스킬 modal
☁️
modal
안전 ⚡
스크립트 포함⚙️
외부 명령어🌐
네트워크 접근📁
파일 시스템 액세스🔑
환경 변수
Desplegar Python en la nube con GPUs y escalado automático
또한 다음에서 사용할 수 있습니다: K-Dense-AI
Ejecutar modelos ML y procesamiento por lotes localmente es lento y costoso. Modal te permite desplegar funciones Python en la nube con acceso automático a GPUs, contenedores que escalan de cero a miles, y facturación de solo pagar por compute.
지원: Claude Codex Code(CC)
1
스킬 ZIP 다운로드
2
Claude에서 업로드
설정 → 기능 → 스킬 → 스킬 업로드로 이동
3
토글을 켜고 사용 시작
테스트해 보기
"modal" 사용 중입니다. Deploy a sentiment analysis model to Modal with GPU
예상 결과:
- Create Modal App with custom image (debian_slim with torch and transformers)
- Define GPU configuration (L40S for cost-effective inference)
- Build class-based service with @modal.enter() for model loading
- Create @modal.method() for inference calls
- Add @modal.web_endpoint() for HTTP access
- Deploy with: modal deploy script.py
"modal" 사용 중입니다. Process 500 files in parallel with Modal
예상 결과:
- Define image with pandas and numpy for data processing
- Create process_file function with CPU and memory parameters
- Use .map() to distribute 500 files across containers
- Configure max_containers for parallel execution limits
- Aggregate results from all parallel runs
"modal" 사용 중입니다. Set up a daily scheduled job for data pipeline
예상 결과:
- Create Modal App with required dependencies
- Define function with @app.function(schedule=modal.Cron('0 2 * * *'))
- Add Volume mount for input and output data
- Configure secrets for database credentials
- Deploy with modal deploy for production scheduling
보안 감사
안전v5 • 1/17/2026
Documentation-only skill containing no executable code. All 566 static findings are false positives - the scanner misinterpreted markdown documentation examples as executable code. The skill contains only Markdown files explaining how to use the Modal cloud platform, with no Python files, scripts, or actual command execution capabilities.
14
스캔된 파일
3,378
분석된 줄 수
5
발견 사항
5
총 감사 수
위험 요인
⚡ 스크립트 포함 (1)
⚙️ 외부 명령어 (476)
references/examples.md:7-39 references/examples.md:39-43 references/examples.md:43-64 references/examples.md:64-70 references/examples.md:70-95 references/examples.md:95-99 references/examples.md:99-118 references/examples.md:118-124 references/examples.md:124-161 references/examples.md:161-167 references/examples.md:167-193 references/examples.md:193-197 references/examples.md:197-224 references/examples.md:224-230 references/examples.md:230-255 references/examples.md:255-259 references/examples.md:259-285 references/examples.md:285-291 references/examples.md:291-328 references/examples.md:328-332 references/examples.md:332-350 references/examples.md:350-354 references/examples.md:354-381 references/examples.md:381-387 references/examples.md:387-398 references/examples.md:398-402 references/examples.md:402-407 references/examples.md:407-411 references/examples.md:411-419 references/examples.md:419-423 references/examples.md:423-433 references/functions.md:239 references/functions.md:5 references/functions.md:7-16 references/functions.md:16-22 references/functions.md:22-24 references/functions.md:24-29 references/functions.md:29-33 references/functions.md:33-35 references/functions.md:35-37 references/functions.md:37-43 references/functions.md:43-51 references/functions.md:51-58 references/functions.md:58-60 references/functions.md:60-65 references/functions.md:65-67 references/functions.md:67-71 references/functions.md:71-74 references/functions.md:74-82 references/functions.md:82-87 references/functions.md:87-91 references/functions.md:91-93 references/functions.md:93-98 references/functions.md:98-101 references/functions.md:101-103 references/functions.md:103-109 references/functions.md:109-113 references/functions.md:113-116 references/functions.md:116-118 references/functions.md:118-122 references/functions.md:122-130 references/functions.md:130-136 references/functions.md:136-149 