Evaluate ML features beyond a baseline and test bounded feature repairs. Invite-only beta.
Maintain this server? Claim it
Call this server's tools from your browser. Nothing to install.
Requests go through mcptry because browsers can't call most MCP servers directly. Header values are sent to the server for that request only and are never stored or logged.
Tool list from our last check. Connect live to refresh it.
Delete retained inputs and results for an audit owned by this tenant.
The server marks this tool as destructive. Running it may delete or overwrite data on the server or in any account you connected with your headers.
Delete retained inputs and results for an audit owned by this tenant.
| Argument | Type | Description |
|---|---|---|
| audit_id* | string |
{
"type": "object",
"title": "Audit",
"required": [
"audit_id"
],
"properties": {
"audit_id": {
"type": "string",
"title": "Audit Id",
"pattern": "^[a-f0-9]{32}$"
}
},
"additionalProperties": false
}Delete a tenant-private upload that is no longer needed.
| Argument | Type | Description |
|---|---|---|
| upload_id* | string |
{
"type": "object",
"title": "UploadId",
"required": [
"upload_id"
],
"properties": {
"upload_id": {
"type": "string",
"title": "Upload Id",
"pattern": "^[a-f0-9]{32}$"
}
},
"additionalProperties": false
}Discover capabilities, privacy, and the approved public catalog.
No arguments.
{
"type": "object",
"title": "Empty",
"properties": {},
"additionalProperties": false
}Read a tenant-private report fingerprint retained after report expiry or deletion. Older reports may have no record. This does not retrieve report contents.
| Argument | Type | Description |
|---|---|---|
| audit_id* | string |
{
"type": "object",
"title": "Audit",
"required": [
"audit_id"
],
"properties": {
"audit_id": {
"type": "string",
"title": "Audit Id",
"pattern": "^[a-f0-9]{32}$"
}
},
"additionalProperties": false
}Read a completed tenant-private result and signed output manifest.
| Argument | Type | Description |
|---|---|---|
| audit_id* | string |
{
"type": "object",
"title": "Audit",
"required": [
"audit_id"
],
"properties": {
"audit_id": {
"type": "string",
"title": "Audit Id",
"pattern": "^[a-f0-9]{32}$"
}
},
"additionalProperties": false
}Read the state of an audit owned by the authenticated tenant.
| Argument | Type | Description |
|---|---|---|
| audit_id* | string |
{
"type": "object",
"title": "Audit",
"required": [
"audit_id"
],
"properties": {
"audit_id": {
"type": "string",
"title": "Audit Id",
"pattern": "^[a-f0-9]{32}$"
}
},
"additionalProperties": false
}Read the authenticated tenant's beta-access request status.
| Argument | Type | Description |
|---|---|---|
| request_id* | string |
{
"type": "object",
"title": "BetaRequestId",
"required": [
"request_id"
],
"properties": {
"request_id": {
"type": "string",
"title": "Request Id",
"pattern": "^[a-f0-9]{32}$"
}
},
"additionalProperties": false
}Read beta or paid audit-credit availability and usage.
No arguments.
{
"type": "object",
"title": "Empty",
"properties": {},
"additionalProperties": false
}Get neutral column roles and validation defaults for a vertical.
| Argument | Type | Description |
|---|---|---|
| vertical* | string |
{
"type": "object",
"title": "Vertical",
"required": [
"vertical"
],
"properties": {
"vertical": {
"type": "string",
"title": "Vertical",
"pattern": "^(general_ml|demand_forecasting|bioinformatics_research)$"
}
},
"additionalProperties": false
}Report connection, credential, audit-credit, and submission readiness with the next action.
No arguments.
{
"type": "object",
"title": "Empty",
"properties": {},
"additionalProperties": false
}Read aggregate, privacy-preserving Referee activity and outcome evidence for the selected audience.
| Argument | Type | Description |
|---|---|---|
| window_days | integer |
{
"type": "object",
"title": "UsageWindow",
"properties": {
"window_days": {
"type": "integer",
"title": "Window Days",
"default": 90,
"maximum": 365,
"minimum": 1
}
},
"additionalProperties": false
}Get the feature-only contract for diagnosing degradation and testing bounded repairs.
No arguments.
{
"type": "object",
"title": "Empty",
"properties": {},
"additionalProperties": false
}List the three supported evaluation profiles and their discovery tags.
No arguments.
{
"type": "object",
"title": "Empty",
"properties": {},
"additionalProperties": false
}Validate a tenant-private upload and its baseline evidence/row identity without spending a credit.
