DEEPBOM

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io.github.JunHwan-Kwon/deepbomv2.5.0

Browser-local and CLI static evidence for deployed AI model artifacts.

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https://deepbom.org/mcp

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Tool list from our last check. Connect live to refresh it.

deepbom_analyze_file Read-only

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.

filestring, required

analysis_depthstring

Use structure unless the user explicitly asks to inspect serialized tensor payload values. Payload integrity can require reading the complete attachment.

Tools (7)

deepbom_analyze_file

read-only

Argument	Type	Description
file*	any
analysis_depth	string	Use structure unless the user explicitly asks to inspect serialized tensor payload values. Payload integrity can require reading the complete attachment.

Input schema (JSON)

{
  "type": "object",
  "$defs": {
    "OpenAIFile": {
      "type": "object",
      "required": [
        "download_url",
        "file_id"
      ],
      "properties": {
        "file_id": {
          "type": "string"
        },
        "file_name": {
          "type": "string"
        },
        "mime_type": {
          "type": "string"
        },
        "download_url": {
          "type": "string"
        }
      },
      "additionalProperties": false
    }
  },
  "required": [
    "file"
  ],
  "properties": {
    "file": {
      "$ref": "#/$defs/OpenAIFile"
    },
    "analysis_depth": {
      "enum": [
        "structure",
        "payload_integrity"
      ],
      "type": "string",
      "default": "structure",
      "description": "Use structure unless the user explicitly asks to inspect serialized tensor payload values. Payload integrity can require reading the complete attachment."
    }
  },
  "additionalProperties": false
}

deepbom_capabilities

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.

read-only

No arguments.

Input schema (JSON)

{
  "type": "object",
  "properties": {},
  "additionalProperties": false
}

deepbom_publish_analysis

Receives one bounded browser-produced DEEPBOM result, validates its structure, and returns it to the conversation. This tool accepts analysis results, never model bytes.

read-only

Argument	Type	Description
result*	object

Input schema (JSON)

