Tuning Engines - Governed AI Runtime

io-github-cerebrixos-org-tuning-engines declares 101 capabilities across 101 tools, with 2 critical issues.

99/100 exposureHigh exposure

Manifest recorded 2026-10-15 from tools/list answered by the npm package tuningengines-cli@0.4.34 (published to npm as tuningengines-cli, listed in the official MCP registry as io.github.cerebrixos-org/tuning-engines 0.4.34), run in an isolated container with no network access and placeholder credentials. The date changes only when the manifest does. Not verified by a maintainer.

Issues

These describe what this server's manifest declares. A product can provide controls that MCP has no way to express — token revocation, an admin console, audit logs — and this page cannot see them. The absence of a declaration is not evidence that a control is absent.

critical · no-revocation · All 101 tools

101 of 101 tools declare no way for the customer to switch them off once granted. This applies to every tool because MCP has no field in which to declare a revocation mechanism; the product may provide one outside MCP that a manifest cannot show.

critical · irreversible-uncapped · 9 of 101 tools

9 tools are classified as irreversible and declare no limit.

high · no-expiry · All 101 tools

101 of 101 tools declare no expiry. This applies to every tool because MCP has no field in which to declare an expiry; the product may provide one outside MCP that a manifest cannot show.

high · no-audit-trail · All 101 tools

101 of 101 tools declare no record of their actions that the customer can read. This applies to every tool because MCP has no field in which to declare an audit requirement; the product may provide one outside MCP that a manifest cannot show.

high · uncapped-write · 21 of 101 tools

21 tools can modify data and declare no limit.

low · uncapped-read · 71 of 101 tools

71 tools can read data and declare no limit.

Declared capabilities

How each tool was read. declared means the server's own annotation said so — self-reported and unverified. inferred is from the tool's name. assumed means nothing indicated either way.

Tool	Read as	Basis
`list_jobs`	`read`	inferred
`show_job`	`read`	inferred
`create_job`	`write`	inferred
`cancel_job`	`delete`	inferred
`job_status`	`read`	inferred
`retry_job`	`write`	assumed
`estimate_job`	`read`	inferred
`list_models`	`read`	inferred
`show_model`	`read`	inferred
`delete_model`	`delete`	inferred
`get_balance`	`read`	inferred
`get_account`	`read`	inferred
`list_supported_models`	`read`	inferred
`model_status`	`read`	inferred
`list_catalog_models`	`read`	inferred
`get_catalog_model`	`read`	inferred
`catalog_export_status`	`read`	inferred
`list_datasets`	`read`	inferred
`show_dataset`	`read`	inferred
`create_dataset`	`write`	inferred
`delete_dataset`	`delete`	inferred
`dataset_status`	`read`	inferred
`list_evaluations`	`read`	inferred
`show_evaluation`	`read`	inferred
`create_evaluation`	`write`	inferred
`cancel_evaluation`	`delete`	inferred
`evaluation_status`	`read`	inferred
`list_evaluators`	`read`	inferred
`estimate_evaluation`	`read`	inferred
`list_inference_models`	`read`	inferred
`inference_usage`	`read`	inferred
`get_inference_jwt`	`read`	inferred
`get_inference_token`	`read`	inferred
`call_inference`	`write`	assumed
`send_agent_message`	`send`	inferred
`list_skills`	`read`	inferred
`invoke_skill`	`write`	assumed
`list_traces`	`read`	inferred
`show_trace`	`read`	inferred
`resolve_governed_context`	`write`	assumed
`create_trace`	`write`	inferred
`list_outcomes`	`read`	inferred
`list_insights`	`read`	inferred
`show_insight`	`read`	inferred
`doctor_simulate`	`write`	assumed
`list_runtime_interventions`	`read`	inferred
`show_runtime_intervention`	`read`	inferred
`list_runtime_state_references`	`read`	inferred
`show_runtime_state_reference`	`read`	inferred
`list_ai_system_assets`	`read`	inferred
`show_ai_system_asset`	`read`	inferred
`list_trajectory_evidence_sets`	`read`	inferred
`show_trajectory_evidence_set`	`read`	inferred
`preview_trajectory_evidence_set`	`read`	inferred
`list_intelligence_runs`	`read`	inferred
`show_intelligence_run`	`read`	inferred
`list_context_assets`	`read`	inferred
`show_context_asset`	`read`	inferred
`show_registry_sync`	`read`	inferred
`list_mcp_templates`	`read`	inferred
`show_mcp_template`	`read`	inferred
`list_work_sessions`	`read`	inferred
`show_work_session`	`read`	inferred
`list_inference_feedback`	`read`	inferred
`list_initiatives`	`read`	inferred
`show_initiative`	`read`	inferred
`list_compliance_risks`	`read`	inferred
`show_compliance_risk`	`read`	inferred
`validate_compliance`	`read`	inferred
`show_compliance_evidence`	`read`	inferred
`show_compliance_certification`	`read`	inferred
`registry_sync_dry_run`	`read`	inferred
`list_policy_decisions`	`read`	inferred
`show_policy_decision`	`read`	inferred
`list_policy_templates`	`read`	inferred
`render_policy_template`	`write`	assumed
`generate_policy_draft`	`write`	assumed
`list_approvals`	`read`	inferred
`show_approval`	`read`	inferred
`approve_approval`	`write`	inferred
`deny_approval`	`write`	inferred
`list_tenant_resources`	`read`	inferred
`tenant_resource_list`	`read`	inferred
`tenant_resource_show`	`read`	inferred
`tenant_resource_create`	`write`	inferred
`tenant_resource_update`	`write`	inferred
`tenant_resource_delete`	`delete`	inferred
`tenant_resource_validate`	`read`	inferred
`test_governance_policy`	`write`	assumed
`tenant_team_list`	`read`	inferred
`tenant_team_invite`	`send`	inferred
`tenant_team_set_inference_role`	`write`	inferred
`tenant_team_disable`	`write`	assumed
`tenant_team_enable`	`write`	assumed
`tenant_team_remove`	`delete`	inferred
`tenant_invitation_cancel`	`delete`	inferred
`tenant_domains_update`	`write`	inferred
`inference_capture_show`	`read`	inferred
`inference_capture_update`	`write`	inferred
`list_agents`	`read`	inferred
`show_agent`	`read`	inferred

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