| Argument | Type | Description |
|---|---|---|
| contract* | any | |
| vertical* | string | |
| upload_id* | string |
{
"type": "object",
"$defs": {
"FeatureAuditContract": {
"type": "object",
"title": "FeatureAuditContract",
"properties": {
"task": {
"enum": [
"regression",
"binary_classification",
"time_series_ranking"
],
"type": "string",
"title": "Task",
"default": "regression"
},
"batch": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Batch",
"default": null
},
"folds": {
"type": "integer",
"title": "Folds",
"default": 5,
"maximum": 8,
"minimum": 3
},
"scope": {
"type": "string",
"const": "feature_quality_only",
"title": "Scope",
"default": "feature_quality_only"
},
"split": {
"enum": [
"expanding",
"rolling",
"grouped",
"purged"
],
"type": "string",
"title": "Split",
"default": "expanding"
},
"entity": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Entity",
"default": null
},
"outcome": {
"type": "string",
"title": "Outcome",
"default": "outcome"
},
"utility": {
"enum": [
"default",
"absolute_error",
"squared_error"
],
"type": "string",
"title": "Utility",
"default": "default"
},
"baseline": {
"type": "array",
"items": {
"type": "string"
},
"title": "Baseline",
"maxItems": 32
},
"candidates": {
"type": "array",
"items": {
"type": "string"
},
"title": "Candidates",
"maxItems": 32,
"minItems": 1
},
"fdr_target": {
"type": "number",
"title": "Fdr Target",
"default": 0.05,
"description": "Nominal false-discovery-rate target for the complete submitted family. Expected false fraction, not an individual false-finding probability. Set before evaluation.",
"exclusiveMaximum": 1,
"exclusiveMinimum": 0
},
"deidentified": {
"type": "boolean",
"title": "Deidentified",
"default": true
},
"train_window": {
"type": "integer",
"title": "Train Window",
"default": 100,
"maximum": 100000,
"minimum": 20
},
"baseline_spec": {
"anyOf": [
{
"oneOf": [
{
"$ref": "#/$defs/GenericRefitBaseline"
},
{
"$ref": "#/$defs/FeatureProvidedOOFBaseline"
}
],
"discriminator": {
"mapping": {
"provided_oof": "#/$defs/FeatureProvidedOOFBaseline",
"generic_refit": "#/$defs/GenericRefitBaseline"
},
"propertyName": "mode"
}
},
{
"type": "null"
}
],
"title": "Baseline Spec",
"default": null
},
"desired_power": {
"type": "number",
"title": "Desired Power",
"default": 0.8,
"minimum": 0.5,
"exclusiveMaximum": 1
},
"research_only": {
"type": "boolean",
"const": true,
"title": "Research Only",
"default": true
},
"sample_weight": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Sample Weight",
"default": null
},
"target_effect": {
"anyOf": [
{
"type": "number",
"exclusiveMinimum": 0
},
{
"type": "null"
}
],
"title": "Target Effect",
"default": null
},
"embargo_seconds": {
"type": "integer",
"title": "Embargo Seconds",
"default": 0,
"maximum": 31536000,
"minimum": 0
},
"observation_time": {
"type": "string",
"title": "Observation Time",
"default": "observation_time"
},
"label_available_time": {
"type": "string",
"title": "Label Available Time",
"default": "label_available_time"
},
"selection_error_target": {
"type": "number",
"title": "Selection Error Target",
"default": 0.05,
"description": "Nominal family-wise error target for the optional selection diagnostic over strict-scope candidates. Reported only; never changes decisions. Set before evaluation.",
"exclusiveMaximum": 1,
"exclusiveMinimum": 0
},
"representation_analysis": {
"type": "boolean",
"title": "Representation Analysis",
"default": false,
"description": "Opt-in alternative representation comparison and numerical fitting certificates. Binary classification with numeric generic-refit inputs only; requires baseline features. Descriptive, no audit decision changes. Single audits only; limited to 10,000 rows and 250,000 input feature cells."
},
"provisional_error_target": {
"type": "number",
"title": "Provisional Error Target",
"default": 0.1,
"description": "Nominal family-wise error target for provisional evidence. Chance of at least one false rejection, conditional on valid tests. Legacy input name provisional_significance_level is also accepted. Set before evaluation.",
"exclusiveMaximum": 1,
"exclusiveMinimum": 0
},
"provisional_significance_level": {
"type": "number",
"title": "Provisional Significance Level",
"deprecated": true,
"description": "Deprecated input alias for provisional_error_target; conflicting values are rejected.",
"exclusiveMaximum": 1,
"exclusiveMinimum": 0
}
},
"description": "Directory-facing contract for feature-quality evidence.",
"additionalProperties": false
},
"GenericRefitBaseline": {
"type": "object",
"title": "GenericRefitBaseline",
"required": [
"features"
],
"properties": {
"mode": {
"type": "string",
"const": "generic_refit",
"title": "Mode",
"default": "generic_refit"
},
"features": {
"type": "array",
"items": {
"type": "string"
},
"title": "Features",
"maxItems": 32,
"minItems": 0
}
},
"additionalProperties": false
},
"FeatureProvidedOOFBaseline": {
"type": "object",
"title": "FeatureProvidedOOFBaseline",
"required": [
"mode",
"score",
"verification_digest"
],
"properties": {
"mode": {
"type": "string",
"const": "provided_oof",
"title": "Mode"
},
"score": {
"type": "string",
"title": "Score",
"maxLength": 256,
"minLength": 1
},
"row_id": {
"type": "array",
"items": {
"type": "string"
},
"title": "Row Id",
"maxItems": 8
},
"model_version": {
"anyOf": [
{
"type": "string",
"pattern": "^[A-Za-z0-9][A-Za-z0-9._-]*$",
"maxLength": 128,
"minLength": 1
},
{
"type": "null"
}
],
"title": "Model Version",
"default": null
},
"candidate_scores": {
"type": "object",
"title": "Candidate Scores",
"maxProperties": 32,
"additionalProperties": {
"type": "string"
}
},
"evaluation_group": {
"type": "array",
"items": {
"type": "string"
},
"title": "Evaluation Group",
"maxItems": 8
},
"verification_digest": {
"type": "string",
"title": "Verification Digest",
"pattern": "^[a-f0-9]{64}$"
},
"score_higher_is_better": {
"type": "boolean",
"title": "Score Higher Is Better",
"default": true
}
},
"description": "Public score evidence without eligibility, selections, or action policy.",
"additionalProperties": false
}
},
"title": "InputRequest",
"required": [
"upload_id",
"vertical",
"contract"
],
"properties": {
"contract": {
"$ref": "#/$defs/FeatureAuditContract"
},
"vertical": {
"enum": [
"general_ml",
"demand_forecasting",
"bioinformatics_research"
],
"type": "string",
"title": "Vertical"
},
"upload_id": {
"type": "string",
"title": "Upload Id",
"pattern": "^[a-f0-9]{32}$"
}
},
"additionalProperties": false
}Validate a tenant-private feature-repair matrix without spending a credit.