references/functions.md:149-157 references/functions.md:157-167 references/functions.md:167-173 references/functions.md:173-182 references/functions.md:182-186 references/functions.md:186-193 references/functions.md:193-199 references/functions.md:199-208 references/functions.md:208-214 references/functions.md:214-224 references/functions.md:224-230 references/functions.md:230-243 references/functions.md:243-249 references/functions.md:249-254 references/functions.md:254-260 references/functions.md:260-268 references/functions.md:268-271 references/functions.md:271-274 references/getting-started.md:11-13 references/getting-started.md:13-15 references/getting-started.md:15-16 references/getting-started.md:16-17 references/getting-started.md:17-35 references/getting-started.md:35-37 references/getting-started.md:37-50 references/getting-started.md:50-53 references/getting-started.md:53-55 references/getting-started.md:55-61 references/getting-started.md:61-62 references/getting-started.md:62-64 references/getting-started.md:64-66 references/getting-started.md:66-70 references/getting-started.md:70-71 references/getting-started.md:71-73 references/getting-started.md:73-76 references/getting-started.md:76-78 references/getting-started.md:78-81 references/getting-started.md:81-83 references/gpu.md:148 references/gpu.md:5 references/gpu.md:7-17 references/gpu.md:17-23 references/gpu.md:23-24 references/gpu.md:24-25 references/gpu.md:25-26 references/gpu.md:26-27 references/gpu.md:27-28 references/gpu.md:28-29 references/gpu.md:29-30 references/gpu.md:30 references/gpu.md:30-31 references/gpu.md:31-32 references/gpu.md:32-38 references/gpu.md:38-40 references/gpu.md:40-45 references/gpu.md:45-72 references/gpu.md:72-77 references/gpu.md:77-83 references/gpu.md:83-87 references/gpu.md:87-91 references/gpu.md:91-96 references/gpu.md:96-100 references/gpu.md:100-106 references/gpu.md:106-120 references/gpu.md:120-126 references/gpu.md:126-131 references/gpu.md:131-143 references/gpu.md:143-154 references/gpu.md:154-156 references/gpu.md:156 references/images.md:11-19 references/images.md:19-22 references/images.md:22-23 references/images.md:23-24 references/images.md:24-25 references/images.md:25-31 references/images.md:31-33 references/images.md:33-38 references/images.md:38-44 references/images.md:44-49 references/images.md:49-51 references/images.md:51-57 references/images.md:57-59 references/images.md:59-63 references/images.md:63-65 references/images.md:65-67 references/images.md:67-73 references/images.md:73-79 references/images.md:79-85 references/images.md:85-102 references/images.md:102-108 references/images.md:108-113 references/images.md:113-115 references/images.md:115-121 references/images.md:121-128 references/images.md:128-134 references/images.md:134-141 references/images.md:141-150 references/images.md:150-156 references/images.md:156-159 references/images.md:159-165 references/images.md:165-169 references/images.md:169-176 references/images.md:176-184 references/images.md:184-189 references/images.md:189-195 references/images.md:195-200 references/images.md:200-210 references/images.md:210-216 references/images.md:216-219 references/images.md:219-221 references/images.md:221-227 references/images.md:227-233 references/images.md:233-237 references/images.md:237-246 references/images.md:246-252 references/images.md:252-256 references/resources.md:15-20 references/resources.md:20-25 references/resources.md:25-26 references/resources.md:26-27 references/resources.md:27-33 references/resources.md:33-38 references/resources.md:38-50 references/resources.md:50-57 references/resources.md:57-63 references/resources.md:63-71 references/resources.md:71-81 references/resources.md:81-83 references/resources.md:83-85 references/resources.md:85-89 references/resources.md:89-103 references/resources.md:103-109 references/resources.md:109-119 references/scaling.md:190 references/scaling.md:12 