Server definition
- Hash
- sha256:ab94fc47f5684a7076868f628686c5061b18c0764d73281efa4bab6134fdcadf
- What it is
- What a remote MCP server returned when asked what it offers: 7 tools
The blob, as servednamed by its sha256
{
"instructions": "Use deepbom_analyze_file when a user attaches a supported serialized AI deployment artifact and asks for static inspection, a cross-format model summary, or a model-structure visualization. The attachment is analyzed in the ChatGPT browser sandbox; the DEEPBOM server receives only a bounded result, not model bytes. Do not present a result until deepbom_publish_analysis returns it. Report model_summary rows as serialized operations or storage, not framework trainability or runtime order. The widget renders deterministic Model IR views locally and can export SVG, PNG, and a Word-ready bundle; do not reconstruct a graph from the bounded conversation summary or invent details absent from it. Keep artifact_defect, caution, and evidence_gap distinct. Static evidence does not establish measured latency, accuracy, clinical validity, regulatory compliance, standard conformance, or actual runtime placement. For follow-up questions missing from that summary, use deepbom_query_file with the same authorized file and previous SHA-256. Query operators, findings, improvement investigations, serialized activation fusion, or static backend profiles. Use exact subject_ref values and next_offset; wait for deepbom_publish_query before answering. Source-pinned static candidates can be assessed even when actual runtime placement is unobserved. Do not label simple adjacency as backend fusion. Use deepbom_workflow_guide to choose among broader CLI capabilities, visualizations and website interactions. Answer from existing evidence or request a supported query first; use the returned deepbom.org workflow link for richer controls and local argument templates for unsupported browser operations. The website requires selecting the model again and comparing SHA-256. Do not claim that a guide executes analysis. Use the local DEEPBOM MCP for confidential files or artifacts too large for ChatGPT.",
"tools": [
{
"description": "Use when the user asks to inspect, summarize, or visualize an attached TFLite, ONNX, GGUF, SafeTensors, Core ML, or ExecuTorch deployment artifact. Opens a browser-local analyzer, returns a hash-bound format-neutral Model IR table and static evidence summary, and provides deterministic document views without executing model code. Do not use for training checkpoints, measured latency, task accuracy, clinical validity, regulatory compliance, or actual runtime placement.",
"inputSchema": {
"$defs": {
"OpenAIFile": {
"additionalProperties": false,
"properties": {
"download_url": {
"type": "string"
},
"file_id": {
"type": "string"
},
"file_name": {
"type": "string"
},
"mime_type": {
"type": "string"
}
},
"required": [
"download_url",
"file_id"
],
"type": "object"
}
},
"additionalProperties": false,
"properties": {
"analysis_depth": {
"default": "structure",
"description": "Use structure unless the user explicitly asks to inspect serialized tensor payload values. Payload integrity can require reading the complete attachment.",
"enum": [
"structure",
"payload_integrity"
],
"type": "string"
},
"file": {
"$ref": "#/$defs/OpenAIFile"
}
},
"required": [
"file"
],
"type": "object"
},
"name": "deepbom_analyze_file",
"outputSchema": {
"additionalProperties": false,
"properties": {
"analysis_depth": {
"type": "string"
},
"analyzer_version": {
"type": "string"
},
"file": {
"additionalProperties": false,
"properties": {
"file_id": {
"type": "string"
},
"file_name": {
"type": [
"string",
"null"
]
},
"mime_type": {
"type": [
"string",
"null"
]
}
},
"required": [
"file_id",
"file_name",
"mime_type"
],
"type": "object"
},
"privacy": {
"type": "string"
},
"status": {
"const": "browser_analysis_started",
"type": "string"
}
},
"required": [
"status",
"analyzer_version",
"file",
"analysis_depth",
"privacy"
],
"type": "object"
}
},
{
"description": "Use before analysis when format support, privacy boundaries, or the difference between the ChatGPT and local DEEPBOM paths is unclear. Returns capability metadata only and does not inspect a file.",
"inputSchema": {
"additionalProperties": false,
"properties": {},
"type": "object"