| Argument | Type | Description |
|---|---|---|
| contract* | any | |
| upload_id* | string |
{
"type": "object",
"$defs": {
"RepairPeriod": {
"type": "object",
"title": "RepairPeriod",
"required": [
"start",
"end_exclusive"
],
"properties": {
"start": {
"type": "string",
"title": "Start",
"format": "date"
},
"end_exclusive": {
"type": "string",
"title": "End Exclusive",
"format": "date"
}
},
"additionalProperties": false
},
"FeatureRepairColumns": {
"type": "object",
"title": "FeatureRepairColumns",
"properties": {
"entity": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Entity",
"default": null
},
"outcome": {
"type": "string",
"title": "Outcome",
"default": "outcome"
},
"sample_weight": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Sample Weight",
"default": null
},
"observation_time": {
"type": "string",
"title": "Observation Time",
"default": "observation_time"
},
"label_available_time": {
"type": "string",
"title": "Label Available Time",
"default": "label_available_time"
}
},
"description": "Column roles for repair based only on feature and label quality.",
"additionalProperties": false
},
"FeatureRepairContract": {
"type": "object",
"title": "FeatureRepairContract",
"required": [
"diagnostic_features"
],
"properties": {
"asof": {
"anyOf": [
{
"type": "string",
"format": "date"
},
{
"type": "null"
}
],
"title": "Asof",
"default": null
},
"mode": {
"enum": [
"known_break",
"rolling_monitor"
],
"type": "string",
"title": "Mode",
"default": "known_break"
},
"seed": {
"type": "integer",
"title": "Seed",
"default": 1729,
"maximum": 2147483647,
"minimum": 0
},
"task": {
"enum": [
"regression",
"binary_classification",
"time_series_ranking"
],
"type": "string",
"title": "Task",
"default": "regression"
},
"scope": {
"type": "string",
"const": "feature_quality_repair_only",
"title": "Scope",
"default": "feature_quality_repair_only"
},
"columns": {
"$ref": "#/$defs/FeatureRepairColumns"
},
"rolling": {
"anyOf": [
{
"$ref": "#/$defs/FeatureRepairRollingWindow"
},
{
"type": "null"
}
],
"default": null
},
"minimum_rows": {
"type": "integer",
"title": "Minimum Rows",
"default": 40,
"maximum": 100000,
"minimum": 20
},
"research_only": {
"type": "boolean",
"const": true,
"title": "Research Only",
"default": true
},
"reference_period": {
"anyOf": [
{
"$ref": "#/$defs/RepairPeriod"
},
{
"type": "null"
}
],
"default": null
},
"baseline_features": {
"type": "array",
"items": {
"type": "string"
},
"title": "Baseline Features",
"maxItems": 32
},
"comparison_period": {
"anyOf": [
{
"$ref": "#/$defs/RepairPeriod"
},
{
"type": "null"
}
],
"default": null
},
"diagnostic_features": {
"type": "array",
"items": {
"type": "string"
},
"title": "Diagnostic Features",
"maxItems": 1000,
"minItems": 1
},
"minimum_improvement": {
"type": "number",
"title": "Minimum Improvement",
"default": 0.01,
"maximum": 1,
"minimum": 0
},
"correlation_threshold": {
"type": "number",
"title": "Correlation Threshold",
"default": 0.85,
"minimum": 0.5,
"exclusiveMaximum": 1
}
},
"description": "Directory-facing contract for label-based feature repair.",
"additionalProperties": false
},
"FeatureRepairRollingWindow": {
"type": "object",
"title": "FeatureRepairRollingWindow",
"properties": {
"reference_days": {
"type": "integer",
"title": "Reference Days",
"default": 120,
"maximum": 1000,
"minimum": 40
},
"comparison_days": {
"type": "integer",
"title": "Comparison Days",
"default": 40,
"maximum": 500,
"minimum": 20
}
},
"additionalProperties": false
}
},
"title": "RepairInputRequest",
"required": [
"upload_id",
"contract"
],
"properties": {
"contract": {
"$ref": "#/$defs/FeatureRepairContract"
},
"upload_id": {
"type": "string",
"title": "Upload Id",
"pattern": "^[a-f0-9]{32}$"
}
},
"additionalProperties": false
}Create a contract-bound quote for one audit credit; baseline mode and evidence cannot be substituted.
