or browser surface"},{"status":"pass","label":"Install availability","detail":"npx skills add jaccen/Awesome-Gaussian-Skills --skill 3dgs-compression-deploy"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"info","label":"Permission surface","detail":"filesystem or document access, network or browser access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/jaccen/Awesome-Gaussian-Skills/tree/main/skills/3dgs-compression-deploy"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Install command has no obvious high-risk pattern","Outcome loop is ready but needs first real agent run"],"warnings":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Stars/forks activity: 149 stars, 10 forks; issue activity unavailable in current metadata","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"149 GitHub stars","repoActivity":"149 stars, 10 forks","lastPushed":"2d since push","license":"Apache-2.0","repository":"https://github.com/jaccen/Awesome-Gaussian-Skills/tree/main/skills/3dgs-compression-deploy","install":"npx skills add jaccen/Awesome-Gaussian-Skills --skill 3dgs-compression-deploy","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access, network or browser access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"human_review_before_install"},"installReadiness":{"ready":true,"command":"npx skills add jaccen/Awesome-Gaussian-Skills --skill 3dgs-compression-deploy","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","2d since push","Financial domain: human review is required before use in a live investment workflow.","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Stars/forks activity: 149 stars, 10 forks; issue activity unavailable in current metadata"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Compare alternatives before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v4","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms","source_version"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]},"agent_contract":{"suited_tasks":["design-creative","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add jaccen/Awesome-Gaussian-Skills --skill 3dgs-compression-deploy","trust_score":70,"trust_version":"trust-score-v5","risk_level":"medium","do_not_use_when":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"bestFor":["design-creative","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"knownRisks":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Stars/forks activity: 149 stars, 10 forks; issue activity unavailable in current metadata"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":78,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout."}}},"trust_score_v4":{"version":"trust-score-v4","score":78,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout.","recommendedAction":"Test in a sandbox workflow and compare its install path with close alternatives.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":62,"weight":0.13,"status":"info","detail":"149 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":57,"weight":0.08,"status":"warn","detail":"149 stars, 10 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"2d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"Apache-2.0"},{"id":"documentation","label":"README/SKILL.md completeness","score":76,"weight":0.14,"status":"info","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":82,"weight":0.12,"status":"pass","detail":"network or browser surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add jaccen/Awesome-Gaussian-Skills --skill 3dgs-compression-deploy"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":72,"weight":0.07,"status":"info","detail":"filesystem or document access, network or browser access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/jaccen/Awesome-Gaussian-Skills/tree/main/skills/3dgs-compression-deploy"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"info","label":"GitHub adoption","detail":"149 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"149 stars, 10 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"2d since push"},{"status":"pass","label":"License clarity","detail":"Apache-2.0"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency/runtime risk","detail":"network or browser surface"},{"status":"pass","label":"Install availability","detail":"npx skills add jaccen/Awesome-Gaussian-Skills --skill 3dgs-compression-deploy"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"info","label":"Permission surface","detail":"filesystem or document access, network or browser access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/jaccen/Awesome-Gaussian-Skills/tree/main/skills/3dgs-compression-deploy"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Install command has no obvious high-risk pattern"],"warnings":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Stars/forks activity: 149 stars, 10 forks; issue activity unavailable in current metadata"],"evidence":{"stars":"149 GitHub stars","repoActivity":"149 stars, 10 forks","lastPushed":"2d since push","license":"Apache-2.0","repository":"https://github.com/jaccen/Awesome-Gaussian-Skills/tree/main/skills/3dgs-compression-deploy","install":"npx skills add jaccen/Awesome-Gaussian-Skills --skill 3dgs-compression-deploy","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access, network or browser access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add jaccen/Awesome-Gaussian-Skills --skill 3dgs-compression-deploy","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","2d since push","Financial domain: human review is required before use in a live investment workflow."