},
"name": "deepbom_capabilities",
"outputSchema": {
"additionalProperties": false,
"properties": {
"chatgpt_path": {
"type": "object"
},
"evidence_boundary": {
"type": "string"
},
"local_path": {
"type": "object"
},
"schema": {
"type": "string"
},
"supported_formats": {
"items": {
"type": "string"
},
"type": "array"
},
"version": {
"type": "string"
}
},
"required": [
"schema",
"version",
"supported_formats",
"chatgpt_path",
"local_path",
"evidence_boundary"
],
"type": "object"
}
},
{
"description": "Receives one bounded browser-produced DEEPBOM result, validates its structure, and returns it to the conversation. This tool accepts analysis results, never model bytes.",
"inputSchema": {
"additionalProperties": false,
"properties": {
"result": {
"anyOf": [
{
"additionalProperties": false,
"properties": {
"analysis_location": {
"const": "chatgpt_browser_sandbox",
"type": "string"
},
"analyzer_version": {
"type": "string"
},
"artifact": {
"additionalProperties": false,
"properties": {
"artifact_ir_sha256": {
"type": [
"string",
"null"
]
},
"byte_length": {
"minimum": 0,
"type": "integer"
},
"filename": {
"type": "string"
},
"format": {
"type": "string"
},
"sha256": {
"type": "string"
}
},
"required": [
"filename",
"format",
"sha256",
"byte_length"
],
"type": "object"
},
"evidence_boundary": {
"type": "string"
},
"findings": {
"type": "object"
},
"graph": {
"additionalProperties": false,
"properties": {
"mac_confidence": {
"type": "string"
},
"operator_count": {
"minimum": 0,
"type": [
"integer",
"null"
]
},
"tensor_count": {
"minimum": 0,
"type": [
"integer",
"null"
]
},
"total_macs": {
"minimum": 0,
"type": [
"number",
"null"
]
}
},
"required": [
"operator_count",
"tensor_count",
"total_macs",
"mac_confidence"
],
"type": "object"
},
"model_summary": {
"type": "object"
},
"quantization": {
"type": "object"
},
"reproduction": {
"type": [
"object",
"null"
]
},
"schema": {
"const": "deepbom.chatgpt_analysis_result.v1",
"type": "string"
},
"storage": {
"type": [
"object",
"null"
]
},
"transfer_boundary": {
"type": "string"
},
"verdict": {
"additionalProperties": false,
"properties": {
"artifact_defect_count": {
"minimum": 0,
"type": "integer"
},
"caution_count": {
"minimum": 0,
"type": "integer"
},
"evidence_needed_count": {
"minimum": 0,
"type": "integer"
},
"status": {
"type": "string"
}
},
"required": [
"status",
"artifact_defect_count",
"caution_count",
"evidence_needed_count"
],
"type": "object"
}
},
"required": [
"schema",
"analyzer_version",
"analysis_location",
"artifact",
"verdict",
"graph",
"storage",
"quantization",
"model_summary",
"findings",
"evidence_boundary",
"transfer_boundary",
"reproduction"
],
"type": "object"
},
{
"additionalProperties": false,
"properties": {
"analysis_location": {
"const": "chatgpt_browser_sandbox",
"type": "string"
},
"analyzer_version": {
"type": "string"
},
"artifact": {
"additionalProperties": false,
"properties": {
"artifact_ir_sha256": {
"type": [
"string",
"null"
]
},
"byte_length": {
"minimum": 0,
"type": "integer"
},
"filename": {
"type": "string"
},
"format": {
"type": "string"
},
"sha256": {
"type": "string"
}
},
"required": [
"filename",
"format",
"sha256",
"byte_length"
],
"type": "object"
},
"evidence_boundary": {
"type": "string"
},
"findings": {
"type": "object"
},
"graph": {
"additionalProperties": false,
"properties": {
"mac_confidence": {
"type": "string"
},
"operator_count": {
"minimum": 0,
"type": [
"integer",
"null"
]
},
"tensor_count": {
"minimum": 0,
"type": [
"integer",
"null"
]
},
"total_macs": {
"minimum": 0,
"type": [
"number",
"null"
]
}
},
"required": [
"operator_count",
"tensor_count",
"total_macs",
"mac_confidence"
],
"type": "object"
},
"model_summary": {
"type": "object"
},
"provenance_summary": {
"additionalProperties": false,
"properties": {
"artifact_sha256": {
"pattern": "^[a-f0-9]{64}$",
"type": "string"
},
"attested_relationship_count": {
"maximum": 1000000,
"minimum": 0,
"type": "integer"
},
"check_count": {
"maximum": 1000000,
"minimum": 0,
"type": "integer"
},
"check_counts": {
"additionalProperties": false,
"properties": {
"match": {
"maximum": 1000000,
"minimum": 0,
"type": "integer"
},
"mismatch": {
"maximum": 1000000,
"minimum": 0,
"type": "integer"
},
"not_assessed": {
"maximum": 1000000,
"minimum": 0,
"type": "integer"
},
"unresolved": {