| Argument | Type | Description |
|---|---|---|
| contract* | any | |
| vertical* | string | |
| upload_id* | string | |
| idempotency_key* | string |
{
"type": "object",
"$defs": {
"FeatureAuditContract": {
"type": "object",
"title": "FeatureAuditContract",
"properties": {
"task": {
"enum": [
"regression",
"binary_classification",
"time_series_ranking"
],
"type": "string",
"title": "Task",
"default": "regression"
},
"batch": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Batch",
"default": null
},
"folds": {
"type": "integer",
"title": "Folds",
"default": 5,
"maximum": 8,
"minimum": 3
},
"scope": {
"type": "string",
"const": "feature_quality_only",
"title": "Scope",
"default": "feature_quality_only"
},
"split": {
"enum": [
"expanding",
"rolling",
"grouped",
"purged"
],
"type": "string",
"title": "Split",
"default": "expanding"
},
"entity": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Entity",
"default": null
},
"outcome": {
"type": "string",
"title": "Outcome",
"default": "outcome"
},
"utility": {
"enum": [
"default",
"absolute_error",
"squared_error"
],
"type": "string",
"title": "Utility",
"default": "default"
},
"baseline": {
"type": "array",
"items": {
"type": "string"
},
"title": "Baseline",
"maxItems": 32
},
"candidates": {
"type": "array",
"items": {
"type": "string"
},
"title": "Candidates",
"maxItems": 32,
"minItems": 1
},
"fdr_target": {
"type": "number",
"title": "Fdr Target",
"default": 0.05,
"description": "Nominal false-discovery-rate target for the complete submitted family. Expected false fraction, not an individual false-finding probability. Set before evaluation.",
"exclusiveMaximum": 1,
"exclusiveMinimum": 0
},
"deidentified": {
"type": "boolean",
"title": "Deidentified",
"default": true
},
"train_window": {
"type": "integer",
"title": "Train Window",
"default": 100,
"maximum": 100000,
"minimum": 20
},
"baseline_spec": {
"anyOf": [
{
"oneOf": [
{
"$ref": "#/$defs/GenericRefitBaseline"
},
{
"$ref": "#/$defs/FeatureProvidedOOFBaseline"
}
],
"discriminator": {
"mapping": {
"provided_oof": "#/$defs/FeatureProvidedOOFBaseline",
"generic_refit": "#/$defs/GenericRefitBaseline"
},
"propertyName": "mode"
}
},
{
"type": "null"
}
],
"title": "Baseline Spec",
"default": null
},
"desired_power": {
"type": "number",
"title": "Desired Power",
"default": 0.8,
"minimum": 0.5,
"exclusiveMaximum": 1
},
"research_only": {
"type": "boolean",
"const": true,
"title": "Research Only",
"default": true
},
"sample_weight": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Sample Weight",
"default": null
},
"target_effect": {
"anyOf": [
{
"type": "number",
"exclusiveMinimum": 0
},
{
"type": "null"
}
],
"title": "Target Effect",
"default": null
},
"embargo_seconds": {
"type": "integer",
"title": "Embargo Seconds",
"default": 0,
"maximum": 31536000,
"minimum": 0
},
"observation_time": {
"type": "string",
"title": "Observation Time",
"default": "observation_time"
},
"label_available_time": {
"type": "string",
"title": "Label Available Time",
"default": "label_available_time"
},
"selection_error_target": {
"type": "number",
"title": "Selection Error Target",
"default": 0.05,
"description": "Nominal family-wise error target for the optional selection diagnostic over strict-scope candidates. Reported only; never changes decisions. Set before evaluation.",
"exclusiveMaximum": 1,
"exclusiveMinimum": 0
},
"representation_analysis": {
"type": "boolean",
"title": "Representation Analysis",
"default": false,
"description": "Opt-in alternative representation comparison and numerical fitting certificates. Binary classification with numeric generic-refit inputs only; requires baseline features. Descriptive, no audit decision changes. Single audits only; limited to 10,000 rows and 250,000 input feature cells."