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Stars/forks activity: 149 stars, 10 forks; issue activity unavailable in current metadata"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["design-creative","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"knownRisks":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Stars/forks activity: 149 stars, 10 forks; issue activity unavailable in current metadata"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"outcome_stats":null,"safety":{"score":61,"level":"review_before_install","label":"Review before install","safety_tier":{"tier":"reviewed","label":"Reviewed with permission notes","badge":"REVIEWED","summary":"Usable candidate, but the agent should surface permission and audit notes before installation.","recommended_action":"Require human approval before installing into a real workspace.","auto_install_policy":"review","reasons":["Financial research output is not financial advice; require human review before any live investment decision","61/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"needs_review","permission_hints":[{"id":"browser","label":"Browser automation","reason":"Skill may drive a browser or interact with web pages.","severity":"medium"},{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"}],"policy_warnings":["Financial research output is not financial advice; require human review before any live investment decision"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","badge":"REVIEWED","auto_install_policy":"review","auto_install_allowed":false,"blocked":false,"human_review_required":true,"recommended_action":"Require human approval before installing into a real workspace.","reasons":["Financial research output is not financial advice; require human review before any live investment decision","61/100 agent safety score"]},"eval":{"version":"openagentskill-skill-eval-v1","status":"review","score":73,"risk_level":"medium","decision":{"recommendation":"manual_review","reason":"Require human approval before installing into a real workspace.","auto_install_allowed":false,"policy":"review","human_review_required":true},"blockers":[],"warnings":["Trust score: Good trust signals with a few areas worth checking before rollout.","Audit score: Needs review","Agent safety gate: Usable candidate, but the agent should surface permission and audit notes before installation.","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","Permission surface: filesystem or document access, network or browser access","Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Stars/forks activity: 149 stars, 10 forks; issue activity unavailable in current metadata"],"validation_plan":["Inspect repository, README/SKILL.md, license, and recent commits before production use.","Install in an isolated workspace or sandbox with no production secrets available.","Run the smallest representative task and record files touched, commands run, network access, and outputs.","Compare the selected skill against at least one alternative when the eval status is review or failed.","Promote only after the agent reports a successful verification result and unresolved warnings are accepted."],"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":84,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate 3dgs-compression-deploy before installing it in an agent workflow","design-creative","RAG and knowledge workflows; Claude Code teams; builders willing to evaluate younger projects"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add jaccen/Awesome-Gaussian-Skills --skill 3dgs-compression-deploy"]},{"id":"install_safety","label":"Install command safety","status":"pass","score":92,"required_for_auto_install":true,"detail":"standard package or runtime install path","evidence":["npx skills add jaccen/Awesome-Gaussian-Skills --skill 3dgs-compression-deploy"]},{"id":"trust_score","label":"Trust score","status":"warn","score":78,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","149 GitHub stars","Apache-2.0"]},{"id":"audit_score","label":"Audit score","status":"warn","score":81,"required_for_auto_install":true,"detail":"Needs review","evidence":["Financial research output is not financial advice; require human review before any live investment decision"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":61,"required_for_auto_install":true,"detail":"Usable candidate, but the agent should surface permission and audit notes before installation.","evidence":["Require human approval before installing into a real workspace.","Financial research output is not financial advice; require human review before any live investment decision"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"warn","score":76,"required_for_auto_install":false,"detail":"Public metadata needs stronger README/SKILL.md context","evidence":["Usable metadata, review