"maximum": 1000000,
"minimum": 0,
"type": "integer"
},
"unsupported": {
"maximum": 1000000,
"minimum": 0,
"type": "integer"
}
},
"required": [
"match",
"mismatch",
"not_assessed",
"unresolved",
"unsupported"
],
"type": "object"
},
"field_count": {
"maximum": 1000000,
"minimum": 0,
"type": "integer"
},
"mapped_declared_field_count": {
"maximum": 1000000,
"minimum": 0,
"type": "integer"
},
"metadata_truth_verified": {
"const": false,
"type": "boolean"
},
"model_ir_sha256": {
"pattern": "^[a-f0-9]{64}$",
"type": "string"
},
"node_count": {
"maximum": 1000000,
"minimum": 0,
"type": "integer"
},
"observed_file_count": {
"maximum": 1000000,
"minimum": 0,
"type": "integer"
},
"provenance_ir_sha256": {
"pattern": "^[a-f0-9]{64}$",
"type": "string"
},
"publisher_authenticity": {
"const": "not_verified",
"type": "string"
},
"relationship_count": {
"maximum": 1000000,
"minimum": 0,
"type": "integer"
},
"schema": {
"const": "deepbom.provenance_summary.v1",
"type": "string"
},
"status": {
"enum": [
"contradiction_observed",
"incomplete",
"no_contradiction_observed"
],
"type": "string"
},
"unsupported_field_count": {
"maximum": 1000000,
"minimum": 0,
"type": "integer"
}
},
"required": [
"schema",
"artifact_sha256",
"model_ir_sha256",
"provenance_ir_sha256",
"status",
"node_count",
"relationship_count",
"observed_file_count",
"check_count",
"field_count",
"mapped_declared_field_count",
"unsupported_field_count",
"attested_relationship_count",
"check_counts",
"metadata_truth_verified",
"publisher_authenticity"
],
"type": "object"
},
"quantization": {
"type": "object"
},
"reproduction": {
"type": [
"object",
"null"
]
},
"schema": {
"const": "deepbom.chatgpt_analysis_result.v2",
"type": "string"
},
"storage": {
"type": [
"object",
"null"
]
},
"transfer_boundary": {
"type": "string"
},
"verdict": {
"additionalProperties": false,
"properties": {
"artifact_defect_count": {
"minimum": 0,
"type": "integer"
},
"caution_count": {
"minimum": 0,
"type": "integer"
},
"evidence_needed_count": {
"minimum": 0,
"type": "integer"
},
"status": {
"type": "string"
}
},
"required": [
"status",
"artifact_defect_count",
"caution_count",
"evidence_needed_count"
],
"type": "object"
}
},
"required": [
"schema",
"analyzer_version",
"analysis_location",
"artifact",
"verdict",
"graph",
"storage",
"quantization",
"model_summary",
"findings",
"evidence_boundary",
"transfer_boundary",
"reproduction"
],
"type": "object"
}
],
"type": "object"
}
},
"required": [
"result"
],
"type": "object"
},
"name": "deepbom_publish_analysis",
"outputSchema": {
"anyOf": [
{
"additionalProperties": false,
"properties": {
"analysis_location": {
"const": "chatgpt_browser_sandbox",
"type": "string"
},
"analyzer_version": {
"type": "string"
},
"artifact": {
"additionalProperties": false,
"properties": {
"artifact_ir_sha256": {
"type": [
"string",
"null"
]
},
"byte_length": {
"minimum": 0,
"type": "integer"
},
"filename": {
"type": "string"
},
"format": {
"type": "string"
},
"sha256": {
"type": "string"
}
},
"required": [
"filename",
"format",
"sha256",
"byte_length"
],
"type": "object"
},
"evidence_boundary": {
"type": "string"
},
"findings": {
"type": "object"
},
"graph": {
"additionalProperties": false,
"properties": {
"mac_confidence": {
"type": "string"
},
"operator_count": {
"minimum": 0,
"type": [
"integer",
"null"
]
},
"tensor_count": {
"minimum": 0,
"type": [
"integer",
"null"
]
},
"total_macs": {
"minimum": 0,
"type": [
"number",
"null"
]
}
},
"required": [
"operator_count",
"tensor_count",
"total_macs",
"mac_confidence"
],
"type": "object"
},
"model_summary": {
"type": "object"
},
"quantization": {
"type": "object"
},
"reproduction": {
"type": [
"object",
"null"
]
},
"schema": {
"const": "deepbom.chatgpt_analysis_result.v1",
"type": "string"
},
"storage": {
"type": [
"object",
"null"
]
},
"transfer_boundary": {
"type": "string"
},
"verdict": {
"additionalProperties": false,
"properties": {
"artifact_defect_count": {
"minimum": 0,
"type": "integer"
},
"caution_count": {
"minimum": 0,
"type": "integer"
},
"evidence_needed_count": {
"minimum": 0,
"type": "integer"
},
"status": {
"type": "string"
}
},
"required": [
"status",
"artifact_defect_count",
"caution_count",
"evidence_needed_count"
],
"type": "object"
}
},
"required": [
"schema",
"analyzer_version",
"analysis_location",
"artifact",