},
"provisional_error_target": {
"type": "number",
"title": "Provisional Error Target",
"default": 0.1,
"description": "Nominal family-wise error target for provisional evidence. Chance of at least one false rejection, conditional on valid tests. Legacy input name provisional_significance_level is also accepted. Set before evaluation.",
"exclusiveMaximum": 1,
"exclusiveMinimum": 0
},
"provisional_significance_level": {
"type": "number",
"title": "Provisional Significance Level",
"deprecated": true,
"description": "Deprecated input alias for provisional_error_target; conflicting values are rejected.",
"exclusiveMaximum": 1,
"exclusiveMinimum": 0
}
},
"description": "Directory-facing contract for feature-quality evidence.",
"additionalProperties": false
},
"GenericRefitBaseline": {
"type": "object",
"title": "GenericRefitBaseline",
"required": [
"features"
],
"properties": {
"mode": {
"type": "string",
"const": "generic_refit",
"title": "Mode",
"default": "generic_refit"
},
"features": {
"type": "array",
"items": {
"type": "string"
},
"title": "Features",
"maxItems": 32,
"minItems": 0
}
},
"additionalProperties": false
},
"FeatureProvidedOOFBaseline": {
"type": "object",
"title": "FeatureProvidedOOFBaseline",
"required": [
"mode",
"score",
"verification_digest"
],
"properties": {
"mode": {
"type": "string",
"const": "provided_oof",
"title": "Mode"
},
"score": {
"type": "string",
"title": "Score",
"maxLength": 256,
"minLength": 1
},
"row_id": {
"type": "array",
"items": {
"type": "string"
},
"title": "Row Id",
"maxItems": 8
},
"model_version": {
"anyOf": [
{
"type": "string",
"pattern": "^[A-Za-z0-9][A-Za-z0-9._-]*$",
"maxLength": 128,
"minLength": 1
},
{
"type": "null"
}
],
"title": "Model Version",
"default": null
},
"candidate_scores": {
"type": "object",
"title": "Candidate Scores",
"maxProperties": 32,
"additionalProperties": {
"type": "string"
}
},
"evaluation_group": {
"type": "array",
"items": {
"type": "string"
},
"title": "Evaluation Group",
"maxItems": 8
},
"verification_digest": {
"type": "string",
"title": "Verification Digest",
"pattern": "^[a-f0-9]{64}$"
},
"score_higher_is_better": {
"type": "boolean",
"title": "Score Higher Is Better",
"default": true
}
},
"description": "Public score evidence without eligibility, selections, or action policy.",
"additionalProperties": false
}
},
"title": "QuoteRequest",
"required": [
"upload_id",
"vertical",
"contract",
"idempotency_key"
],
"properties": {
"contract": {
"$ref": "#/$defs/FeatureAuditContract"
},
"vertical": {
"enum": [
"general_ml",
"demand_forecasting",
"bioinformatics_research"
],
"type": "string",
"title": "Vertical"
},
"upload_id": {
"type": "string",
"title": "Upload Id",
"pattern": "^[a-f0-9]{32}$"
},
"idempotency_key": {
"type": "string",
"title": "Idempotency Key",
"pattern": "^[A-Za-z0-9_-]+$",
"maxLength": 128,
"minLength": 8
}
},
"additionalProperties": false
}Preflight all private feature shards, time a pilot, and quote credits and ETA for up to 1,000 candidates in one corrected search family.
| Argument | Type | Description |
|---|---|---|
| shards* | array | |
| vertical* | string | |
| idempotency_key* | string |
{
"type": "object",
"$defs": {
"FeatureAuditContract": {
"type": "object",
"title": "FeatureAuditContract",
"properties": {
"task": {
"enum": [
"regression",
"binary_classification",
"time_series_ranking"
],
"type": "string",
"title": "Task",
"default": "regression"
},
"batch": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Batch",
"default": null
},
"folds": {
"type": "integer",
"title": "Folds",
"default": 5,
"maximum": 8,
"minimum": 3
},
"scope": {
"type": "string",
"const": "feature_quality_only",
"title": "Scope",
"default": "feature_quality_only"
},
"split": {
"enum": [
"expanding",
"rolling",
"grouped",
"purged"
],
"type": "string",
"title": "Split",
"default": "expanding"
},
"entity": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Entity",
"default": null
},
"outcome": {
"type": "string",
"title": "Outcome",
"default": "outcome"
},
"utility": {
"enum": [
"default",
"absolute_error",
"squared_error"
],
"type": "string",
"title": "Utility",
"default": "default"
},
"baseline": {
"type": "array",
"items": {
"type": "string"
},
"title": "Baseline",
"maxItems": 32
},
"candidates": {
"type": "array",
"items": {
"type": "string"
},
"title": "Candidates",
"maxItems": 32,
"minItems": 1
},
"fdr_target": {
"type": "number",
"title": "Fdr Target",
"default": 0.05,
"description": "Nominal false-discovery-rate target for the complete submitted family. Expected false fraction, not an individual false-finding probability. Set before evaluation.",
"exclusiveMaximum": 1,
"exclusiveMinimum": 0
},
"deidentified": {
"type": "boolean",
"title": "Deidentified",
"default": true
},
"train_window": {
"type": "integer",
"title": "Train Window",
"default": 100,
"maximum": 100000,
"minimum": 20
},
"baseline_spec": {
"anyOf": [
{
"oneOf": [
{
"$ref": "#/$defs/GenericRefitBaseline"
},
{
"$ref": "#/$defs/FeatureProvidedOOFBaseline"
}
],
"discriminator": {
"mapping": {
"provided_oof": "#/$defs/FeatureProvidedOOFBaseline",
"generic_refit": "#/$defs/GenericRefitBaseline"
},
"propertyName": "mode"
}
},
{
"type": "null"
}
],
"title": "Baseline Spec",
"default": null
},
"desired_power": {
"type": "number",
"title": "Desired Power",
"default": 0.8,
"minimum": 0.5,
"exclusiveMaximum": 1
},
"research_only": {
"type": "boolean",
"const": true,
"title": "Research Only",
"default": true
},
"sample_weight": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Sample Weight",
"default": null
},
"target_effect": {
"anyOf": [
{
"type": "number",
"exclusiveMinimum": 0
},
{
"type": "null"
}
],
"title": "Target Effect",
"default": null
},
"embargo_seconds": {
"type": "integer",
"title": "Embargo Seconds",
"default": 0,
"maximum": 31536000,
"minimum": 0
},
"observation_time": {
"type": "string",
"title": "Observation Time",
"default": "observation_time"
},
"label_available_time": {
"type": "string",
"title": "Label Available Time",
"default": "label_available_time"
},
"selection_error_target": {
"type": "number",
"title": "Selection Error Target",
"default": 0.05,
"description": "Nominal family-wise error target for the optional selection diagnostic over strict-scope candidates. Reported only; never changes decisions. Set before evaluation.",
"exclusiveMaximum": 1,
"exclusiveMinimum": 0
},
"representation_analysis": {
"type": "boolean",
"title": "Representation Analysis",
"default": false,
"description": "Opt-in alternative representation comparison and numerical fitting certificates. Binary classification with numeric generic-refit inputs only; requires baseline features. Descriptive, no audit decision changes. Single audits only; limited to 10,000 rows and 250,000 input feature cells."
