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tuning-engines
Govern model, agent, skill, and MCP workflows with policy, approvals, traces, and usage analytics.
Tools
111
GitHub stars
6
Installs / wk
236
Licence
MIT
Transport
stdio
Last checked
never
Tools & capabilities
111 toolsRead from the published package source — this server runs locally, so there is no endpoint to query. Names are taken from the code, not observed at runtime, and descriptions are often absent.
accept_insight
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apply_insight
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apply_work_session_repair
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approve_approval
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call_inference
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Call a governed model endpoint using the MCP server Call a governed model endpoint using the MCP server
cancel_evaluation
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Cancel a running or queued evaluation. Cancel a running or queued evaluation.
cancel_job
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Cancel a running or queued fine-tuning job. The job will be charged for any GPU time already used. Cancel a running or queued fine-tuning job. The job will be charged for any GPU time already used.
catalog_export_status
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Check the status of a Marketplace export operation. Returns status, charge info, and any error messages. Check the status of a Marketplace export operation. Returns status, charge info, and any error messages.
complete_compliance_source_run
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complete_work_session
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create_compliance_source_run
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create_dataset
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Create dataset metadata for fine-tuning or evaluation. Create dataset metadata for fine-tuning or evaluation.
create_evaluation
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Create a new model evaluation. Run your trained model or a base model against a dataset using selected evaluators. Create a new model evaluation. Run your trained model or a base model against a dataset using selected evaluators.
create_job
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Fine-tune an LLM on a GitHub repository using Tuning Engines. Fine-tune an LLM on a GitHub repository using Tuning Engines.
create_runtime_intervention
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create_trace
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dataset_status
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Check the status of a dataset import or processing operation. Check the status of a dataset import or processing operation.
delete_dataset
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Delete a dataset from the platform. Delete a dataset from the platform.
delete_model
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Delete a trained model from cloud storage. Delete a trained model from cloud storage.
deny_approval
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doctor_simulate
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estimate_evaluation
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Get a cost estimate for an evaluation before running it. Get a cost estimate for an evaluation before running it.
estimate_job
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Get a cost estimate for a fine-tuning job before submitting it. Returns estimated cost, cost range, current balance, and whether balance is sufficient. Always estimate before creat… Get a cost estimate for a fine-tuning job before submitting it. Returns estimated cost, cost range, current balance, and whether balance is sufficient. Always estimate before creating a job.
evaluation_status
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Get live status of an evaluation including progress and current metrics. Get live status of an evaluation including progress and current metrics.
flush_inference_capture
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generate_policy_draft
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get_account
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Get your Tuning Engines account details and settings. Get your Tuning Engines account details and settings.
get_balance
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Check your Tuning Engines account balance and recent transactions. Check your Tuning Engines account balance and recent transactions.
get_catalog_model
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Get detailed information about a specific pre-built model or dataset from the Marketplace including description, pricing, and export options. Get detailed information about a specific pre-built model or dataset from the Marketplace including description, pricing, and export options.
get_inference_jwt
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Get a JWT token for authenticating with the Tuning Engines inference API. Get a JWT token for authenticating with the Tuning Engines inference API.
get_inference_token
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Exchange an inference key (sk-te-...) for a short-lived inference JWT. Exchange an inference key (sk-te-...) for a short-lived inference JWT.
inference_capture_show
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inference_capture_update
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inference_usage
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Get inference API usage statistics including request counts, token usage, and costs. Get inference API usage statistics including request counts, token usage, and costs.
install_mcp_template
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invoke_skill
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Prepare or invoke a governed skill. Prepare or invoke a governed skill.
job_status
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Get live status of a fine-tuning job including current status, GPU minutes used, estimated charges, remaining balance, and delivery progress. Use this to monitor a running job. Get live status of a fine-tuning job including current status, GPU minutes used, estimated charges, remaining balance, and delivery progress. Use this to monitor a running job.
list_agents
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List available agents configured for your organization. Agents are AI assistants with specific capabilities and tool access. List available agents configured for your organization. Agents are AI assistants with specific capabilities and tool access.
list_approvals
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list_catalog_models
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List available pre-built models and datasets from the Tuning Engines Marketplace. List available pre-built models and datasets from the Tuning Engines Marketplace.