"verdict",
"graph",
"storage",
"quantization",
"model_summary",
"findings",
"evidence_boundary",
"transfer_boundary",
"reproduction"
],
"type": "object"
},
{
"additionalProperties": false,
"properties": {
"analysis_location": {
"const": "chatgpt_browser_sandbox",
"type": "string"
},
"analyzer_version": {
"type": "string"
},
"artifact": {
"additionalProperties": false,
"properties": {
"artifact_ir_sha256": {
"type": [
"string",
"null"
]
},
"byte_length": {
"minimum": 0,
"type": "integer"
},
"filename": {
"type": "string"
},
"format": {
"type": "string"
},
"sha256": {
"type": "string"
}
},
"required": [
"filename",
"format",
"sha256",
"byte_length"
],
"type": "object"
},
"evidence_boundary": {
"type": "string"
},
"findings": {
"type": "object"
},
"graph": {
"additionalProperties": false,
"properties": {
"mac_confidence": {
"type": "string"
},
"operator_count": {
"minimum": 0,
"type": [
"integer",
"null"
]
},
"tensor_count": {
"minimum": 0,
"type": [
"integer",
"null"
]
},
"total_macs": {
"minimum": 0,
"type": [
"number",
"null"
]
}
},
"required": [
"operator_count",
"tensor_count",
"total_macs",
"mac_confidence"
],
"type": "object"
},
"model_summary": {
"type": "object"
},
"provenance_summary": {
"additionalProperties": false,
"properties": {
"artifact_sha256": {
"pattern": "^[a-f0-9]{64}$",
"type": "string"
},
"attested_relationship_count": {
"maximum": 1000000,
"minimum": 0,
"type": "integer"
},
"check_count": {
"maximum": 1000000,
"minimum": 0,
"type": "integer"
},
"check_counts": {
"additionalProperties": false,
"properties": {
"match": {
"maximum": 1000000,
"minimum": 0,
"type": "integer"
},
"mismatch": {
"maximum": 1000000,
"minimum": 0,
"type": "integer"
},
"not_assessed": {
"maximum": 1000000,
"minimum": 0,
"type": "integer"
},
"unresolved": {
"maximum": 1000000,
"minimum": 0,
"type": "integer"
},
"unsupported": {
"maximum": 1000000,
"minimum": 0,
"type": "integer"
}
},
"required": [
"match",
"mismatch",
"not_assessed",
"unresolved",
"unsupported"
],
"type": "object"
},
"field_count": {
"maximum": 1000000,
"minimum": 0,
"type": "integer"
},
"mapped_declared_field_count": {
"maximum": 1000000,
"minimum": 0,
"type": "integer"
},
"metadata_truth_verified": {
"const": false,
"type": "boolean"
},
"model_ir_sha256": {
"pattern": "^[a-f0-9]{64}$",
"type": "string"
},
"node_count": {
"maximum": 1000000,
"minimum": 0,
"type": "integer"
},
"observed_file_count": {
"maximum": 1000000,
"minimum": 0,
"type": "integer"
},
"provenance_ir_sha256": {
"pattern": "^[a-f0-9]{64}$",
"type": "string"
},
"publisher_authenticity": {
"const": "not_verified",
"type": "string"
},
"relationship_count": {
"maximum": 1000000,
"minimum": 0,
"type": "integer"
},
"schema": {
"const": "deepbom.provenance_summary.v1",
"type": "string"
},
"status": {
"enum": [
"contradiction_observed",
"incomplete",
"no_contradiction_observed"
],
"type": "string"
},
"unsupported_field_count": {
"maximum": 1000000,
"minimum": 0,
"type": "integer"
}
},
"required": [
"schema",
"artifact_sha256",
"model_ir_sha256",
"provenance_ir_sha256",
"status",
"node_count",
"relationship_count",
"observed_file_count",
"check_count",
"field_count",
"mapped_declared_field_count",
"unsupported_field_count",
"attested_relationship_count",
"check_counts",
"metadata_truth_verified",
"publisher_authenticity"
],
"type": "object"
},
"quantization": {
"type": "object"
},
"reproduction": {
"type": [
"object",
"null"
]
},
"schema": {
"const": "deepbom.chatgpt_analysis_result.v2",
"type": "string"
},
"storage": {
"type": [
"object",
"null"
]
},
"transfer_boundary": {
"type": "string"
},
"verdict": {
"additionalProperties": false,
"properties": {
"artifact_defect_count": {
"minimum": 0,
"type": "integer"
},
"caution_count": {
"minimum": 0,
"type": "integer"
},
"evidence_needed_count": {
"minimum": 0,
"type": "integer"
},
"status": {
"type": "string"
}
},
"required": [
"status",
"artifact_defect_count",
"caution_count",
"evidence_needed_count"
],
"type": "object"
}
},
"required": [
"schema",
"analyzer_version",
"analysis_location",
"artifact",
"verdict",
"graph",
"storage",
"quantization",
"model_summary",
"findings",
"evidence_boundary",
"transfer_boundary",
"reproduction"
],
"type": "object"
}
],
"type": "object"
}
},
{