},
"provisional_error_target": {
"type": "number",
"title": "Provisional Error Target",
"default": 0.1,
"description": "Nominal family-wise error target for provisional evidence. Chance of at least one false rejection, conditional on valid tests. Legacy input name provisional_significance_level is also accepted. Set before evaluation.",
"exclusiveMaximum": 1,
"exclusiveMinimum": 0
},
"provisional_significance_level": {
"type": "number",
"title": "Provisional Significance Level",
"deprecated": true,
"description": "Deprecated input alias for provisional_error_target; conflicting values are rejected.",
"exclusiveMaximum": 1,
"exclusiveMinimum": 0
}
},
"description": "Directory-facing contract for feature-quality evidence.",
"additionalProperties": false
},
"FeatureCampaignShard": {
"type": "object",
"title": "FeatureCampaignShard",
"required": [
"upload_id",
"contract"
],
"properties": {
"contract": {
"$ref": "#/$defs/FeatureAuditContract"
},
"upload_id": {
"type": "string",
"title": "Upload Id",
"pattern": "^[a-f0-9]{32}$"
}
},
"additionalProperties": false
},
"GenericRefitBaseline": {
"type": "object",
"title": "GenericRefitBaseline",
"required": [
"features"
],
"properties": {
"mode": {
"type": "string",
"const": "generic_refit",
"title": "Mode",
"default": "generic_refit"
},
"features": {
"type": "array",
"items": {
"type": "string"
},
"title": "Features",
"maxItems": 32,
"minItems": 0
}
},
"additionalProperties": false
},
"FeatureProvidedOOFBaseline": {
"type": "object",
"title": "FeatureProvidedOOFBaseline",
"required": [
"mode",
"score",
"verification_digest"
],
"properties": {
"mode": {
"type": "string",
"const": "provided_oof",
"title": "Mode"
},
"score": {
"type": "string",
"title": "Score",
"maxLength": 256,
"minLength": 1
},
"row_id": {
"type": "array",
"items": {
"type": "string"
},
"title": "Row Id",
"maxItems": 8
},
"model_version": {
"anyOf": [
{
"type": "string",
"pattern": "^[A-Za-z0-9][A-Za-z0-9._-]*$",
"maxLength": 128,
"minLength": 1
},
{
"type": "null"
}
],
"title": "Model Version",
"default": null
},
"candidate_scores": {
"type": "object",
"title": "Candidate Scores",
"maxProperties": 32,
"additionalProperties": {
"type": "string"
}
},
"evaluation_group": {
"type": "array",
"items": {
"type": "string"
},
"title": "Evaluation Group",
"maxItems": 8
},
"verification_digest": {
"type": "string",
"title": "Verification Digest",
"pattern": "^[a-f0-9]{64}$"
},
"score_higher_is_better": {
"type": "boolean",
"title": "Score Higher Is Better",
"default": true
}
},
"description": "Public score evidence without eligibility, selections, or action policy.",
"additionalProperties": false
}
},
"title": "FeatureCampaignQuoteRequest",
"required": [
"vertical",
"shards",
"idempotency_key"
],
"properties": {
"shards": {
"type": "array",
"items": {
"$ref": "#/$defs/FeatureCampaignShard"
},
"title": "Shards",
"maxItems": 64,
"minItems": 2
},
"vertical": {
"type": "string",
"title": "Vertical",
"pattern": "^(general_ml|demand_forecasting|bioinformatics_research)$"
},
"idempotency_key": {
"type": "string",
"title": "Idempotency Key",
"pattern": "^[A-Za-z0-9_-]+$",
"maxLength": 128,
"minLength": 8
}
},
"description": "Directory-facing campaign request containing feature-only contracts.",
"additionalProperties": false
}Preflight and quote label-based feature repair; large jobs return a measured ETA and credit requirement.
