Model Agent Skills
昇腾Model Agent Skills 导航表，所有skills 均经过skills-Eval测评系统验证
快速体验 skills-eval
在「仓库 URL」里贴上 Git 仓库地址，「校验规则」选 skills-eval 默认 或 Anthropic skill-creator 加强，点 开始评测 即可.
📂 目录结构更新: 本仓库 Skills 现已分为两个来源:
skills/ascend/— 华为研发内部贡献（原各分类目录归档，现细化为 9 分类）skills/contribution/— 社区开发者 PR 贡献以下为 ascend/ 下的 Skills 索引。
Skills汇总：场景分类
| 场景 | Skills 数量 | 占比 |
|---|---|---|
| 模型适配 | 14 | 8.6% |
| 模型部署 | 10 | 6.2% |
| 文档生成 | 6 | 3.7% |
| 性能优化 | 58 | 35.8% |
| 模型量化 | 2 | 1.2% |
| 知识检索 | 1 | 0.6% |
| 质量验证 | 47 | 29.0% |
| 通用工具 | 18 | 11.1% |
| 其他/归档 | 6 | 3.7% |
| 合计 | 162 | 100% |
模型适配
共 14 个 skill。
| Agent 名称 | 类型 | 链接 | 验证（skills-eval） |
|---|---|---|---|
| adapter-check-principle | Adaptation | ./ascend/adaptation/adapter-check-principle | PASS |
| ascend-model-verification | Adaptation | ./ascend/adaptation/ascend-model-verification | PASS |
| ai-for-science-boltz2 | Adaptation | ./ascend/adaptation/boltz2 | PASS |
| ai-for-science-generator | Adaptation | ./ascend/adaptation/generator | PASS |
| hardware-check-principle | Adaptation | ./ascend/adaptation/hardware-check-principle | PASS |
| megatron-change-analyzer | Adaptation | ./ascend/adaptation/megatron-change-analyzer | PASS |
| megatron-impact-mapper | Adaptation | ./ascend/adaptation/megatron-impact-mapper | PASS |
| megatron-migration-generator | Adaptation | ./ascend/adaptation/megatron-migration-generator | PASS |
| "mindspeed-fsdp2-migration-main" | Adaptation | ./ascend/adaptation/mindspeed-fsdp2-migration-main | PASS |
| model-migration | Adaptation | ./ascend/adaptation/model-migration | PASS |
| model-series-vendor-detector | Adaptation | ./ascend/adaptation/model-series-vendor-detector | PASS |
| msverl-daily-regression-triage | Adaptation | ./ascend/adaptation/msverl-daily-regression-triage | PASS |
| uv-torch-adaptation | Adaptation | ./ascend/adaptation/uv-torch-adaptation | PASS |
| vllm-ascend-model-adapter | Adaptation | ./ascend/adaptation/vllm-ascend-model-adapter | PASS |
这一组里：PASS 14 / FAIL 0。
模型部署
共 10 个 skill。
| Agent 名称 | 类型 | 链接 | 验证（skills-eval） |
|---|---|---|---|
| ascend-inference-repos-copilot | Deployment | ./ascend/deployment/ascend-inference-repos-copilot | PASS |
| ascend-npu-driver-install | Deployment | ./ascend/deployment/ascend-npu-driver-install | PASS |
| ascend_model_verifier | Deployment | ./ascend/deployment/ascend_model_verifier | PASS |
| atc-model-converter | Deployment | ./ascend/deployment/atc-model-converter | PASS |
| ascend-model-migration | Deployment | ./ascend/deployment/drivingsdk-ascend-model-migration | PASS |
| esm2-npu-deploy | Deployment | ./ascend/deployment/esm2-npu | PASS |
| npu-smi | Deployment | ./ascend/deployment/npu-smi | PASS |
| ai-for-science-proteinbert | Deployment | ./ascend/deployment/proteinbert | PASS |
| ai-for-science-tf-to-pytorch | Deployment | ./ascend/deployment/tf-to-pytorch | PASS |
| vllm-ascend-performance-optimization | Deployment | ./ascend/deployment/vllm-ascend-performance-optimization | PASS |
这一组里：PASS 10 / FAIL 0。
文档生成
共 6 个 skill。
| Agent 名称 | 类型 | 链接 | 验证（skills-eval） |
|---|---|---|---|
| ascend-docker | Documentation | ./ascend/documentation/ascend-docker | PASS |
| ascendc-docs-gen | Documentation | ./ascend/documentation/ascendc-docs-gen | PASS |
| ascendc-regbase-best-practice | Documentation | ./ascend/documentation/ascendc-regbase-best-practice | PASS |