{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {
      "type": "object",
      "anyOf": [
        {
          "type": "object",
          "required": [
            "schema",
            "analyzer_version",
            "analysis_location",
            "artifact",
            "verdict",
            "graph",
            "storage",
            "quantization",
            "model_summary",
            "findings",
            "evidence_boundary",
            "transfer_boundary",
            "reproduction"
          ],
          "properties": {
            "graph": {
              "type": "object",
              "required": [
                "operator_count",
                "tensor_count",
                "total_macs",
                "mac_confidence"
              ],
              "properties": {
                "total_macs": {
                  "type": [
                    "number",
                    "null"
                  ],
                  "minimum": 0
                },
                "tensor_count": {
                  "type": [
                    "integer",
                    "null"
                  ],
                  "minimum": 0
                },
                "mac_confidence": {
                  "type": "string"
                },
                "operator_count": {
                  "type": [
                    "integer",
                    "null"
                  ],
                  "minimum": 0
                }
              },
              "additionalProperties": false
            },
            "schema": {
              "type": "string",
              "const": "deepbom.chatgpt_analysis_result.v1"
            },
            "storage": {
              "type": [
                "object",
                "null"
              ]
            },
            "verdict": {
              "type": "object",
              "required": [
                "status",
                "artifact_defect_count",
                "caution_count",
                "evidence_needed_count"
              ],
              "properties": {
                "status": {
                  "type": "string"
                },
                "caution_count": {
                  "type": "integer",
                  "minimum": 0
                },
                "artifact_defect_count": {
                  "type": "integer",
                  "minimum": 0
                },
                "evidence_needed_count": {
                  "type": "integer",
                  "minimum": 0
                }
              },
              "additionalProperties": false
            },
            "artifact": {
              "type": "object",
              "required": [
                "filename",
                "format",
                "sha256",
                "byte_length"
              ],
              "properties": {
                "format": {
                  "type": "string"
                },
                "sha256": {
                  "type": "string"
                },
                "filename": {
                  "type": "string"
                },
                "byte_length": {
                  "type": "integer",
                  "minimum": 0
                },
                "artifact_ir_sha256": {
                  "type": [
                    "string",
                    "null"
                  ]
                }
              },
              "additionalProperties": false
            },
            "findings": {
              "type": "object"
            },
            "quantization": {
              "type": "object"
            },
            "reproduction": {
              "type": [
                "object",
                "null"
              ]
            },
            "model_summary": {
              "type": "object"
            },
            "analyzer_version": {
              "type": "string"
            },
            "analysis_location": {
              "type": "string",
              "const": "chatgpt_browser_sandbox"
            },
            "evidence_boundary": {
              "type": "string"
            },
            "transfer_boundary": {
              "type": "string"
            }
          },
          "additionalProperties": false
        },
        {
          "type": "object",
          "required": [
            "schema",
            "analyzer_version",
            "analysis_location",
            "artifact",
            "verdict",
            "graph",
            "storage",
            "quantization",
            "model_summary",
            "findings",
            "evidence_boundary",
            "transfer_boundary",
            "reproduction"
          ],
          "properties": {
            "graph": {
              "type": "object",
              "required": [
                "operator_count",
                "tensor_count",
                "total_macs",
                "mac_confidence"
              ],
              "properties": {
                "total_macs": {
                  "type": [
                    "number",
                    "null"
                  ],
                  "minimum": 0
                },
                "tensor_count": {
                  "type": [
                    "integer",
                    "null"
                  ],
                  "minimum": 0
                },
                "mac_confidence": {
                  "type": "string"
                },
                "operator_count": {
                  "type": [
                    "integer",
                    "null"
                  ],
                  "minimum": 0
                }
              },
              "additionalProperties": false
            },
            "schema": {
              "type": "string",
              "const": "deepbom.chatgpt_analysis_result.v2"
            },
            "storage": {
              "type": [
                "object",
                "null"
              ]
            },
            "verdict": {
              "type": "object",
              "required": [
                "status",
                "artifact_defect_count",
                "caution_count",
                "evidence_needed_count"
              ],
              "properties": {
                "status": {
                  "type": "string"
                },
                "caution_count": {
                  "type": "integer",
                  "minimum": 0
                },
                "artifact_defect_count": {
                  "type": "integer",
                  "minimum": 0
                },
                "evidence_needed_count": {
                  "type": "integer",
                  "minimum": 0
                }
              },
              "additionalProperties": false
            },
            "artifact": {
              "type": "object",
              "required": [
                "filename",
                "format",
                "sha256",
                "byte_length"
              ],
              "properties": {
                "format": {
                  "type": "string"
                },
                "sha256": {
                  "type": "string"
                },
                "filename": {
                  "type": "string"
                },
                "byte_length": {
                  "type": "integer",
                  "minimum": 0
                },
                "artifact_ir_sha256": {
                  "type": [
                    "string",
                    "null"
                  ]
                }
              },
              "additionalProperties": false
            },
            "findings": {
              "type": "object"
            },
            "quantization": {
              "type": "object"
            },
            "reproduction": {
              "type": [
                "object",
                "null"
              ]
            },
            "model_summary": {
              "type": "object"
            },
            "analyzer_version": {
              "type": "string"
            },
            "analysis_location": {
              "type": "string",
              "const": "chatgpt_browser_sandbox"
            },
            "evidence_boundary": {
              "type": "string"
            },
            "transfer_boundary": {
              "type": "string"
            },
            "provenance_summary": {
              "type": "object",
              "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"
              ],
              "properties": {
                "schema": {
                  "type": "string",
                  "const": "deepbom.provenance_summary.v1"
                },
                "status": {
                  "enum": [
                    "contradiction_observed",
                    "incomplete",
                    "no_contradiction_observed"
                  ],
                  "type": "string"
                },
                "node_count": {
                  "type": "integer",
                  "maximum": 1000000,
                  "minimum": 0
                },
                "check_count": {
                  "type": "integer",
                  "maximum": 1000000,
                  "minimum": 0
                },
                "field_count": {
                  "type": "integer",
                  "maximum": 1000000,
                  "minimum": 0
                },
                "check_counts": {
                  "type": "object",
                  "required": [
                    "match",
                    "mismatch",
                    "not_assessed",
                    "unresolved",
                    "unsupported"
                  ],
                  "properties": {
                    "match": {
                      "type": "integer",
                      "maximum": 1000000,
                      "minimum": 0
                    },
                    "mismatch": {
                      "type": "integer",
                      "maximum": 1000000,
                      "minimum": 0
                    },
                    "unresolved": {
                      "type": "integer",
                      "maximum": 1000000,
                      "minimum": 0
                    },
                    "unsupported": {
                      "type": "integer",
                      "maximum": 1000000,
                      "minimum": 0
                    },
                    "not_assessed": {
                      "type": "integer",
                      "maximum": 1000000,
                      "minimum": 0
                    }
                  },
                  "additionalProperties": false
                },
                "artifact_sha256": {
                  "type": "string",
                  "pattern": "^[a-f0-9]{64}$"
                },
                "model_ir_sha256": {
                  "type": "string",
                  "pattern": "^[a-f0-9]{64}$"
                },
                "relationship_count": {
                  "type": "integer",
                  "maximum": 1000000,
                  "minimum": 0
                },
                "observed_file_count": {
                  "type": "integer",
                  "maximum": 1000000,
                  "minimum": 0
                },
                "provenance_ir_sha256": {
                  "type": "string",
                  "pattern": "^[a-f0-9]{64}$"
                },
                "publisher_authenticity": {
                  "type": "string",
                  "const": "not_verified"
                },
                "metadata_truth_verified": {
                  "type": "boolean",
                  "const": false
                },
                "unsupported_field_count": {
                  "type": "integer",
                  "maximum": 1000000,
                  "minimum": 0
                },
                "attested_relationship_count": {
                  "type": "integer",
                  "maximum": 1000000,
                  "minimum": 0
                },
                "mapped_declared_field_count": {
                  "type": "integer",
                  "maximum": 1000000,
                  "minimum": 0
                }
              },
              "additionalProperties": false
            }
          },
          "additionalProperties": false
        }
      ]
    }
  },
  "additionalProperties": false
}