docs"]},{"id":"license_clarity","label":"License clarity","status":"pass","score":86,"required_for_auto_install":true,"detail":"Apache-2.0","evidence":["Apache-2.0"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"2d since push","evidence":["2d since push"]},{"id":"permission_surface","label":"Permission surface","status":"warn","score":72,"required_for_auto_install":true,"detail":"filesystem or document access, network or browser access","evidence":["Browser automation: medium","Network access: medium","Filesystem access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"info","score":55,"required_for_auto_install":false,"detail":"No close alternatives were found in the current shortlist.","evidence":[]}],"endpoints":{"web":"https://www.openagentskill.com/skills/jaccen-3dgs-compression-deploy/evals","api":"/api/agent/evals?slug=jaccen-3dgs-compression-deploy","text":"/api/agent/evals?slug=jaccen-3dgs-compression-deploy&format=text"}},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"jaccen-3dgs-compression-deploy","name":"3dgs-compression-deploy","description":"3DGS compression-to-deployment pipeline: quantization (scalar/VQ/mixed-precision), pruning (coreset/adaptive/variational/merge/Bayesian), progressive streaming & LoD, Web/WebGPU/mobile deployment, hardware acceleration (Tensor Core/GEMM/FPGA/ASIC), training-free semantic compression. Covers 53+ methods across 6 compression categories. Use when: compressing 3DGS models, deploying 3DGS to web/mobile/edge, selecting quantization bit-width, designing streaming pipelines, 3DGS压缩/量化/剪枝/部署/流式传输/移动端/硬件加速.","category":"design-creative","url":"https://www.openagentskill.com/skills/jaccen-3dgs-compression-deploy","repository":"https://github.com/jaccen/Awesome-Gaussian-Skills/tree/main/skills/3dgs-compression-deploy","github_repo":"jaccen/Awesome-Gaussian-Skills"},"suited_tasks":["RAG and knowledge workflows","Claude Code teams","builders willing to evaluate younger projects","Chunk documents","Create embeddings","Retrieve and cite relevant passages","Navigate local resources","Run repeatable desktop actions"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","Browser agents","CLI"],"install":{"command":"npx skills add jaccen/Awesome-Gaussian-Skills --skill 3dgs-compression-deploy","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add jaccen-3dgs-compression-deploy"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"3dgs-compression-deploy\" agent skill from https://github.com/jaccen/Awesome-Gaussian-Skills/tree/main/skills/3dgs-compression-deploy. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: 3DGS compression-to-deployment pipeline: quantization (scalar/VQ/mixed-precision), pruning (coreset/adaptive/variational/merge/Bayesian), progressive streaming & LoD, Web/WebGPU/mobile deployment, hardware acceleration (Tensor Core/GEMM/FPGA/ASIC), training-free semantic compression. Covers 53+ methods across 6 compression categories. Use when: compressing 3DGS models, deploying 3DGS to web/mobile/edge, selecting quantization bit-width, designing streaming pipelines, 3DGS压缩/量化/剪枝/部署/流式传输/移动端/硬件加速. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"jaccen-3dgs-compression-deploy\",\"task\":\"Install 3dgs-compression-deploy\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"3dgs-compression-deploy\" as a Claude Code skill from https://github.com/jaccen/Awesome-Gaussian-Skills/tree/main/skills/3dgs-compression-deploy. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: 3DGS compression-to-deployment pipeline: quantization (scalar/VQ/mixed-precision), pruning (coreset/adaptive/variational/merge/Bayesian), progressive streaming & LoD, Web/WebGPU/mobile deployment, hardware acceleration (Tensor Core/GEMM/FPGA/ASIC), training-free semantic compression. Covers 53+ methods across 6 compression categories. Use when: compressing 3DGS models, deploying 3DGS to web/mobile/edge, selecting quantization bit-width, designing streaming pipelines, 3DGS压缩/量化/剪枝/部署/流式传输/移动端/硬件加速. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"jaccen-3dgs-compression-deploy\",\"task\":\"Install 3dgs-compression-deploy\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"3dgs-compression-deploy\" from https://github.com/jaccen/Awesome-Gaussian-Skills/tree/main/skills/3dgs-compression-deploy into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: 3DGS compression-to-deployment pipeline: quantization (scalar/VQ/mixed-precision), pruning (coreset/adaptive/variational/merge/Bayesian), progressive streaming & LoD, Web/WebGPU/mobile deployment, hardware acceleration (Tensor Core/GEMM/FPGA/ASIC), training-free semantic compression. Covers 53+ methods across 6 compression categories. Use when: compressing 3DGS models, deploying 3DGS to web/mobile/edge, selecting quantization bit-width, designing streaming pipelines, 3DGS压缩/量化/剪枝/部署/流式传输/移动端/硬件加速. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"jaccen-3dgs-compression-deploy\",\"task\":\"Install 3dgs-compression-deploy\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/jaccen-3dgs-compression-deploy/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/jaccen-3dgs-compression-deploy"},"trust":{"score":78,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"149 GitHub stars","repoActivity":"149 stars, 10 forks","lastPushed":"2d since push","license":"Apache-2.0","repository":"https://github.com/jaccen/Awesome-Gaussian-Skills/tree/main/skills/3dgs-compression-deploy","install":"npx skills add jaccen/Awesome-Gaussian-Skills --skill 3dgs-compression-deploy","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access, network or browser access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["design-creative","agent-skill"],"known_risks":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Stars/forks activity: 149 stars, 10 forks; issue activity unavailable in current metadata"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":81,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Stars/forks activity: 149 stars, 10 forks; issue activity unavailable in current metadata"]},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Require human approval before installing into a real workspace."},"quality":{"score":68,"label":"Promising"},"supply":{"track":"Design and creative production","scenario":"Design and creative","maintenance":"2d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Stars/forks activity: 149 stars, 10 forks; issue activity unavailable in current metadata","Production credentials, payments, or irreversible account changes without explicit human review"],"agent_contract":{"task_input":"Use 3dgs-compression-deploy in an agent workflow","recommended_action":"Require human approval before installing into a real workspace.","install_policy":"review","minimum_review_before_use":["Trust: 78/100 Strong shortlist","Audit: 81/100 Needs review","Safety: 61/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"jaccen-3dgs-compression-deploy (3dgs-compression-deploy)","install_command":"npx skills add jaccen/Awesome-Gaussian-Skills --skill 3dgs-compression-deploy","risk_summary":"Needs review; Reviewed with permission notes; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"jaccen-3dgs-compression-deploy","task":"Use 3dgs-compression-deploy in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/jaccen-3dgs-compression-deploy","api":"https://www.openagentskill.com/api/agent/skills/jaccen-3dgs-compression-deploy","audit":"https://www.openagentskill.com/skills/jaccen-3dgs-compression-deploy/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=jaccen-3dgs-compression-deploy&task=Use%203dgs-compression-deploy%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%203dgs-compression-deploy%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%203dgs-compression-deploy%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/jaccen-3dgs-compression-deploy/install","manifest":"https://www.openagentskill.com/api/registry/manifest/jaccen-3dgs-compression-deploy"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"jaccen-3dgs-compression-deploy","name":"3dgs-compression-deploy","description":"3DGS compression-to-deployment pipeline: quantization (scalar/VQ/mixed-precision), pruning (coreset/adaptive/variational/merge/Bayesian), progressive streaming & LoD, Web/WebGPU/mobile deployment, hardware acceleration (Tensor Core/GEMM/FPGA/ASIC), training-free semantic compression. Covers 53+ methods across 6 compression categories. Use when: compressing 3DGS models, deploying 3DGS to web/mobile/edge, selecting quantization bit-width, designing streaming pipelines, 3DGS压缩/量化/剪枝/部署/流式传输/移动端/硬件加速.","category":"design-creative","url":"https://www.openagentskill.com/skills/jaccen-3dgs-compression-deploy","repository":"https://github.com/jaccen/Awesome-Gaussian-Skills/tree/main/skills/3dgs-compression-deploy","github_repo":"jaccen/Awesome-Gaussian-Skills"},"suited_tasks":["RAG and knowledge workflows","Claude Code teams","builders willing to evaluate younger projects","Chunk documents","Create embeddings","Retrieve and cite relevant passages","Navigate local resources","Run repeatable desktop actions"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","Browser agents","CLI"],"install":{"command":"npx skills add jaccen/Awesome-Gaussian-Skills --skill 3dgs-compression-deploy","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add jaccen-3dgs-compression-deploy"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"3dgs-compression-deploy\" agent skill from https://github.com/jaccen/Awesome-Gaussian-Skills/tree/main/skills/3dgs-compression-deploy. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: 3DGS compression-to-deployment pipeline: quantization (scalar/VQ/mixed-precision), pruning (coreset/adaptive/variational/merge/Bayesian), progressive streaming & LoD, Web/WebGPU/mobile deployment, hardware acceleration (Tensor Core/GEMM/FPGA/ASIC), training-free semantic compression. Covers 53+ methods across 6 compression categories. Use when: compressing 3DGS models, deploying 3DGS to web/mobile/edge, selecting quantization bit-width, designing streaming pipelines, 3DGS压缩/量化/剪枝/部署/流式传输/移动端/硬件加速. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"jaccen-3dgs-compression-deploy\",\"task\":\"Install 3dgs-compression-deploy\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"3dgs-compression-deploy\" as a Claude Code skill from https://github.com/jaccen/Awesome-Gaussian-Skills/tree/main/skills/3dgs-compression-deploy. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: 3DGS compression-to-deployment pipeline: quantization (scalar/VQ/mixed-precision), pruning (coreset/adaptive/variational/merge/Bayesian), progressive streaming & LoD, Web/WebGPU/mobile deployment, hardware acceleration (Tensor Core/GEMM/FPGA/ASIC), training-free semantic compression. Covers 53+ methods across 6 compression categories. Use when: compressing 3DGS models, deploying 3DGS to web/mobile/edge, selecting quantization bit-width, designing streaming pipelines, 3DGS压缩/量化/剪枝/部署/流式传输/移动端/硬件加速. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"jaccen-3dgs-compression-deploy\",\"task\":\"Install 3dgs-compression-deploy\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"3dgs-compression-deploy\" from https://github.com/jaccen/Awesome-Gaussian-Skills/tree/main/skills/3dgs-compression-deploy into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: 3DGS compression-to-deployment pipeline: quantization (scalar/VQ/mixed-precision), pruning (coreset/adaptive/variational/merge/Bayesian), progressive streaming & LoD, Web/WebGPU/mobile deployment, hardware acceleration (Tensor Core/GEMM/FPGA/ASIC), training-free semantic compression. Covers 53+ methods across 6 compression categories. Use when: compressing 3DGS models, deploying 3DGS to web/mobile/edge, selecting quantization bit-width, designing streaming pipelines, 3DGS压缩/量化/剪枝/部署/流式传输/移动端/硬件加速. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"jaccen-3dgs-compression-deploy\",\"task\":\"Install 3dgs-compression-deploy\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/jaccen-3dgs-compression-deploy/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/jaccen-3dgs-compression-deploy"},"trust":{"score":78,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"149 GitHub stars","repoActivity":"149 stars, 10 forks","lastPushed":"2d since push","license":"Apache-2.0","repository":"https://github.com/jaccen/Awesome-Gaussian-Skills/tree/main/skills/3dgs-compression-deploy","install":"npx skills add jaccen/Awesome-Gaussian-Skills --skill 3dgs-compression-deploy","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access, network or browser access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["design-creative","agent-skill"],"known_risks":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Stars/forks activity: 149 stars, 10 forks; issue activity unavailable in current metadata"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":81,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Stars/forks activity: 149 stars, 10 forks; issue activity unavailable in current metadata"]},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Require human approval before installing into a real workspace."},"quality":{"score":68,"label":"Promising"},"supply":{"track":"Design and creative production","scenario":"Design and creative","maintenance":"2d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Stars/forks activity: 149 stars, 10 forks; issue activity unavailable in current metadata","Production credentials, payments, or irreversible account changes without explicit human review"],"agent_contract":{"task_input":"Use 3dgs-compression-deploy in an agent workflow","recommended_action":"Require human approval before installing into a real workspace.","install_policy":"review","minimum_review_before_use":["Trust: 78/100 Strong shortlist","Audit: 81/100 Needs review","Safety: 61/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"jaccen-3dgs-compression-deploy (3dgs-compression-deploy)","install_command":"npx skills add jaccen/Awesome-Gaussian-Skills --skill 3dgs-compression-deploy","risk_summary":"Needs review; Reviewed with permission notes; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"jaccen-3dgs-compression-deploy","task":"Use 3dgs-compression-deploy in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/jaccen-3dgs-compression-deploy","api":"https://www.openagentskill.com/api/agent/skills/jaccen-3dgs-compression-deploy","audit":"https://www.openagentskill.com/skills/jaccen-3dgs-compression-deploy/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=jaccen-3dgs-compression-deploy&task=Use%203dgs-compression-deploy%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%203dgs-compression-deploy%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%203dgs-compression-deploy%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/jaccen-3dgs-compression-deploy/install","manifest":"https://www.openagentskill.com/api/registry/manifest/jaccen-3dgs-compression-deploy"}},"supply_profile":{"track":{"slug":"design","label":"Design and creative production","shortLabel":"Design","description":"Design assets, images, video, audio, multimodal media, presentation, and creative production skills."