"description": "Receives one bounded browser-produced DEEPBOM error and returns a recovery action to the conversation. This tool accepts diagnostic text, never model bytes.",
"inputSchema": {
"additionalProperties": false,
"properties": {
"error": {
"additionalProperties": false,
"properties": {
"analysis_location": {
"const": "chatgpt_browser_sandbox",
"type": "string"
},
"analyzer_version": {
"type": "string"
},
"code": {
"type": "string"
},
"file_name": {
"type": [
"string",
"null"
]
},
"message": {
"type": "string"
},
"schema": {
"const": "deepbom.chatgpt_error.v1",
"type": "string"
},
"suggested_action": {
"type": "string"
},
"transfer_boundary": {
"const": "model_bytes_not_sent_to_deepbom_service",
"type": "string"
}
},
"required": [
"schema",
"analyzer_version",
"analysis_location",
"code",
"message",
"suggested_action",
"file_name",
"transfer_boundary"
],
"type": "object"
}
},
"required": [
"error"
],
"type": "object"
},
"name": "deepbom_publish_error",
"outputSchema": {
"additionalProperties": false,
"properties": {
"analysis_location": {
"const": "chatgpt_browser_sandbox",
"type": "string"
},
"analyzer_version": {
"type": "string"
},
"code": {
"type": "string"
},
"file_name": {
"type": [
"string",
"null"
]
},
"message": {
"type": "string"
},
"schema": {
"const": "deepbom.chatgpt_error.v1",
"type": "string"
},
"suggested_action": {
"type": "string"
},
"transfer_boundary": {
"const": "model_bytes_not_sent_to_deepbom_service",
"type": "string"
}
},
"required": [
"schema",
"analyzer_version",
"analysis_location",
"code",
"message",
"suggested_action",
"file_name",
"transfer_boundary"
],
"type": "object"
}
},
{
"description": "Component-only: validates and returns a bounded Evidence IR query projection for the same attachment. No model bytes, state persistence, or runtime execution. Result digests establish consistency, not independent server attestation.",
"inputSchema": {
"additionalProperties": false,
"properties": {
"result": {
"additionalProperties": false,
"properties": {
"analysis_location": {
"const": "chatgpt_browser_sandbox",
"type": "string"
},
"analyzer_version": {
"type": "string"
},
"artifact": {
"additionalProperties": false,
"properties": {
"filename": {
"type": "string"
},
"format": {
"type": "string"
},
"sha256": {
"pattern": "^[a-f0-9]{64}$",
"type": "string"
}
},
"required": [
"filename",
"format",
"sha256"
],
"type": "object"
},
"context": {
"type": "object"
},
"coverage": {
"additionalProperties": false,
"properties": {
"detail_truncated": {
"type": "boolean"
},
"matched_rows": {
"minimum": 0,
"type": "integer"
},
"next_offset": {
"minimum": 0,
"type": [
"integer",
"null"
]
},
"offset": {
"minimum": 0,
"type": "integer"
},
"returned_rows": {
"maximum": 40,
"minimum": 0,
"type": "integer"
},
"total_rows": {
"minimum": 0,
"type": "integer"
}
},
"required": [
"total_rows",
"matched_rows",
"returned_rows",
"offset",
"next_offset",
"detail_truncated"
],
"type": "object"
},
"evidence_boundary": {
"type": "string"
},
"model_ir_sha256": {
"pattern": "^[a-f0-9]{64}$",
"type": "string"
},
"query": {
"additionalProperties": false,
"properties": {
"limit": {
"default": 20,
"maximum": 40,
"minimum": 1,
"type": "integer"
},
"offset": {
"default": 0,
"minimum": 0,
"type": "integer"
},
"profile_ids": {
"description": "Exact static backend profile IDs returned by section=profiles. Independent eligibility profiles, not runtime assignments.",
"items": {
"maxLength": 128,
"minLength": 1,
"type": "string"
},
"maxItems": 4,
"type": "array",
"uniqueItems": true
},
"search": {
"description": "Literal case-insensitive filter over row names and references.",
"maxLength": 160,
"type": "string"
},
"section": {
"enum": [
"operators",
"operator",
"findings",
"placement",
"fusion",
"improvements",
"profiles",
"weights"
],
"type": "string"
},
"source_index": {
"description": "Native serialized operator index, not display order. Ambiguous indices require subject_ref.",
"minimum": 0,
"type": "integer"
},
"subject_ref": {
"description": "Exact Model IR subject_ref from a previous result; preferred over an index.",
"maxLength": 512,
"minLength": 1,
"type": "string"
},
"target": {
"description": "Optional TFLite CPU planning profile ID from capabilities. Not detected hardware or a GPU delegate selector.",
"maxLength": 128,
"minLength": 1,
"type": "string"
},
"weight_view": {