deepbom_publish_error

Receives one bounded browser-produced DEEPBOM error and returns a recovery action to the conversation. This tool accepts diagnostic text, never model bytes.

read-only

Argument	Type	Description
error*	object

Input schema (JSON)

{
  "type": "object",
  "required": [
    "error"
  ],
  "properties": {
    "error": {
      "type": "object",
      "required": [
        "schema",
        "analyzer_version",
        "analysis_location",
        "code",
        "message",
        "suggested_action",
        "file_name",
        "transfer_boundary"
      ],
      "properties": {
        "code": {
          "type": "string"
        },
        "schema": {
          "type": "string",
          "const": "deepbom.chatgpt_error.v1"
        },
        "message": {
          "type": "string"
        },
        "file_name": {
          "type": [
            "string",
            "null"
          ]
        },
        "analyzer_version": {
          "type": "string"
        },
        "suggested_action": {
          "type": "string"
        },
        "analysis_location": {
          "type": "string",
          "const": "chatgpt_browser_sandbox"
        },
        "transfer_boundary": {
          "type": "string",
          "const": "model_bytes_not_sent_to_deepbom_service"
        }
      },
      "additionalProperties": false
    }
  },
  "additionalProperties": false
}

deepbom_publish_query

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.

read-only

Argument	Type	Description
result*	object

Input schema (JSON)