list_compliance_risks
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list_datasets
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List datasets available for training and evaluation. Datasets can be uploaded from S3 and used for fine-tuning or model evaluation. List datasets available for training and evaluation. Datasets can be uploaded from S3 and used for fine-tuning or model evaluation.
list_evaluations
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List model evaluations. Evaluations run your trained models against benchmark datasets using various evaluators to measure quality. List model evaluations. Evaluations run your trained models against benchmark datasets using various evaluators to measure quality.
list_evaluators
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List available evaluators for model evaluation. Evaluators measure different aspects of model quality like code execution, similarity, or LLM-based judgment. List available evaluators for model evaluation. Evaluators measure different aspects of model quality like code execution, similarity, or LLM-based judgment.
list_inference_feedback
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list_inference_models
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List models available for inference through the Tuning Engines inference API. List models available for inference through the Tuning Engines inference API.
list_initiatives
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list_insights
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list_jobs
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List fine-tuning training jobs on Tuning Engines. Returns recent jobs with status, base model, agent type, GPU usage, and cost. Use this to check on existing training runs or find… List fine-tuning training jobs on Tuning Engines. Returns recent jobs with status, base model, agent type, GPU usage, and cost. Use this to check on existing training runs or find a job ID.
list_mcp_templates
from source
list_models
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List your trained and imported models on Tuning Engines. List your trained and imported models on Tuning Engines.
list_outcomes
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list_policy_decisions
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list_policy_templates
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list_runtime_interventions
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list_runtime_state_references
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list_skills
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List skills available to the configured inference identity. List skills available to the configured inference identity.
list_supported_models
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List the supported base HuggingFace models available for fine-tuning on Tuning Engines. Optionally filter by agent to see only compatible models. List the supported base HuggingFace models available for fine-tuning on Tuning Engines. Optionally filter by agent to see only compatible models.
list_tenant_resources
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list_traces
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list_work_sessions
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map_outcome
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model_status
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Check the status of a model import or export operation. Check the status of a model import or export operation.
preview_work_session_repair
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propose_outcome
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record_inference_feedback
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record_outcome
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registry_sync_apply
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registry_sync_dry_run
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render_policy_template
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retry_job
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Retry a failed fine-tuning job from its last checkpoint. Creates a new job that resumes training where the failed one stopped, saving GPU time. Each retry is billed separately.\n\n Retry a failed fine-tuning job from its last checkpoint. Creates a new job that resumes training where the failed one stopped, saving GPU time. Each retry is billed separately.\n\n
retry_tenant_resource_sync
from source
send_agent_message
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Send a governed message to a registered A2A agent. Send a governed message to a registered A2A agent.
show_agent
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Get details of a specific agent including capabilities, tools, and configuration. Get details of a specific agent including capabilities, tools, and configuration.
show_approval
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show_compliance_certification
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show_compliance_evidence
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show_compliance_risk
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show_dataset
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Get details of a specific dataset including status, source, and metadata. Get details of a specific dataset including status, source, and metadata.
show_evaluation
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Get full details of a specific evaluation including status, scores, metrics, and comparison data. Get full details of a specific evaluation including status, scores, metrics, and comparison data.
show_initiative
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show_insight
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show_job
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Get full details of a specific fine-tuning job including status, base model, agent type, GPU minutes, cost, error messages, and whether it can be retried from checkpoint. Get full details of a specific fine-tuning job including status, base model, agent type, GPU minutes, cost, error messages, and whether it can be retried from checkpoint.
show_mcp_template
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show_model
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Get details of a specific trained model. Get details of a specific trained model.
show_policy_decision
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show_registry_sync
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show_runtime_intervention
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show_runtime_state_reference
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show_trace
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show_work_session
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submit_compliance_source_results
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tenant_domains_update
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tenant_invitation_cancel
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tenant_resource_create
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tenant_resource_delete
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tenant_resource_list
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tenant_resource_show
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tenant_resource_update
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tenant_resource_validate
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tenant_team_disable
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tenant_team_enable
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tenant_team_invite
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tenant_team_list
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tenant_team_remove
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tenant_team_set_inference_role
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test_governance_policy
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undo_work_session_repair
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upsert_runtime_state_reference
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validate_compliance
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verify_tenant_secret_reference
from source