references/scaling.md:16-27 references/scaling.md:27-29 references/scaling.md:29-33 references/scaling.md:33-42 references/scaling.md:42-46 references/scaling.md:46-61 references/scaling.md:61-67 references/scaling.md:67-76 references/scaling.md:76-92 references/scaling.md:92-95 references/scaling.md:95-99 references/scaling.md:99-102 references/scaling.md:102-108 references/scaling.md:108-120 references/scaling.md:120-126 references/scaling.md:126-130 references/scaling.md:130-134 references/scaling.md:134-136 references/scaling.md:136-142 references/scaling.md:142-153 references/scaling.md:153-158 references/scaling.md:158-162 references/scaling.md:162-167 references/scaling.md:167-171 references/scaling.md:171-180 references/scaling.md:180-182 references/scaling.md:182 references/scaling.md:182-190 references/scaling.md:190-192 references/scaling.md:192-194 references/scaling.md:194-200 references/scaling.md:200-210 references/scaling.md:210-215 references/scaling.md:215-218 references/scaling.md:218-221 references/scaling.md:221-224 references/scaling.md:224-227 references/scaling.md:227-230 references/scheduled-jobs.md:9-18 references/scheduled-jobs.md:18-21 references/scheduled-jobs.md:21-23 references/scheduled-jobs.md:23-33 references/scheduled-jobs.md:33-48 references/scheduled-jobs.md:48-56 references/scheduled-jobs.md:56-76 references/scheduled-jobs.md:76-78 references/scheduled-jobs.md:78-89 references/scheduled-jobs.md:89-97 references/scheduled-jobs.md:97-103 references/scheduled-jobs.md:103-105 references/scheduled-jobs.md:105-111 references/scheduled-jobs.md:111-114 references/scheduled-jobs.md:114-134 references/scheduled-jobs.md:134-141 references/scheduled-jobs.md:141-146 references/scheduled-jobs.md:146-148 references/scheduled-jobs.md:148-150 references/scheduled-jobs.md:150-156 references/scheduled-jobs.md:156-170 references/scheduled-jobs.md:170-174 references/scheduled-jobs.md:174-193 references/scheduled-jobs.md:193-197 references/scheduled-jobs.md:197-212 references/scheduled-jobs.md:212-216 references/scheduled-jobs.md:216-222 references/scheduled-jobs.md:222-228 references/scheduled-jobs.md:228-252 references/scheduled-jobs.md:252-258 references/scheduled-jobs.md:258-270 references/scheduled-jobs.md:270-279 references/scheduled-jobs.md:279-294 references/secrets.md:17-29 references/secrets.md:29-35 references/secrets.md:35-45 references/secrets.md:45-49 references/secrets.md:49-54 references/secrets.md:54-60 references/secrets.md:60-67 references/secrets.md:67-71 references/secrets.md:71-79 references/secrets.md:79-88 references/secrets.md:88-89 references/secrets.md:89-90 references/secrets.md:90-91 references/secrets.md:91-94 references/secrets.md:94-95 references/secrets.md:95-96 references/secrets.md:96-99 references/secrets.md:99-105 references/secrets.md:105-112 references/secrets.md:112-116 references/secrets.md:116-123 references/secrets.md:123-129 references/secrets.md:129-137 references/secrets.md:137-141 references/secrets.md:141-149 references/secrets.md:149-153 references/secrets.md:153-165 references/volumes.md:11-13 references/volumes.md:13-16 references/volumes.md:16-18 references/volumes.md:18-22 references/volumes.md:22-27 references/volumes.md:27-33 references/volumes.md:33-41 references/volumes.md:41-49 references/volumes.md:49-55 references/volumes.md:55-63 references/volumes.md:63-69 references/volumes.md:69-77 references/volumes.md:77-84 references/volumes.md:84-88 references/volumes.md:88-98 references/volumes.md:98-104 references/volumes.md:104-106 references/volumes.md:106-113 references/volumes.md:113-118 references/volumes.md:118-147 references/volumes.md:147-156 references/volumes.md:156-160 references/volumes.md:160-169 references/volumes.md:169-175 references/volumes.md:175-195 references/volumes.md:195-201 references/volumes.md:201-222 references/volumes.md:222-228 references/volumes.md:228-236 references/volumes.md:236-258 