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rubrkit

warnings

www.rubrkit.com

MCP-native AI evaluation: rubric audits, eval suites, and proof reports for AI/LLM output.

https://www.rubrkit.com/api/v1/mcpWebsiteOAuthMCP 2025-06-18v0.1.0last checked 24 Aug 2026spoke MCP on 3 of 3 checks (30 days)initialize in 229 ms

How to authenticate

Checked against the endpoint by our probe on 24 Aug 2026. These are the capabilities the server advertises, not a prediction about any particular client.

Scheme
OAuth
Issuer
https://www.rubrkit.com
Dynamic client registration
Advertised (RFC 7591)
Client ID Metadata Document
Not advertised
PKCE
S256
Grant types
authorization_code
Scopes
artifact_bundles:read, artifact_bundles:write, files:read, files:write, audits:run, jobs:read, jobs:write, rubr_flow:convert, evals:run, exports:read, exports:write, artifacts:pull, credits:read
Protected-resource metadata
Published (RFC 9728)
Anonymous access
Handshake succeeds; 41 tools listable
Credentials demanded in prose
rubrkit_create_artifact_bundle, rubrkit_list_artifact_bundles, rubrkit_read_artifact_bundle, rubrkit_delete_artifact_bundle, rubrkit_hard_delete_artifact_bundle, rubrkit_upload_artifact_files, rubrkit_list_artifact_files, rubrkit_read_artifact_file, rubrkit_update_artifact_file, rubrkit_start_audit, rubrkit_list_audits, rubrkit_read_audit, rubrkit_apply_audit_rewrite, rubrkit_convert_to_rubr_flow, rubrkit_list_rubr_flow_conversions, rubrkit_read_rubr_flow_conversion, rubrkit_poll_job, rubrkit_list_job_events, rubrkit_list_artifact_bundle_versions, rubrkit_restore_artifact_bundle_version, rubrkit_list_file_versions, rubrkit_restore_file_version, rubrkit_run_evals, rubrkit_list_evals, rubrkit_read_eval, rubrkit_export_proof_report, rubrkit_read_proof_report, rubrkit_list_golden_cases, rubrkit_add_golden_case, rubrkit_retire_golden_case, rubrkit_create_drift_monitor, rubrkit_list_drift_monitors, rubrkit_read_drift_observations, rubrkit_run_drift_check, rubrkit_set_drift_monitor_status, rubrkit_record_outcome, rubrkit_read_input_drift, rubrkit_read_validity_drift

These tools are listed anonymously and their own descriptions ask for an account or key, but no challenge is issued — so a client has nothing to act on and the refusal arrives as a tool error.

What the probe found

warningTools needing credentials are listed without a challenge

38 of the 41 tools listed anonymously say in their own descriptions that they need an account or a key (rubrkit_create_artifact_bundle, rubrkit_list_artifact_bundles, rubrkit_read_artifact_bundle, rubrkit_delete_artifact_bundle, rubrkit_hard_delete_artifact_bundle, rubrkit_upload_artifact_files, rubrkit_list_artifact_files, rubrkit_read_artifact_file, rubrkit_update_artifact_file, rubrkit_start_audit, rubrkit_list_audits, rubrkit_read_audit, rubrkit_apply_audit_rewrite, rubrkit_convert_to_rubr_flow, rubrkit_list_rubr_flow_conversions, rubrkit_read_rubr_flow_conversion, rubrkit_poll_job, rubrkit_list_job_events, rubrkit_list_artifact_bundle_versions, rubrkit_restore_artifact_bundle_version, rubrkit_list_file_versions, rubrkit_restore_file_version, rubrkit_run_evals, rubrkit_list_evals, rubrkit_read_eval, rubrkit_export_proof_report, rubrkit_read_proof_report, rubrkit_list_golden_cases, rubrkit_add_golden_case, rubrkit_retire_golden_case, rubrkit_create_drift_monitor, rubrkit_list_drift_monitors, rubrkit_read_drift_observations, rubrkit_run_drift_check, rubrkit_set_drift_monitor_status, rubrkit_record_outcome, rubrkit_read_input_drift, rubrkit_read_validity_drift), but the endpoint issued no WWW-Authenticate challenge. The requirement is stated only in prose, so a call reaches the tool and comes back as a tool error instead of an authorization step.

41 tools usable without signing in

The server exposes a public surface before authorization: rubrkit_search_api_docs, rubrkit_read_api_doc, rubrkit_read_openapi_contract, rubrkit_create_artifact_bundle, rubrkit_list_artifact_bundles, rubrkit_read_artifact_bundle, rubrkit_delete_artifact_bundle, rubrkit_hard_delete_artifact_bundle, rubrkit_upload_artifact_files, rubrkit_list_artifact_files, rubrkit_read_artifact_file, rubrkit_update_artifact_file, rubrkit_start_audit, rubrkit_list_audits, rubrkit_read_audit, rubrkit_apply_audit_rewrite, rubrkit_convert_to_rubr_flow, rubrkit_list_rubr_flow_conversions, rubrkit_read_rubr_flow_conversion, rubrkit_poll_job, rubrkit_list_job_events, rubrkit_list_artifact_bundle_versions, rubrkit_restore_artifact_bundle_version, rubrkit_list_file_versions, rubrkit_restore_file_version, rubrkit_run_evals, rubrkit_list_evals, rubrkit_read_eval, rubrkit_export_proof_report, rubrkit_read_proof_report, rubrkit_list_golden_cases, rubrkit_add_golden_case, rubrkit_retire_golden_case, rubrkit_create_drift_monitor, rubrkit_list_drift_monitors, rubrkit_read_drift_observations, rubrkit_run_drift_check, rubrkit_set_drift_monitor_status, rubrkit_record_outcome, rubrkit_read_input_drift, rubrkit_read_validity_drift.

Tools

rubrkit_add_golden_caserubrkit_apply_audit_rewriterubrkit_convert_to_rubr_flowrubrkit_create_artifact_bundlerubrkit_create_drift_monitorrubrkit_delete_artifact_bundlerubrkit_export_proof_reportrubrkit_hard_delete_artifact_bundlerubrkit_list_artifact_bundle_versionsrubrkit_list_artifact_bundlesrubrkit_list_artifact_filesrubrkit_list_auditsrubrkit_list_drift_monitorsrubrkit_list_evalsrubrkit_list_file_versionsrubrkit_list_golden_casesrubrkit_list_job_eventsrubrkit_list_rubr_flow_conversionsrubrkit_poll_jobrubrkit_read_api_docrubrkit_read_artifact_bundlerubrkit_read_artifact_filerubrkit_read_auditrubrkit_read_drift_observationsrubrkit_read_evalrubrkit_read_input_driftrubrkit_read_openapi_contractrubrkit_read_proof_reportrubrkit_read_rubr_flow_conversionrubrkit_read_validity_driftrubrkit_record_outcomerubrkit_restore_artifact_bundle_versionrubrkit_restore_file_versionrubrkit_retire_golden_caserubrkit_run_drift_checkrubrkit_run_evalsrubrkit_search_api_docsrubrkit_set_drift_monitor_statusrubrkit_start_auditrubrkit_update_artifact_filerubrkit_upload_artifact_files

Contract history

24 Aug 2026v0.1.0first recorded contract

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Status badge

Status for a README, from the last probe — cached an hour, so up to seven hours behind the endpoint. Links back to this page.

MCP status badge for rubrkit
[![MCP status](https://mcpi.app/servers/rubrkit/badge.svg)](https://mcpi.app/servers/rubrkit)

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