{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {
      "type": "object",
      "required": [
        "schema",
        "analyzer_version",
        "analysis_location",
        "artifact",
        "model_ir_sha256",
        "query",
        "query_sha256",
        "status",
        "coverage",
        "context",
        "rows",
        "evidence_boundary",
        "transfer_boundary",
        "result_sha256"
      ],
      "properties": {
        "rows": {
          "type": "array",
          "items": {
            "type": "object",
            "required": [
              "subject_ref",
              "kind",
              "title",
              "details",
              "detail_truncations"
            ],
            "properties": {
              "kind": {
                "type": "string"
              },
              "title": {
                "type": "string"
              },
              "details": {
                "type": "object"
              },
              "subject_ref": {
                "type": "string"
              },
              "detail_truncations": {
                "type": "array",
                "items": {
                  "type": "string"
                }
              }
            },
            "additionalProperties": false
          },
          "maxItems": 40
        },
        "query": {
          "type": "object",
          "required": [
            "section"
          ],
          "properties": {
            "limit": {
              "type": "integer",
              "default": 20,
              "maximum": 40,
              "minimum": 1
            },
            "offset": {
              "type": "integer",
              "default": 0,
              "minimum": 0
            },
            "search": {
              "type": "string",
              "maxLength": 160,
              "description": "Literal case-insensitive filter over row names and references."
            },
            "target": {
              "type": "string",
              "maxLength": 128,
              "minLength": 1,
              "description": "Optional TFLite CPU planning profile ID from capabilities. Not detected hardware or a GPU delegate selector."
            },
            "section": {
              "enum": [
                "operators",
                "operator",
                "findings",
                "placement",
                "fusion",
                "improvements",
                "profiles",
                "weights"
              ],
              "type": "string"
            },
            "profile_ids": {
              "type": "array",
              "items": {
                "type": "string",
                "maxLength": 128,
                "minLength": 1
              },
              "maxItems": 4,
              "description": "Exact static backend profile IDs returned by section=profiles. Independent eligibility profiles, not runtime assignments.",
              "uniqueItems": true
            },
            "subject_ref": {
              "type": "string",
              "maxLength": 512,
              "minLength": 1,
              "description": "Exact Model IR subject_ref from a previous result; preferred over an index."
            },
            "weight_view": {
              "enum": [
                "distribution",
                "channels",
                "similarity",
                "spectrum",
                "sparsity",
                "quantization"
              ],
              "type": "string",
              "description": "Only for section=weights: explicitly opt into bounded payload analysis; use returned weight subject_ref to select a tensor. Default distribution."
            },
            "source_index": {
              "type": "integer",
              "minimum": 0,
              "description": "Native serialized operator index, not display order. Ambiguous indices require subject_ref."
            }
          },
          "additionalProperties": false
        },
        "schema": {
          "type": "string",
          "const": "deepbom.evidence_query_result.v1"
        },
        "status": {
          "enum": [
            "complete",
            "partial",
            "not_assessable",
            "no_matches"
          ],
          "type": "string"
        },
        "context": {
          "type": "object"
        },
        "artifact": {
          "type": "object",
          "required": [
            "filename",
            "format",
            "sha256"
          ],
          "properties": {
            "format": {
              "type": "string"
            },
            "sha256": {
              "type": "string",
              "pattern": "^[a-f0-9]{64}$"
            },
            "filename": {
              "type": "string"
            }
          },
          "additionalProperties": false
        },
        "coverage": {
          "type": "object",
          "required": [
            "total_rows",
            "matched_rows",
            "returned_rows",
            "offset",
            "next_offset",
            "detail_truncated"
          ],
          "properties": {
            "offset": {
              "type": "integer",
              "minimum": 0
            },
            "total_rows": {
              "type": "integer",
              "minimum": 0
            },
            "next_offset": {
              "type": [
                "integer",
                "null"
              ],
              "minimum": 0
            },
            "matched_rows": {
              "type": "integer",
              "minimum": 0
            },
            "returned_rows": {
              "type": "integer",
              "maximum": 40,
              "minimum": 0
            },
            "detail_truncated": {
              "type": "boolean"
            }
          },
          "additionalProperties": false
        },
        "query_sha256": {
          "type": "string",
          "pattern": "^[a-f0-9]{64}$"
        },
        "result_sha256": {
          "type": "string",
          "pattern": "^[a-f0-9]{64}$"
        },
        "model_ir_sha256": {
          "type": "string",
          "pattern": "^[a-f0-9]{64}$"
        },
        "analyzer_version": {
          "type": "string"
        },
        "analysis_location": {
          "type": "string",
          "const": "chatgpt_browser_sandbox"
        },
        "evidence_boundary": {
          "type": "string"
        },
        "transfer_boundary": {
          "type": "string",
          "const": "model_bytes_not_sent_to_deepbom_service"
        }
      },
      "additionalProperties": false
    }
  },
  "additionalProperties": false
}

deepbom_query_file

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.