| ascendc-ut-develop | Documentation | ./ascend/documentation/ascendc-ut-develop | PASS |
| swanlab-setup | Documentation | ./ascend/documentation/swanlab-setup | PASS |
| triton-operator-doc-gen | Documentation | ./ascend/documentation/triton-operator-doc-gen | PASS |
这一组里：PASS 6 / FAIL 0。
性能优化
共 58 个 skill。
| Agent 名称 | 类型 | 链接 | 验证（skills-eval） |
|---|---|---|---|
| npu-adapter-reviewer | Optimization | ./ascend/optimization/adapt-agent | PASS |
| ai-for-science-ai4s-basic | Optimization | ./ascend/optimization/ai4s-basic | PASS |
| ai4s-main | Optimization | ./ascend/optimization/ai4s-main | PASS |
| ai-for-science-ai4s-perf-tuning | Optimization | ./ascend/optimization/ai4s-perf-tuning | PASS |
| ascend-ai4s-precision-alignment | Optimization | ./ascend/optimization/ai4s-precision-alignment | PASS |
| ai-for-science-ai4s-profiling | Optimization | ./ascend/optimization/ai4s-profiling | PASS |
| ascend-affinity-operator | Optimization | ./ascend/optimization/ascend-affinity-operator | PASS |
| ascend-history-to-skill | Optimization | ./ascend/optimization/ascend-history-to-skill | PASS |
| ascend-optimization | Optimization | ./ascend/optimization/ascend-optimization | PASS |
| agent-profiling | Optimization | ./ascend/optimization/ascend-profiling | PASS |
| ascendc-api-best-practices | Optimization | ./ascend/optimization/ascendc-api-best-practices | PASS |
| ascendc-code-review | Optimization | ./ascend/optimization/ascendc-code-review | PASS |
| ascendc-direct-invoke-template | Optimization | ./ascend/optimization/ascendc-direct-invoke-template | PASS |
| ascendc-operator-code-gen | Optimization | ./ascend/optimization/ascendc-operator-code-gen | PASS |
| ascendc-operator-design | Optimization | ./ascend/optimization/ascendc-operator-design | PASS |
| ascendc-operator-performance-eval | Optimization | ./ascend/optimization/ascendc-operator-performance-eval | PASS |
| ascendc-operator-performance-optim | Optimization | ./ascend/optimization/ascendc-operator-performance-optim | PASS |
| ascendc-registry-invoke-to-direct-invoke | Optimization | ./ascend/optimization/ascendc-registry-invoke-to-direct-invoke | PASS |
| ascendc-runtime-debug | Optimization | ./ascend/optimization/ascendc-runtime-debug | PASS |
| ascendc-task-focus | Optimization | ./ascend/optimization/ascendc-task-focus | PASS |
| ascendc-tiling-design | Optimization | ./ascend/optimization/ascendc-tiling-design | PASS |
| catlass-operator-dev | Optimization | ./ascend/optimization/catlass-operator-dev | PASS |
| catlass-operator-performance-optim | Optimization | ./ascend/optimization/catlass-operator-performance-optim | PASS |
| ai-for-science-deepfri-tf-npu | Optimization | ./ascend/optimization/deepfri-tf-npu | PASS |
| model-infer-fusion | Optimization | ./ascend/optimization/model-infer-fusion | PASS |
| model-infer-graph-mode | Optimization | ./ascend/optimization/model-infer-graph-mode | PASS |
| model-infer-kvcache | Optimization | ./ascend/optimization/model-infer-kvcache | PASS |
| model-infer-migrator | Optimization | ./ascend/optimization/model-infer-migrator | PASS |
| model-infer-multi-stream | Optimization | ./ascend/optimization/model-infer-multi-stream | PASS |
| model-infer-optimize | Optimization | ./ascend/optimization/model-infer-optimize | PASS |