},"scenario":{"label":"Design and creative","description":"I need my agent to produce design assets, UI directions, presentations, or creative media workflows.","useCases":[{"slug":"rag-knowledge","title":"RAG and knowledge"},{"slug":"local-desktop","title":"Local desktop"},{"slug":"design-creative","title":"Design and creative"}]},"applicableAgents":["Claude Code","Browser agents","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add jaccen/Awesome-Gaussian-Skills --skill 3dgs-compression-deploy","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":149,"starsLabel":"149","forks":10,"license":"Apache-2.0","qualityScore":68,"trustScore":78,"auditScore":81},"maintenance":{"status":"fresh","label":"2d since push","daysSincePush":2,"lastPushedAt":"2026-09-04T07:21:49+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Stars/forks activity: 149 stars, 10 forks; issue activity unavailable in current metadata","Needs review"]},"coverageTags":["Design","Design and creative","design-creative","agent-skill"]},"audit":{"audit_score":81,"risk_level":"needs_review","risk_label":"Needs review","quality_score":68,"trust_score":78,"maintenance_score":100,"security_score":85,"install_score":92,"warnings":["Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Stars/forks activity: 149 stars, 10 forks; issue activity unavailable in current metadata"]},"quality_signals":{"model":"v2","star_score":15.23,"usage_score":0,"review_score":5.1,"metadata_score":3,"freshness_score":15},"platforms":["Claude Code","Browser agents"],"use_cases":[{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"},{"slug":"local-desktop","title":"Local desktop","url":"https://www.openagentskill.com/use-cases/local-desktop"},{"slug":"design-creative","title":"Design and creative","url":"https://www.openagentskill.com/use-cases/design-creative"},{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"}],"stacks":[{"slug":"rag-knowledge-base","title":"RAG knowledge base","url":"https://www.openagentskill.com/collections/rag-knowledge-base"},{"slug":"frontend-product-ui","title":"Frontend and UI","url":"https://www.openagentskill.com/collections/frontend-product-ui"},{"slug":"browser-qa-agent","title":"Browser QA agent","url":"https://www.openagentskill.com/collections/browser-qa-agent"}],"install":"npx skills add jaccen/Awesome-Gaussian-Skills --skill 3dgs-compression-deploy","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add jaccen-3dgs-compression-deploy","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"3dgs-compression-deploy\" agent skill from https://github.com/jaccen/Awesome-Gaussian-Skills/tree/main/skills/3dgs-compression-deploy. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: 3DGS compression-to-deployment pipeline: quantization (scalar/VQ/mixed-precision), pruning (coreset/adaptive/variational/merge/Bayesian), progressive streaming & LoD, Web/WebGPU/mobile deployment, hardware acceleration (Tensor Core/GEMM/FPGA/ASIC), training-free semantic compression. Covers 53+ methods across 6 compression categories. Use when: compressing 3DGS models, deploying 3DGS to web/mobile/edge, selecting quantization bit-width, designing streaming pipelines, 3DGS压缩/量化/剪枝/部署/流式传输/移动端/硬件加速. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"jaccen-3dgs-compression-deploy\",\"task\":\"Install 3dgs-compression-deploy\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"3dgs-compression-deploy\" as a Claude Code skill from https://github.com/jaccen/Awesome-Gaussian-Skills/tree/main/skills/3dgs-compression-deploy. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: 3DGS compression-to-deployment pipeline: quantization (scalar/VQ/mixed-precision), pruning (coreset/adaptive/variational/merge/Bayesian), progressive streaming & LoD, Web/WebGPU/mobile deployment, hardware acceleration (Tensor Core/GEMM/FPGA/ASIC), training-free semantic compression. Covers 53+ methods across 6 compression categories. Use when: compressing 3DGS models, deploying 3DGS to web/mobile/edge, selecting quantization bit-width, designing streaming pipelines, 3DGS压缩/量化/剪枝/部署/流式传输/移动端/硬件加速. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"jaccen-3dgs-compression-deploy\",\"task\":\"Install 3dgs-compression-deploy\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"3dgs-compression-deploy\" from https://github.com/jaccen/Awesome-Gaussian-Skills/tree/main/skills/3dgs-compression-deploy into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: 3DGS compression-to-deployment pipeline: quantization (scalar/VQ/mixed-precision), pruning (coreset/adaptive/variational/merge/Bayesian), progressive streaming & LoD, Web/WebGPU/mobile deployment, hardware acceleration (Tensor Core/GEMM/FPGA/ASIC), training-free semantic compression. Covers 53+ methods across 6 compression categories. Use when: compressing 3DGS models, deploying 3DGS to web/mobile/edge, selecting quantization bit-width, designing streaming pipelines, 3DGS压缩/量化/剪枝/部署/流式传输/移动端/硬件加速. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"jaccen-3dgs-compression-deploy\",\"task\":\"Install 3dgs-compression-deploy\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/jaccen/Awesome-Gaussian-Skills/tree/main/skills/3dgs-compression-deploy","github_repo":"jaccen/Awesome-Gaussian-Skills","version":"1.0.0","license":"Apache-2.0","urls":{"web":"https://www.openagentskill.com/skills/jaccen-3dgs-compression-deploy","repository":"https://github.com/jaccen/Awesome-Gaussian-Skills/tree/main/skills/3dgs-compression-deploy","api":"/api/agent/skills/jaccen-3dgs-compression-deploy","install_api":"/api/skills/jaccen-3dgs-compression-deploy/install"},"meta":{"created_at":"2026-09-04T08:33:41.87474+00:00","updated_at":"2026-09-04T08:33:42.008626+00:00","agent_friendly":true}}