| Argument | Type | Description |
|---|---|---|
| contract* | any | |
| upload_id* | string | |
| idempotency_key* | string |
{
"type": "object",
"$defs": {
"RepairPeriod": {
"type": "object",
"title": "RepairPeriod",
"required": [
"start",
"end_exclusive"
],
"properties": {
"start": {
"type": "string",
"title": "Start",
"format": "date"
},
"end_exclusive": {
"type": "string",
"title": "End Exclusive",
"format": "date"
}
},
"additionalProperties": false
},
"FeatureRepairColumns": {
"type": "object",
"title": "FeatureRepairColumns",
"properties": {
"entity": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Entity",
"default": null
},
"outcome": {
"type": "string",
"title": "Outcome",
"default": "outcome"
},
"sample_weight": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Sample Weight",
"default": null
},
"observation_time": {
"type": "string",
"title": "Observation Time",
"default": "observation_time"
},
"label_available_time": {
"type": "string",
"title": "Label Available Time",
"default": "label_available_time"
}
},
"description": "Column roles for repair based only on feature and label quality.",
"additionalProperties": false
},
"FeatureRepairContract": {
"type": "object",
"title": "FeatureRepairContract",
"required": [
"diagnostic_features"
],
"properties": {
"asof": {
"anyOf": [
{
"type": "string",
"format": "date"
},
{
"type": "null"
}
],
"title": "Asof",
"default": null
},
"mode": {
"enum": [
"known_break",
"rolling_monitor"
],
"type": "string",
"title": "Mode",
"default": "known_break"
},
"seed": {
"type": "integer",
"title": "Seed",
"default": 1729,
"maximum": 2147483647,
"minimum": 0
},
"task": {
"enum": [
"regression",
"binary_classification",
"time_series_ranking"
],
"type": "string",
"title": "Task",
"default": "regression"
},
"scope": {
"type": "string",
"const": "feature_quality_repair_only",
"title": "Scope",
"default": "feature_quality_repair_only"
},
"columns": {
"$ref": "#/$defs/FeatureRepairColumns"
},
"rolling": {
"anyOf": [
{
"$ref": "#/$defs/FeatureRepairRollingWindow"
},
{
"type": "null"
}
],
"default": null
},
"minimum_rows": {
"type": "integer",
"title": "Minimum Rows",
"default": 40,
"maximum": 100000,
"minimum": 20
},
"research_only": {
"type": "boolean",
"const": true,
"title": "Research Only",
"default": true
},
"reference_period": {
"anyOf": [
{
"$ref": "#/$defs/RepairPeriod"
},
{
"type": "null"
}
],
"default": null
},
"baseline_features": {
"type": "array",
"items": {
"type": "string"
},
"title": "Baseline Features",
"maxItems": 32
},
"comparison_period": {
"anyOf": [
{
"$ref": "#/$defs/RepairPeriod"
},
{
"type": "null"
}
],
"default": null
},
"diagnostic_features": {
"type": "array",
"items": {
"type": "string"
},
"title": "Diagnostic Features",
"maxItems": 1000,
"minItems": 1
},
"minimum_improvement": {
"type": "number",
"title": "Minimum Improvement",
"default": 0.01,
"maximum": 1,
"minimum": 0
},
"correlation_threshold": {
"type": "number",
"title": "Correlation Threshold",
"default": 0.85,
"minimum": 0.5,
"exclusiveMaximum": 1
}
},
"description": "Directory-facing contract for label-based feature repair.",
"additionalProperties": false
},
"FeatureRepairRollingWindow": {
"type": "object",
"title": "FeatureRepairRollingWindow",
"properties": {
"reference_days": {
"type": "integer",
"title": "Reference Days",
"default": 120,
"maximum": 1000,
"minimum": 40
},
"comparison_days": {
"type": "integer",
"title": "Comparison Days",
"default": 40,
"maximum": 500,
"minimum": 20
}
},
"additionalProperties": false
}
},
"title": "RepairQuoteRequest",
"required": [
"upload_id",
"contract",
"idempotency_key"
],
"properties": {
"contract": {
"$ref": "#/$defs/FeatureRepairContract"
},
"upload_id": {
"type": "string",
"title": "Upload Id",
"pattern": "^[a-f0-9]{32}$"
},
"idempotency_key": {
"type": "string",
"title": "Idempotency Key",
"pattern": "^[A-Za-z0-9_-]+$",
"maxLength": 128,
"minLength": 8
}
},
"additionalProperties": false
}Record whether a completed audit changed a decision or was confirmed prospectively.
| Argument | Type | Description |
|---|---|---|
| kind* | string | |
| value* | string | |
| audit_id* | string |
{
"type": "object",
"title": "FollowupRequest",
"required": [
"audit_id",
"kind",
"value"
],
"properties": {
"kind": {
"enum": [
"decision_impact",
"prospective_outcome"
],
"type": "string",
"title": "Kind"
},
"value": {
"enum": [
"changed_research_plan",
"confirmed_existing_plan",
"no_decision_change",
"unknown",
"confirmed",
"not_confirmed",
"inconclusive",
"not_run"
],
"type": "string",
"title": "Value"
},
"audit_id": {
"type": "string",
"title": "Audit Id",
"pattern": "^[a-f0-9]{32}$"
}
},
"additionalProperties": false
}Redeem one operator-issued invite for free beta audit credits before January 1, 2027.
