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glama

Tuning Engines

Own your sovereign AI model. Domain-specific fine-tuning of open-source LLMs and SLMs with total control and zero infrastructure hassle. Tuning Engines provides specialized tuning agents to tailor top open models to your needs — fast, predictable, fully delivered. Fine-tune Qwen, Llama, DeepSeek, Mistral, Gemma, Phi, StarCoder, and CodeLlama models from 1B to 72B parameters on your data via CLI o

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// key findings
⚠️
Known vulnerabilities in dependencies: 2 high
Affects packages this MCP installs at runtime. Upgrade or remove the affected dependency.
No credential exfiltration, no sensitive file access, no obfuscation
Static analysis found nothing flowing your secrets to unexpected places.
Open source with a license and README
Anyone can audit the code, the license is declared, and the publisher documents what it does.
🔐
You'll be asked for 6 credentials: ANTHROPIC_API_KEY, ANTHROPIC_AUTH_TOKEN, TE_ADMIN_API_KEY, TE_API_KEY, TE_INFERENCE_KEY, TE_USER_API_KEY
These are read from process.env at runtime. Make sure you trust where they’ll be sent.
// known CVEs in dependencies2 high

Disclosed vulnerabilities in this server's declared npm dependencies (via OSV). Whether each is reachable depends on the installed versions.

high@modelcontextprotocol/sdk@1.0.0GHSA-8r9q-7v3j-jr4g

Anthropic's MCP TypeScript SDK has a ReDoS vulnerability

high@modelcontextprotocol/sdk@1.0.0GHSA-w48q-cv73-mx4w

Model Context Protocol (MCP) TypeScript SDK does not enable DNS rebinding protection by default

Depend on this server? Get alerted when its CVEs change.Watch this server free →
// required environment variables
This server reads these from process.env. You'll be asked to provide them before it can run.
🔐 secretANTHROPIC_API_KEY
🔐 secretANTHROPIC_AUTH_TOKEN
configANTHROPIC_MODEL
configANTHROPIC_SMALL_FAST_MODEL
configCLAUDE_MODEL
configCLAUDE_PROJECT_DIR
configCLAUDE_SMALL_FAST_MODEL
configCODEX_MODEL
configLLM_MODEL
configMODEL
configOPENAI_API_MODEL
configOPENAI_MODEL
🔐 secretTE_ADMIN_API_KEYte_admin_key_here \
🔐 secretTE_API_KEY"": "te_your_key_here"
configTE_API_URLAPI URL (default: https://app.tuningengines.com)
configTE_INFERENCE_BASE
🔐 secretTE_INFERENCE_KEYIf you only have an sk-te- inference key, set for
configTE_INITIATIVE_ID
configTE_MODEL
configTE_NATIVE_SESSION_ID
configTE_NATIVE_THREAD_ID
configTE_REQUEST_ID
configTE_RUN_ID
configTE_SMALL_FAST_MODEL
configTE_SMOKE_AGENT_URL
configTE_SMOKE_ALLOWED_MODELllama-3.1-8b-fast \
configTE_SMOKE_ALLOW_PROVIDER_AUTH_FAILURE0 when the tenant has real provider
configTE_SMOKE_CREATE_MODEL_DEPLOYMENT1 is useful for disposable tenants that do
configTE_SMOKE_DENIED_MODELllama-3.3-70b-fp8 \
configTE_SMOKE_GUARDRAIL_MODEL
configTE_SMOKE_LITELLM_MODEL
configTE_SMOKE_LIVE_CALLS
configTE_SMOKE_MCP_SERVER_URL
configTE_SMOKE_MCP_TOOL_NAME
configTE_SMOKE_MCP_TRANSPORT
configTE_SMOKE_MODEL_PRIORITY
configTE_SMOKE_MODEL_PROVIDER
configTE_SMOKE_MODEL_WEIGHT
configTE_SMOKE_MUTATE
configTE_SMOKE_REPORTwhen that env var is set.
configTE_SMOKE_TIMEOUT_MS
configTE_SMOKE_USER_EMAIL
🔐 secretTE_USER_API_KEYte_user_key_here \
configTRACEPARENT
configTRACESTATE
// 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 5 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/cerebrixos-org-tuning-engines-cli-11edmz)](https://m8ven.ai/mcp/cerebrixos-org-tuning-engines-cli-11edmz)
commit: 1f12a238d269233e2b0946fe4679f8b80ba678ae
code hash: 197a9ad8b8077f0426c5f306981f87feba7f6e3c7d0fcda2e254bd0a2245d72f
verified: 6/13/2026, 10:47:35 AM
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