read-only

Argument	Type	Description
file*	any
query*	object
analysis_depth	string	Use structure unless the user explicitly asks to inspect serialized tensor payload values. Payload integrity can require reading the complete attachment.
expected_sha256*	string

Input schema (JSON)

deepbom_workflow_guide

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.

read-only

Argument	Type	Description
format	string	Optional known artifact format; filters applicable workflows, not per-file analysis coverage.
workflow	string

Input schema (JSON)

{
  "type": "object",
  "properties": {
    "format": {
      "enum": [
        "tflite",
        "onnx",
        "gguf",
        "safetensors",
        "coreml",
        "executorch"
      ],
      "type": "string",
      "description": "Optional known artifact format; filters applicable workflows, not per-file analysis coverage."
    },
    "workflow": {
      "enum": [
        "all",
        "audit",
        "layers",
        "findings",
        "quantization",
        "placement",
        "fusion",
        "visualization",
        "weights",
        "pruning",
        "compare",
        "redesign",
        "exports",
        "verify",
        "provenance",
        "activation",
        "runtime",
        "batch",
        "integrations"
      ],
      "type": "string",
      "default": "all"
    }
  },
  "additionalProperties": false
}

{ "type": "object", "$defs": { "OpenAIFile": { "type": "object", "required": [ "download_url", "file_id" ], "properties": { "file_id": { "type": "string" }, "file_name": { "type": "string" }, "mime_type": { "type": "string" }, "download_url": { "type": "string" } }, "additionalProperties": false } }, "required": [ "file", "expected_sha256", "query" ], "properties": { "file": { "$ref": "#/$defs/OpenAIFile" }, "query": { "type": "object", "required": [ "section" ], "properties": { "limit": { "type": "integer", "default": 20, "maximum": 40, "minimum": 1 }, "offset": { "type": "integer", "default": 0, "minimum": 0 }, "search": { "type": "string", "maxLength": 160, "description": "Literal case-insensitive filter over row names and references." }, "target": { "type": "string", "maxLength": 128, "minLength": 1, "description": "Optional TFLite CPU planning profile ID from capabilities. Not detected hardware or a GPU delegate selector." }, "section": { "enum": [ "operators", "operator", "findings", "placement", "fusion", "improvements", "profiles", "weights" ], "type": "string" }, "profile_ids": { "type": "array", "items": { "type": "string", "maxLength": 128, "minLength": 1 }, "maxItems": 4, "description": "Exact static backend profile IDs returned by section=profiles. Independent eligibility profiles, not runtime assignments.", "uniqueItems": true }, "subject_ref": { "type": "string", "maxLength": 512, "minLength": 1, "description": "Exact Model IR subject_ref from a previous result; preferred over an index." }, "weight_view": { "enum": [ "distribution", "channels", "similarity", "spectrum", "sparsity", "quantization" ], "type": "string", "description": "Only for section=weights: explicitly opt into bounded payload analysis; use returned weight subject_ref to select a tensor. Default distribution." }, "source_index": { "type": "integer", "minimum": 0, "description": "Native serialized operator index, not display order. Ambiguous indices require subject_ref." } }, "additionalProperties": false }, "analysis_depth": { "enum": [ "structure", "payload_integrity" ], "type": "string", "default": "structure", "description": "Use structure unless the user explicitly asks to inspect serialized tensor payload values. Payload integrity can require reading the complete attachment." }, "expected_sha256": { "type": "string", "pattern": "^[a-f0-9]{64}$" } }, "additionalProperties": false }