| Argument | Type | Description |
|---|---|---|
| invite_code* | string |
{
"type": "object",
"title": "BetaInvite",
"required": [
"invite_code"
],
"properties": {
"invite_code": {
"type": "string",
"title": "Invite Code",
"pattern": "^mlr_beta_[A-Za-z0-9_-]{32}$"
}
},
"additionalProperties": false
}Request operator-reviewed beta access without purchasing or granting credits.
| Argument | Type | Description |
|---|---|---|
| lane* | string | |
| use_case* | string | |
| idempotency_key* | string |
{
"type": "object",
"title": "BetaAccessRequest",
"required": [
"lane",
"use_case",
"idempotency_key"
],
"properties": {
"lane": {
"enum": [
"referee",
"repair",
"both"
],
"type": "string",
"title": "Lane"
},
"use_case": {
"enum": [
"evaluate_candidate_features",
"repair_degraded_features",
"both",
"explore_fit"
],
"type": "string",
"title": "Use Case"
},
"idempotency_key": {
"type": "string",
"title": "Idempotency Key",
"pattern": "^[A-Za-z0-9_-]+$",
"maxLength": 128,
"minLength": 8
}
},
"additionalProperties": false
}Accept a quote and atomically reserve its disclosed audit credits.
| Argument | Type | Description |
|---|---|---|
| quote_id* | string | |
| idempotency_key* | string |
{
"type": "object",
"title": "SubmitRequest",
"required": [
"quote_id",
"idempotency_key"
],
"properties": {
"quote_id": {
"type": "string",
"title": "Quote Id",
"pattern": "^[a-f0-9]{32}$"
},
"idempotency_key": {
"type": "string",
"title": "Idempotency Key",
"pattern": "^[A-Za-z0-9_-]+$",
"maxLength": 128,
"minLength": 8
}
},
"additionalProperties": false
}Encrypt one of up to 64 private feature shards for a large campaign; retain for at least 4,200 seconds.
| Argument | Type | Description |
|---|---|---|
| data* | string | |
| format | string | |
| retention_seconds | integer |
{
"type": "object",
"title": "Upload",
"required": [
"data"
],
"properties": {
"data": {
"type": "string",
"title": "Data",
"maxLength": 5000000,
"minLength": 1
},
"format": {
"type": "string",
"title": "Format",
"default": "csv",
"pattern": "^(csv|json)$"
},
"retention_seconds": {
"type": "integer",
"title": "Retention Seconds",
"default": 86400,
"maximum": 86400,
"minimum": 60
}
},
"additionalProperties": false
}Encrypt a de-identified CSV/JSON payload for a short tenant-private retention window.
| Argument | Type | Description |
|---|---|---|
| data* | string | |
| format | string | |
| retention_seconds | integer |
{
"type": "object",
"title": "Upload",
"required": [
"data"
],
"properties": {
"data": {
"type": "string",
"title": "Data",
"maxLength": 5000000,
"minLength": 1
},
"format": {
"type": "string",
"title": "Format",
"default": "csv",
"pattern": "^(csv|json)$"
},
"retention_seconds": {
"type": "integer",
"title": "Retention Seconds",
"default": 86400,
"maximum": 86400,
"minimum": 60
}
},
"additionalProperties": false
}Encrypt one complete de-identified repair matrix of up to 100 MB and 1,000 diagnostic features.
| Argument | Type | Description |
|---|---|---|
| data* | string | |
| format | string | |
| retention_seconds | integer |
{
"type": "object",
"title": "RepairUpload",
"required": [
"data"
],
"properties": {
"data": {
"type": "string",
"title": "Data",
"maxLength": 100000000,
"minLength": 1
},
"format": {
"type": "string",
"title": "Format",
"default": "csv",
"pattern": "^(csv|json)$"
},
"retention_seconds": {
"type": "integer",
"title": "Retention Seconds",
"default": 7200,
"maximum": 86400,
"minimum": 4200
}
},
"additionalProperties": false
}Compare a locally computed SHA-256 with the retained tenant-private receipt. Use the exact downloaded result JSON bytes (not the API envelope), or UTF-8 result.report text with representation report_text. Never copy the expected hash as the candidate: compute it from the supplied artifact. A digest match does not validate a summary, factual correctness, or absence of harm. No report is uploaded.
| Argument | Type | Description |
|---|---|---|
| sha256* | string | |
| audit_id* | string | |
| representation | string |
{
"type": "object",
"title": "VerifyReportRequest",
"required": [
"audit_id",
"sha256"
],
"properties": {
"sha256": {
"type": "string",
"title": "Sha256",
"pattern": "^[a-fA-F0-9]{64}$"
},
"audit_id": {
"type": "string",
"title": "Audit Id",
"pattern": "^[a-f0-9]{32}$"
},
"representation": {
"enum": [
"result_json",
"report_text"
],
"type": "string",
"title": "Representation",
"default": "result_json"
}
},
"additionalProperties": false
}