"description": "Only for section=weights: explicitly opt into bounded payload analysis; use returned weight subject_ref to select a tensor. Default distribution.",
"enum": [
"distribution",
"channels",
"similarity",
"spectrum",
"sparsity",
"quantization"
],
"type": "string"
}
},
"required": [
"section"
],
"type": "object"
},
"query_sha256": {
"pattern": "^[a-f0-9]{64}$",
"type": "string"
},
"result_sha256": {
"pattern": "^[a-f0-9]{64}$",
"type": "string"
},
"rows": {
"items": {
"additionalProperties": false,
"properties": {
"detail_truncations": {
"items": {
"type": "string"
},
"type": "array"
},
"details": {
"type": "object"
},
"kind": {
"type": "string"
},
"subject_ref": {
"type": "string"
},
"title": {
"type": "string"
}
},
"required": [
"subject_ref",
"kind",
"title",
"details",
"detail_truncations"
],
"type": "object"
},
"maxItems": 40,
"type": "array"
},
"schema": {
"const": "deepbom.evidence_query_result.v1",
"type": "string"
},
"status": {
"enum": [
"complete",
"partial",
"not_assessable",
"no_matches"
],
"type": "string"
},
"transfer_boundary": {
"const": "model_bytes_not_sent_to_deepbom_service",
"type": "string"
}
},
"required": [
"schema",
"analyzer_version",
"analysis_location",
"artifact",
"model_ir_sha256",
"query",
"query_sha256",
"status",
"coverage",
"context",
"rows",
"evidence_boundary",
"transfer_boundary",
"result_sha256"
],
"type": "object"
}
},
"required": [
"result"
],
"type": "object"
},
"name": "deepbom_publish_query",
"outputSchema": {
"additionalProperties": false,
"properties": {
"analysis_location": {
"const": "chatgpt_browser_sandbox",
"type": "string"
},
"analyzer_version": {
"type": "string"
},
"artifact": {
"additionalProperties": false,
"properties": {
"filename": {
"type": "string"
},
"format": {
"type": "string"
},
"sha256": {
"pattern": "^[a-f0-9]{64}$",
"type": "string"
}
},
"required": [
"filename",
"format",
"sha256"
],
"type": "object"
},
"context": {
"type": "object"
},
"coverage": {
"additionalProperties": false,
"properties": {
"detail_truncated": {
"type": "boolean"
},
"matched_rows": {
"minimum": 0,
"type": "integer"
},
"next_offset": {
"minimum": 0,
"type": [
"integer",
"null"
]
},
"offset": {
"minimum": 0,
"type": "integer"
},
"returned_rows": {
"maximum": 40,
"minimum": 0,
"type": "integer"
},
"total_rows": {
"minimum": 0,
"type": "integer"
}
},
"required": [
"total_rows",
"matched_rows",
"returned_rows",
"offset",
"next_offset",
"detail_truncated"
],
"type": "object"
},
"evidence_boundary": {
"type": "string"
},
"model_ir_sha256": {
"pattern": "^[a-f0-9]{64}$",
"type": "string"
},
"query": {
"additionalProperties": false,
"properties": {
"limit": {
"default": 20,
"maximum": 40,
"minimum": 1,
"type": "integer"
},
"offset": {
"default": 0,
"minimum": 0,
"type": "integer"
},
"profile_ids": {
"description": "Exact static backend profile IDs returned by section=profiles. Independent eligibility profiles, not runtime assignments.",
"items": {
"maxLength": 128,
"minLength": 1,
"type": "string"
},
"maxItems": 4,
"type": "array",
"uniqueItems": true
},
"search": {
"description": "Literal case-insensitive filter over row names and references.",
"maxLength": 160,
"type": "string"
},
"section": {
"enum": [
"operators",
"operator",
"findings",
"placement",
"fusion",
"improvements",
"profiles",
"weights"
],
"type": "string"
},
"source_index": {
"description": "Native serialized operator index, not display order. Ambiguous indices require subject_ref.",
"minimum": 0,
"type": "integer"
},
"subject_ref": {
"description": "Exact Model IR subject_ref from a previous result; preferred over an index.",
"maxLength": 512,
"minLength": 1,
"type": "string"
},
"target": {
"description": "Optional TFLite CPU planning profile ID from capabilities. Not detected hardware or a GPU delegate selector.",
"maxLength": 128,
"minLength": 1,
"type": "string"
},
"weight_view": {
"description": "Only for section=weights: explicitly opt into bounded payload analysis; use returned weight subject_ref to select a tensor. Default distribution.",
"enum": [
"distribution",
"channels",
"similarity",
"spectrum",
"sparsity",
"quantization"
],
"type": "string"
}
},
"required": [
"section"
],
"type": "object"
},
"query_sha256": {
"pattern": "^[a-f0-9]{64}$",
"type": "string"
},
"result_sha256": {
"pattern": "^[a-f0-9]{64}$",
"type": "string"
},
"rows": {