references/volumes.md:258-262 references/volumes.md:262-264 references/volumes.md:264-270 references/volumes.md:270-276 references/volumes.md:276-284 references/volumes.md:284-291 references/volumes.md:291 references/volumes.md:291-294 references/volumes.md:294-301 references/web-endpoints.md:141 references/web-endpoints.md:7-14 references/web-endpoints.md:14-18 references/web-endpoints.md:18-20 references/web-endpoints.md:20-22 references/web-endpoints.md:22-26 references/web-endpoints.md:26-28 references/web-endpoints.md:28-30 references/web-endpoints.md:30-38 references/web-endpoints.md:38-43 references/web-endpoints.md:43-46 references/web-endpoints.md:46-48 references/web-endpoints.md:48-52 references/web-endpoints.md:52-57 references/web-endpoints.md:57-60 references/web-endpoints.md:60-64 references/web-endpoints.md:64-68 references/web-endpoints.md:68-79 references/web-endpoints.md:79-85 references/web-endpoints.md:85-106 references/web-endpoints.md:106-112 references/web-endpoints.md:112-128 references/web-endpoints.md:128-134 references/web-endpoints.md:134-142 references/web-endpoints.md:142-146 references/web-endpoints.md:146-148 references/web-endpoints.md:148-164 references/web-endpoints.md:164-168 references/web-endpoints.md:168-183 references/web-endpoints.md:183-187 references/web-endpoints.md:187-200 references/web-endpoints.md:200-204 references/web-endpoints.md:204 references/web-endpoints.md:204 references/web-endpoints.md:204 references/web-endpoints.md:204-214 references/web-endpoints.md:214-219 references/web-endpoints.md:219-222 references/web-endpoints.md:222-223 references/web-endpoints.md:223-227 references/web-endpoints.md:227-243 references/web-endpoints.md:243-247 references/web-endpoints.md:247-254 references/web-endpoints.md:254-260 references/web-endpoints.md:260-262 references/web-endpoints.md:262-266 references/web-endpoints.md:266-272 references/web-endpoints.md:272-276 references/web-endpoints.md:276-286 references/web-endpoints.md:286-292 references/web-endpoints.md:292-297 references/web-endpoints.md:297-300 references/web-endpoints.md:300-302 references/web-endpoints.md:302-305 references/web-endpoints.md:305-307 references/web-endpoints.md:307-320 SKILL.md:30-36 SKILL.md:36-38 SKILL.md:38-42 SKILL.md:42-50 SKILL.md:50-52 SKILL.md:52-62 SKILL.md:62-72 SKILL.md:72-75 SKILL.md:75-76 SKILL.md:76-77 SKILL.md:77-78 SKILL.md:78-80 SKILL.md:80-84 SKILL.md:84-86 SKILL.md:86-92 SKILL.md:92-95 SKILL.md:95-101 SKILL.md:101-103 SKILL.md:103-105 SKILL.md:105-111 SKILL.md:111-117 SKILL.md:117-120 SKILL.md:120 SKILL.md:120-121 SKILL.md:121 SKILL.md:121 SKILL.md:121-122 SKILL.md:122-123 SKILL.md:123 SKILL.md:123-124 SKILL.md:124-127 SKILL.md:127-131 SKILL.md:131-133 SKILL.md:133-139 SKILL.md:139-147 SKILL.md:147-151 SKILL.md:151-158 SKILL.md:158-169 SKILL.md:169-172 SKILL.md:172-180 SKILL.md:180-182 SKILL.md:182-188 SKILL.md:188-196 SKILL.md:196-200 SKILL.md:200-206 SKILL.md:206-212 SKILL.md:212-215 SKILL.md:215-217 SKILL.md:217-219 SKILL.md:219-223 SKILL.md:223-225 SKILL.md:225-232 SKILL.md:232-235 SKILL.md:235-237 SKILL.md:237-241 SKILL.md:241-247 SKILL.md:247-257 SKILL.md:257-261 SKILL.md:261-267 SKILL.md:267-297 SKILL.md:297-301 SKILL.md:301-315 SKILL.md:315-319 SKILL.md:319-330 SKILL.md:330-336 SKILL.md:336-337 SKILL.md:337-338 SKILL.md:338-339 SKILL.md:339-340 SKILL.md:340-341 SKILL.md:341-342 SKILL.md:342-343 SKILL.md:343-344 SKILL.md:344-345 SKILL.md:345-346 SKILL.md:346-350 SKILL.md:350-353 SKILL.md:353 SKILL.md:353-355 SKILL.md:355-362 SKILL.md:362-366 SKILL.md:366-367 SKILL.md:367-370 SKILL.md:370-374
🌐 네트워크 접근 (21)
references/examples.md:366 references/examples.md:367 references/getting-started.md:5 references/getting-started.md:75 references/gpu.md:34 references/images.md:17 references/images.md:77 references/resources.md:129 references/scheduled-jobs.md:120 references/secrets.md:7 references/web-endpoints.md:315 references/web-endpoints.md:47 references/web-endpoints.md:63 references/web-endpoints.md:260 references/web-endpoints.md:262 references/web-endpoints.md:271 references/web-endpoints.md:140 references/web-endpoints.md:140 skill-report.json:6 SKILL.md:12 SKILL.md:377