| model-infer-parallel-analysis | Optimization | ./ascend/optimization/model-infer-parallel-analysis | PASS |
| model-infer-precision-debug | Optimization | ./ascend/optimization/model-infer-precision-debug | PASS |
| model-infer-prefetch | Optimization | ./ascend/optimization/model-infer-prefetch | PASS |
| model-infer-runtime-debug | Optimization | ./ascend/optimization/model-infer-runtime-debug | PASS |
| model-infer-superkernel | Optimization | ./ascend/optimization/model-infer-superkernel | PASS |
| npu-adapter-reviewer | Optimization | ./ascend/optimization/npu-adapter-reviewer | PASS |
| ops-profiling | Optimization | ./ascend/optimization/ops-profiling | PASS |
| perf-analyzer | Optimization | ./ascend/optimization/perf-analyzer | PASS |
| pypto-intent-understand | Optimization | ./ascend/optimization/pypto-intent-understand | PASS |
| pypto-op-perf-tune | Optimization | ./ascend/optimization/pypto-op-perf-tune | PASS |
| pypto-precision-debug | Optimization | ./ascend/optimization/pypto-precision-debug | PASS |
| simple-vector-triton-gpu-to-npu | Optimization | ./ascend/optimization/simple-vector-triton-gpu-to-npu | PASS |
| tilelang-api-best-practices | Optimization | ./ascend/optimization/tilelang-api-best-practices | PASS |
| tilelang-op-developer | Optimization | ./ascend/optimization/tilelang-op-developer | PASS |
| tilelang-programming-model-guide | Optimization | ./ascend/optimization/tilelang-programming-model-guide | PASS |
| tilelang-vector-ascend-ops-migration | Optimization | ./ascend/optimization/tilelang-vector-ascend-ops-migration | PASS |
| triton-operator-code-review | Optimization | ./ascend/optimization/triton-operator-code-review | PASS |
| triton-operator-design | Optimization | ./ascend/optimization/triton-operator-design | PASS |
| triton-operator-dev | Optimization | ./ascend/optimization/triton-operator-dev | PASS |
| triton-operator-performance-eval | Optimization | ./ascend/optimization/triton-operator-performance-eval | PASS |
| triton-operator-performance-optim | Optimization | ./ascend/optimization/triton-operator-performance-optim | PASS |
| triton-operator-precision-eval | Optimization | ./ascend/optimization/triton-operator-precision-eval | PASS |
| tune-frontend | Optimization | ./ascend/optimization/tune-frontend | PASS |
| tune-incore | Optimization | ./ascend/optimization/tune-incore | PASS |
| tune-swimlane | Optimization | ./ascend/optimization/tune-swimlane | PASS |
| vector-triton-ascend-ops-optimizer | Optimization | ./ascend/optimization/vector-triton-ascend-ops-optimizer | PASS |
| verl-async-dapo | Optimization | ./ascend/optimization/verl-async-dapo | PASS |
| vLLM-ascend_FAQ_Generator | Optimization | ./ascend/optimization/vllm-ascend_faq_generator | PASS |
这一组里：PASS 58 / FAIL 0。
模型量化
共 2 个 skill。
| Agent 名称 | 类型 | 链接 | 验证（skills-eval） |
|---|---|---|---|
| ascendc-npu-arch | Quantization | ./ascend/quantization/ascendc-npu-arch | PASS |
| awesome-llm-model | Quantization | ./ascend/quantization/awesome-llm-model | PASS |
这一组里：PASS 2 / FAIL 0。
知识检索
共 1 个 skill。
| Agent 名称 | 类型 | 链接 | 验证（skills-eval） |
|---|---|---|---|
| ascendc-docs-search | Search | ./ascend/search/ascendc-docs-search | PASS |
这一组里：PASS 1 / FAIL 0。
质量验证
共 47 个 skill。
| Agent 名称 | 类型 | 链接 | 验证（skills-eval） |
|---|---|---|---|
| ascend-mmlab-install-suite | Verification | ./ascend/verification/ascend-mmlab-install-suite | PASS |
