Tuning Engines (cerebrixos-org/tuning-engines-cli) is an MCP server listed on the M8ven Trust Index. M8ven has not graded it: we have no way to read this server ourselves. No publisher has claimed this listing.

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C
Caution
72/100
2 months ago

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

→ cerebrixos-org/tuning-engines-cli· listed on glama

Caution. Specific findings reduced this grade. They are listed on the page. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.

How we verified

Code Verified⚡ Live Monitored: not connected

Verified is a snapshot. Live keeps it current, and builds your track record.

⚡ Connect GitHub → continuous verification on every pushwhy connect →

Who stands behind it

cerebrixos-org

Source: Glama

Is this your MCP?

Claim it to get a verified publisher badge, a free copy of our full audit findings, and direct contact for any high-priority issues we find. Or connect your repo for our deepest verification, Live Monitored: read-only, revoke anytime. What we access →

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Install from

Glama

M8ven verifies MCPs across every public registry — install directly from whichever one you prefer.

// 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 →
// environment variables
To run this server yourself, you supply these values. They go in your own MCP client configuration and stay on your machine. The secret label means the value is sensitive, not that the server mishandles it.
🔐 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
// quality suggestions

Tool annotations

No tools have read-only/destructive annotations

Add readOnlyHint or destructiveHint annotations to every tool so hosts can warn users before invoking.

All four hints declared on every tool

35/35 tools missing one or more hints — list_jobs (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); show_job (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); create_job (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +32 more. OpenAI's directory rejects tools where any of the four hints are missing or non-boolean.

For every tool, set all four hints (readOnlyHint, destructiveHint, idempotentHint, openWorldHint) to explicit true/false values that match the handler’s actual behaviour.

Tests exist

No test files found

Add tests that exercise each declared tool.

Secrets not logged

2 secret values sent to console.log

Redact or omit secret values from log output.

Production dependencies are patched

0 critical, 2 high severity in production deps — @modelcontextprotocol/sdk@1.0.0 (high), @modelcontextprotocol/sdk@1.0.0 (high)

Run npm audit fix, or upgrade the affected packages to a non-vulnerable version.

Claim the listing to review these findings one by one and send us a correction where you disagree, straight to the team. Claiming also means we tell you when the grade moves, and reach you first if we find anything urgent.

// full audit trail
The findings above are the summary. The full trail, every check we ran, each deduction, the network hosts observed and the dependency advisories, goes to verified publishers, along with an alert whenever a new one lands. Verified publishers can also review each finding and dispute it in one click. Publisher corrections have sharpened several of our checks this month, because the maintainer knows the codebase better than any scanner.
// 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 Verified](https://m8ven.ai/badge/mcp/cerebrixos-org-tuning-engines-cli-11edmz?variant=verified)](https://m8ven.ai/mcp/cerebrixos-org-tuning-engines-cli-11edmz)
Shows verification status without the grade. Want the grade badge instead? Remove ?variant=verified from the URL.
commit: 1f12a238d269233e2b0946fe4679f8b80ba678ae
code hash: 197a9ad8b8077f0426c5f306981f87feba7f6e3c7d0fcda2e254bd0a2245d72f
verified: 6/13/2026, 10:47:35 AM
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