"items": {
"additionalProperties": false,
"properties": {
"detail_truncations": {
"items": {
"type": "string"
},
"type": "array"
},
"details": {
"type": "object"
},
"kind": {
"type": "string"
},
"subject_ref": {
"type": "string"
},
"title": {
"type": "string"
}
},
"required": [
"subject_ref",
"kind",
"title",
"details",
"detail_truncations"
],
"type": "object"
},
"maxItems": 40,
"type": "array"
},
"schema": {
"const": "deepbom.evidence_query_result.v1",
"type": "string"
},
"status": {
"enum": [
"complete",
"partial",
"not_assessable",
"no_matches"
],
"type": "string"
},
"transfer_boundary": {
"const": "model_bytes_not_sent_to_deepbom_service",
"type": "string"
}
},
"required": [
"schema",
"analyzer_version",
"analysis_location",
"artifact",
"model_ir_sha256",
"query",
"query_sha256",
"status",
"coverage",
"context",
"rows",
"evidence_boundary",
"transfer_boundary",
"result_sha256"
],
"type": "object"
}
},
{
"description": "Use for follow-up questions about an already identified attachment: inspect a layer by subject_ref, search or page through all operations, inspect findings, rank improvement investigations, inspect encoded activation fusion, compare source-pinned static delegate eligibility, or explicitly analyze weight distributions, channels, similarity, singular spectra, sparsity and quantization with section=weights and optional weight_view. Weight analysis reads payloads on demand with explicit decoder/budget coverage (128 MiB widget limit). Reuse the ChatGPT-authorized file and the exact SHA-256 from its previous DEEPBOM result. section=profiles lists available backend profiles; query.target selects only a TFLite CPU planning profile from capabilities. The browser computes the query from the shared Evidence IR and returns a bounded result; model bytes are not sent to DEEPBOM. Static candidate eligibility is not observed placement, speed, accuracy, or runtime fusion. Do not invent findings while browser_query_started is pending.",
"inputSchema": {
"$defs": {
"OpenAIFile": {
"additionalProperties": false,
"properties": {
"download_url": {
"type": "string"
},
"file_id": {
"type": "string"
},
"file_name": {
"type": "string"
},
"mime_type": {
"type": "string"
}
},
"required": [
"download_url",
"file_id"
],
"type": "object"
}
},
"additionalProperties": false,
"properties": {
"analysis_depth": {
"default": "structure",
"description": "Use structure unless the user explicitly asks to inspect serialized tensor payload values. Payload integrity can require reading the complete attachment.",
"enum": [
"structure",
"payload_integrity"
],
"type": "string"
},
"expected_sha256": {
"pattern": "^[a-f0-9]{64}$",
"type": "string"
},
"file": {
"$ref": "#/$defs/OpenAIFile"
},
"query": {
"additionalProperties": false,
"properties": {
"limit": {
"default": 20,
"maximum": 40,
"minimum": 1,
"type": "integer"
},
"offset": {
"default": 0,
"minimum": 0,
"type": "integer"
},
"profile_ids": {
"description": "Exact static backend profile IDs returned by section=profiles. Independent eligibility profiles, not runtime assignments.",
"items": {
"maxLength": 128,
"minLength": 1,
"type": "string"
},
"maxItems": 4,
"type": "array",
"uniqueItems": true
},
"search": {
"description": "Literal case-insensitive filter over row names and references.",
"maxLength": 160,
"type": "string"
},
"section": {
"enum": [
"operators",
"operator",
"findings",
"placement",
"fusion",
"improvements",
"profiles",
"weights"
],
"type": "string"
},
"source_index": {
"description": "Native serialized operator index, not display order. Ambiguous indices require subject_ref.",
"minimum": 0,
"type": "integer"
},
"subject_ref": {
"description": "Exact Model IR subject_ref from a previous result; preferred over an index.",
"maxLength": 512,
"minLength": 1,
"type": "string"
},
"target": {
"description": "Optional TFLite CPU planning profile ID from capabilities. Not detected hardware or a GPU delegate selector.",
"maxLength": 128,
"minLength": 1,
"type": "string"
},
"weight_view": {
"description": "Only for section=weights: explicitly opt into bounded payload analysis; use returned weight subject_ref to select a tensor. Default distribution.",
"enum": [
"distribution",
"channels",
"similarity",
"spectrum",
"sparsity",
"quantization"
],
"type": "string"
}
},
"required": [
"section"