| ascend-profiling-anomaly | Verification | ./ascend/verification/ascend-profiling-anomaly | PASS |
| ai-for-science-ascend-tf-community | Verification | ./ascend/verification/ascend-tf-community | PASS |
| ascendc-env-check | Verification | ./ascend/verification/ascendc-env-check | PASS |
| ascendc-operator-code-review | Verification | ./ascend/verification/ascendc-operator-code-review | PASS |
| ascendc-operator-compile-debug | Verification | ./ascend/verification/ascendc-operator-compile-debug | PASS |
| ascendc-operator-dev | Verification | ./ascend/verification/ascendc-operator-dev | PASS |
| ascendc-operator-doc-gen | Verification | ./ascend/verification/ascendc-operator-doc-gen | PASS |
| "ascendc-mssanitizer" | Verification | ./ascend/verification/ascendc-operator-mssanitizer | PASS |
| ascendc-operator-precision-debug | Verification | ./ascend/verification/ascendc-operator-precision-debug | PASS |
| ascendc-operator-precision-eval | Verification | ./ascend/verification/ascendc-operator-precision-eval | PASS |
| ascendc-operator-project-init | Verification | ./ascend/verification/ascendc-operator-project-init | PASS |
| ascendc-operator-testcase-gen | Verification | ./ascend/verification/ascendc-operator-testcase-gen | PASS |
| ascendc-precision-debug | Verification | ./ascend/verification/ascendc-precision-debug | PASS |
| ascendc-st-design | Verification | ./ascend/verification/ascendc-st-design | PASS |
| ascendc-whitebox-design | Verification | ./ascend/verification/ascendc-whitebox-design | PASS |
| ai-for-science-boltzgen | Verification | ./ascend/verification/boltzgen | PASS |
| "cann-operator-env-config" | Verification | ./ascend/verification/cann-operator-env-config | PASS |
| catlass-operator-code-gen | Verification | ./ascend/verification/catlass-operator-code-gen | PASS |
| catlass-operator-design | Verification | ./ascend/verification/catlass-operator-design | PASS |
| ai-for-science-deepfri | Verification | ./ascend/verification/deepfri | PASS |
| ascend-detectron2-install | Verification | ./ascend/verification/detectron2 | PASS |
| ai-for-science-goedel-prover | Verification | ./ascend/verification/goedel-prover | PASS |
| hccl-test | Verification | ./ascend/verification/hccl-test | PASS |
| issue_autoreply | Verification | ./ascend/verification/issue_autoreply | PASS |
| "mindspeed-fsdp2-config-migration" | Verification | ./ascend/verification/mindspeed-fsdp2-config-migration | PASS |
| "mindspeed-fsdp2-data-migration" | Verification | ./ascend/verification/mindspeed-fsdp2-data-migration | PASS |
| "mindspeed-fsdp2-model-migration" | Verification | ./ascend/verification/mindspeed-fsdp2-model-migration | PASS |
| "mindspeed-fsdp2-verification" | Verification | ./ascend/verification/mindspeed-fsdp2-verification | PASS |
| ascend-mmcv-install | Verification | ./ascend/verification/mmcv | PASS |
| ascend-mmdet-install | Verification | ./ascend/verification/mmdet | PASS |
| ascend-mmdet3d-install | Verification | ./ascend/verification/mmdet3d | PASS |
| model-infer-parallel-impl | Verification | ./ascend/verification/model-infer-parallel-impl | PASS |
| model-training | Verification | ./ascend/verification/model-training | PASS |
| ai-for-science-oligoformer | Verification | ./ascend/verification/oligoformer | PASS |