📁 파일 시스템 액세스 (14)
references/examples.md:375 references/getting-started.md:15 references/getting-started.md:15 references/images.md:99 references/images.md:110 references/images.md:111 references/scheduled-jobs.md:248 references/volumes.md:38 references/volumes.md:52 references/volumes.md:278 references/volumes.md:282 SKILL.md:38 SKILL.md:38 SKILL.md:193
🔑 환경 변수 (25)
references/examples.md:368 references/examples.md:368 references/scheduled-jobs.md:242 references/scheduled-jobs.md:242 references/scheduled-jobs.md:242 references/scheduled-jobs.md:245 references/secrets.md:37 references/secrets.md:44 references/secrets.md:53 references/secrets.md:64 references/secrets.md:111 references/secrets.md:122 references/secrets.md:160 references/secrets.md:161 references/secrets.md:162 references/secrets.md:163 references/secrets.md:50 references/secrets.md:136 references/secrets.md:136 references/secrets.md:64 references/secrets.md:117 references/secrets.md:122 references/secrets.md:122 references/web-endpoints.md:237 SKILL.md:210
감사자: claude 감사 이력 보기 →
품질 점수
45
아키텍처
100
유지보수성
87
콘텐츠
20
커뮤니티
100
보안
91
사양 준수
만들 수 있는 것
Desplegar inferencia de modelos ML
Servir modelos transformer y modelos ML personalizados con aceleración GPU y escalado automático
Ejecutar procesamiento de datos por lotes
Procesar grandes conjuntos de datos en paralelo a través de cientos de contenedores sin gestionar infraestructura
Programar trabajos de compute
Automatizar tareas periódicas como reentrenamiento de modelos, pipelines de datos y generación de reportes
이 프롬프트를 사용해 보세요
Despliegue básico de modelo
Ayúdame a desplegar un modelo transformer de Hugging Face a Modal para inferencia. Quiero usar una GPU L40S y servir predicciones a través de un endpoint web.
Procesamiento por lotes
Crea un script de Modal que procese 1000 archivos CSV en paralelo a través de múltiples contenedores usando .map(). Cada archivo necesita recursos de CPU y memoria.
Entrenamiento programado
Configura un trabajo programado semanal en Modal que reentrene mi modelo con datos nuevos cada domingo a las 2 AM UTC. Incluye acceso a GPU y guardado de checkpoints a un Volume.
Web API con secrets
Construye un endpoint web de Modal que use FastAPI, requiera autenticación con bearer token, y acceda a APIs externas usando Modal Secrets para credenciales.
모범 사례
- Fijar versiones de paquetes en definiciones de imagen para builds reproducibles
- Usar Volumes para almacenar pesos de modelos y evitar re-descargar en cada ejecución
- Configurar min_containers para reducir latencia de cold start en APIs de producción
피하기
- Hardcodear claves API en código en lugar de usar Modal Secrets
- Procesar elementos uno por uno en lugar de usar .map() para ejecución paralela
- Olvidar llamar volume.commit() después de escribir datos que necesitan persistir
자주 묻는 질문
Is Modal free to use?
Modal ofrece $30/mes en créditos gratuitos para nuevas cuentas. Paga solo por compute usado más allá de eso.
What GPU types are available?
T4, L4, A10, A100 (40GB/80GB), L40S, H100, H200, y B200. L40S ofrece mejor valor para inferencia.
How does Modal integrate with Claude Code?
Instala la skill de Modal, luego escribe funciones Python decoradas con @app.function() para ejecutar código remotamente.
Is my data safe on Modal?
Modal encripta datos en reposo y en tránsito. Los Secrets están encriptados y no se registran en logs.
Why am I getting timeout errors?
El timeout por defecto de funciones es 5 minutos. Aumenta con @app.function(timeout=3600) para operaciones más largas.
How does Modal compare to AWS Lambda?
Modal ofrece mejor soporte de GPUs, timeouts más largos (hasta 24 horas), y almacenamiento persistente a través de Volumes.