C
Emerging
74/100
12 hours ago
modelscope

ModelScope_dataset_mcp-MCP_Agent_Challenge

🚀 ModelScope Dataset Query Server Based on MCP Protocol A high-performance, user-friendly MCP (Model Context Protocol) server designed specifically for ModelScope dataset querying and management. It supports advanced features such as natural language queries, intelligent caching, and a multi-layer architecture. - 🔍 **Natural Language Queries** - Supports Chinese natural language queries for datasets - 🚀 **High-Performance Caching** - Multi-layer caching architecture for fast response ti

Emerging. Nothing concerning found — the project is young, and grades cap until reputation is earned through real adoption. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.

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// key findings
No credential exfiltration, no sensitive file access, no obfuscation
Static analysis found nothing flowing your secrets to unexpected places.
🔐
You'll be asked for 4 credentials: SILICONFLOW_API_KEY, REDIS_PASSWORD, MODELSCOPE_TOKEN, HF_TOKEN
These are read from process.env at runtime. Make sure you trust where they’ll be sent.
// required environment variables
This server reads these from process.env. You'll be asked to provide them before it can run. Since this is a local server, you set these in your own MCP client configuration and they stay on your machine. The secret label means the value is sensitive, not that the server mishandles it.
🔐 secretSILICONFLOW_API_KEY
configSILICONFLOW_BASE_URL
configREDIS_URL
configDATABASE_URL
configENVIRONMENT
configREDIS_HOST
configREDIS_PORT
configREDIS_DB
🔐 secretREDIS_PASSWORD
configLOG_LEVEL
configLOG_CONSOLE_OUTPUT
configLOG_FILE_OUTPUT
configLOG_FILE_PATH
configCACHE_ENABLED
configCACHE_DEFAULT_TTL
configDATABASE_ECHO
configDATABASE_POOL_SIZE
configDATABASE_MAX_OVERFLOW
configDATABASE_POOL_TIMEOUT
configDATABASE_POOL_RECYCLE
configREDIS_SOCKET_TIMEOUT
configREDIS_SOCKET_CONNECT_TIMEOUT
configREDIS_SOCKET_KEEPALIVE
configREDIS_CONNECTION_POOL_MAX_CONNECTIONS
configREDIS_RETRY_ON_TIMEOUT
configREDIS_HEALTH_CHECK_INTERVAL
configCACHE_MAX_MEMORY_SIZE
configCACHE_MAX_MEMORY_ENTRIES
configCACHE_CLEANUP_INTERVAL
configCACHE_EVICTION_POLICY
configLOG_FORMAT
configLOG_MAX_FILE_SIZE
configLOG_BACKUP_COUNT
configLOG_JSON_FORMAT
configMCP_NAME
configMCP_VERSION
configMCP_DESCRIPTION
configMCP_MAX_REQUEST_SIZE
configMCP_REQUEST_TIMEOUT
configMCP_MAX_CONCURRENT_REQUESTS
configDATASET_MODELSCOPE_ENABLED
configDATASET_HUGGINGFACE_ENABLED
configDATASET_CACHE_ENABLED
configDATASET_MAX_SAMPLES_PER_REQUEST
configDATASET_DEFAULT_PAGE_SIZE
configDATASET_MAX_PAGE_SIZE
configDATASET_SEARCH_TIMEOUT
configNLP_ENABLED
configNLP_CONFIDENCE_THRESHOLD
configNLP_MAX_QUERY_LENGTH
configNLP_CACHE_PARSED_QUERIES
configBASE_DIR
configDATA_DIR
configLOGS_DIR
configCACHE_DIR
configREDIS_SSL
configCACHE_TTL_DATASET_INFO
configCACHE_TTL_QUERY_RESULT
configCACHE_TTL_SAMPLE_DATA
configCACHE_MAX_SIZE
🔐 secretMODELSCOPE_TOKEN
🔐 secretHF_TOKEN
configMCP_SERVER_NAME
configMCP_SERVER_VERSION
configMCP_MAX_CONNECTIONS
configLOG_MAX_SIZE
configMAX_SAMPLES_PER_QUERY
configDEFAULT_SAMPLES_LIMIT
configQUERY_TIMEOUT
configMAX_WORKERS
configCHUNK_SIZE
configMEMORY_LIMIT
// full audit trail
The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.
// improvement guidance — verified publishers only
We have 3 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.
// embed badge in your README
[![M8ven Score](https://m8ven.ai/badge/mcp/zhangmask-modelscopemcp-fsb4y4)](https://m8ven.ai/mcp/zhangmask-modelscopemcp-fsb4y4)
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commit: 4ae8234e09a6607f06771149455dd80b2e502d9e
code hash: dac191052f1e5fc62fabf1c928e7fbb0dbf0245df24426743887fae66aca8055
verified: 8/13/2026, 9:24:40 PM
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