| ops-precision-standard | Verification | ./ascend/verification/ops-precision-standard | PASS |
| ops-simulator | Verification | ./ascend/verification/ops-simulator | PASS |
| pypto-api-explore | Verification | ./ascend/verification/pypto-api-explore | PASS |
| pypto-golden-generate | Verification | ./ascend/verification/pypto-golden-generate | PASS |
| pypto-op-design | Verification | ./ascend/verification/pypto-op-design | PASS |
| pypto-op-develop | Verification | ./ascend/verification/pypto-op-develop | PASS |
| pypto-precision-compare | Verification | ./ascend/verification/pypto-precision-compare | PASS |
| ascend description: Entry point for Ascend NPU inference toolchain. Use when running vLLM on Ascend/NPU, quantizing models with msmodelslim, or debugging NPU errors. argument-hint: "vllm issue / quantization / npu usage" | Verification | ./ascend/verification/quantify-agent | PASS |
| tilelang-op-design | Verification | ./ascend/verification/tilelang-op-design | PASS |
| tilelang-review | Verification | ./ascend/verification/tilelang-review | PASS |
| triton-operator-code-gen | Verification | ./ascend/verification/triton-operator-code-gen | PASS |
| triton-operator-env-config | Verification | ./ascend/verification/triton-operator-env-config | PASS |
这一组里：PASS 47 / FAIL 0。
通用工具
共 18 个 skill。
| Agent 名称 | 类型 | 链接 | 验证（skills-eval） |
|---|---|---|---|
| analyse-coverage | Common | ./ascend/common/analyse-coverage | PASS |
| auto-bug-fixer | Common | ./ascend/common/auto-bug-fixer | PASS |
| auto-develop-test-gen | Common | ./ascend/common/auto-develop-test-gen | PASS |
| code-comprehension | Common | ./ascend/common/code-comprehension | PASS |
| ssh-dev-suite/connect | Common | ./ascend/common/connect | PASS |
| coverage | Common | ./ascend/common/coverage | PASS |
| ssh-dev-suite/debug | Common | ./ascend/common/debug | PASS |
| ssh-dev-suite/deploy | Common | ./ascend/common/deploy | PASS |
| generate-unit-test | Common | ./ascend/common/generate-unit-test | PASS |
| ssh-dev-suite/long-task | Common | ./ascend/common/long-task | PASS |
| pytest-writer | Common | ./ascend/common/pytest-writer | PASS |
| python-refactoring | Common | ./ascend/common/python-refactoring | PASS |
| repo-reader | Common | ./ascend/common/repo-reader | PASS |
| ops-easyasc-dsl | Common | ./ascend/common/skill | PASS |
| skill-auditor | Common | ./ascend/common/skill-auditor | PASS |
| ssh-dev-suite | Common | ./ascend/common/ssh-connection | PASS |
| ssh-dev-suite/tunnel | Common | ./ascend/common/tunnel | PASS |
| unittest-writer | Common | ./ascend/common/unittest-writer | PASS |
这一组里：PASS 18 / FAIL 0。
其他/归档
共 6 个 skill。
| Agent 名称 | 类型 | 链接 | 验证（skills-eval） |
|---|---|---|---|
| archived | Other | ./ascend/other/archived | PASS |
| ai-for-science-diffsbdd | Other | ./ascend/other/diffsbdd | PASS |
| generative-recommendation-verification | Other | ./ascend/other/generative-recommendation-verification | PASS |
| vLLM-ascend_FAQ_Generator | Other | ./ascend/other/issue_solver | PASS |
| megatron-commit-tracker | Other | ./ascend/other/megatron-commit-tracker | PASS |
| run-mindspeed-llm-test | Other | ./ascend/other/run-mindspeed-llm-test | PASS |
这一组里：PASS 6 / FAIL 0。
社区贡献
以下 Skills 来自社区开发者 Pull Request，经 ascend-darwin-skill 评测后收录。
共 0 个 skill（待 PR 合入后更新）。
| Agent 名称 | 类型 | 链接 | 验证 |
|---|---|---|---|
| （暂无） | — | — | — |