],
"type": "object"
}
},
"required": [
"file",
"expected_sha256",
"query"
],
"type": "object"
},
"name": "deepbom_query_file",
"outputSchema": {
"additionalProperties": false,
"properties": {
"analysis_depth": {
"default": "structure",
"description": "Use structure unless the user explicitly asks to inspect serialized tensor payload values. Payload integrity can require reading the complete attachment.",
"enum": [
"structure",
"payload_integrity"
],
"type": "string"
},
"analyzer_version": {
"type": "string"
},
"expected_sha256": {
"type": "string"
},
"query": {
"additionalProperties": false,
"properties": {
"limit": {
"default": 20,
"maximum": 40,
"minimum": 1,
"type": "integer"
},
"offset": {
"default": 0,
"minimum": 0,
"type": "integer"
},
"profile_ids": {
"description": "Exact static backend profile IDs returned by section=profiles. Independent eligibility profiles, not runtime assignments.",
"items": {
"maxLength": 128,
"minLength": 1,
"type": "string"
},
"maxItems": 4,
"type": "array",
"uniqueItems": true
},
"search": {
"description": "Literal case-insensitive filter over row names and references.",
"maxLength": 160,
"type": "string"
},
"section": {
"enum": [
"operators",
"operator",
"findings",
"placement",
"fusion",
"improvements",
"profiles",
"weights"
],
"type": "string"
},
"source_index": {
"description": "Native serialized operator index, not display order. Ambiguous indices require subject_ref.",
"minimum": 0,
"type": "integer"
},
"subject_ref": {
"description": "Exact Model IR subject_ref from a previous result; preferred over an index.",
"maxLength": 512,
"minLength": 1,
"type": "string"
},
"target": {
"description": "Optional TFLite CPU planning profile ID from capabilities. Not detected hardware or a GPU delegate selector.",
"maxLength": 128,
"minLength": 1,
"type": "string"
},
"weight_view": {
"description": "Only for section=weights: explicitly opt into bounded payload analysis; use returned weight subject_ref to select a tensor. Default distribution.",
"enum": [
"distribution",
"channels",
"similarity",
"spectrum",
"sparsity",
"quantization"
],
"type": "string"
}
},
"required": [
"section"
],
"type": "object"
},
"status": {
"const": "browser_query_started",
"type": "string"
}
},
"required": [
"status",
"analyzer_version",
"expected_sha256",
"analysis_depth",
"query"
],
"type": "object"
}
},
{
"description": "Use to discover how to answer a model-analysis question across ChatGPT, the interactive deepbom.org workspace and the local CLI. Returns real query sections, visualization/export actions, explicit web continuation links, required inputs, CLI argument templates and evidence limits for weights, pruning investigation, comparison, BOM verification, metadata/OMOP, activation evidence, runtime, batch/CI and integrations. No attachment is required. This is guidance, not a completed analysis or local command execution. Prefer answering from existing evidence; inspect supported follow-ups with deepbom_query_file before offering web continuation for richer interaction. Website links transfer only a workflow ID, never model data.",
"inputSchema": {
"additionalProperties": false,
"properties": {
"format": {
"description": "Optional known artifact format; filters applicable workflows, not per-file analysis coverage.",
"enum": [
"tflite",
"onnx",
"gguf",
"safetensors",
"coreml",
"executorch"
],
"type": "string"
},
"workflow": {
"default": "all",
"enum": [
"all",
"audit",
"layers",
"findings",
"quantization",
"placement",
"fusion",
"visualization",
"weights",
"pruning",
"compare",
"redesign",
"exports",
"verify",
"provenance",
"activation",
"runtime",
"batch",
"integrations"
],
"type": "string"
}
},
"type": "object"
},
"name": "deepbom_workflow_guide",
"outputSchema": {
"additionalProperties": false,
"properties": {
"boundary": {
"type": "string"
},
"catalog_version": {
"type": "string"
},
"format": {
"type": [
"string",
"null"
]
},
"schema": {
"type": "string"
},
"status": {
"type": "string"
},
"workflows": {
"items": {
"type": "object"
},
"type": "array"
}
},
"required": [
"schema",
"catalog_version",
"status",
"format",
"workflows",
"boundary"
],
"type": "object"
}
}
]
}Verify it yourself
curl -s https://api.teppi.xyz/v1/evidence/sha256:ab94fc47f5684a7076868f628686c5061b18c0764d73281efa4bab6134fdcadf | sha256sum