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SupplyGraph.AI

by io.github.SupplyGraphAI

Corporate Exception Report

corporate_exception_report

Enterprise Change Report

Pricing: {"unit": "credits", "options": [{"chapter_name": "License", "per_run": 1518}, {"chapter_name": "GovRel", "per_run": 1419}, {"chapter_name": "R&D", "per_run": 1749}, {"chapter_name": "Reputation", "per_run": 8481}, {"chapter_name": "Ops", "per_run": 1749}, {"chapter_name": "GeneralRisks", "per_run": 1617}, {"chapter_name": "Profile", "per_run": 1749}, {"chapter_name": "Cost", "per_run": 1386}, {"chapter_name": "Compliance", "per_run": 1419}, {"chapter_name": "Competition", "per_run": 1452}, {"chapter_name": "Brand", "per_run": 3168}, {"chapter_name": "HR", "per_run": 1419}, {"chapter_name": "ALL", "per_run": 26400}]}

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
pidYesInternal company ID for the target enterprise, obtained from the search_company_candidates MCP tool (e.g. a77828f060c866441f2403384b271e63 for Tesla, Inc.).
chapter_nameNoException domain chapter to generate. Omit or use ALL for the full corporate exception report.ALL

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections. Dates show when Glama detected each change.

  1. Changed2 schema fields changed
    • addedOutput schema / definitions
      Added value: +{
+  "sub_section": {
+    "properties": {
+      "section_texts": {
+        "description": "Array of sub-section text paragraphs, formatted in Markdown for detailed and structured content including headings, bullet points, tables, and hyperlinks to ensure professional and informative corporate exception subsections.",
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "section_title": {
+        "description": "Sub-section title.",
+        "type": "string"
+      },
+      "sub_sections": {
+        "description": "Nested array of sub-sections.",
+        "items": {
+          "$ref": "#/definitions/sub_section"
+        },
+        "type": "array"
+      }
+    },
+    "required": [
+      "section_title",
+      "sub_sections",
+      "section_texts"
+    ],
+    "type": "object"
+  }
+}
    • changedOutput schema / oneOf
      Previous value: -[
-  {
-    "description": "Text or Markdown response generated by the agent. Returned when the task is not yet completed, failed, cancelled, or requires user input (e.g. validation prompts, error messages, or clarification requests).",
-    "properties": {
-      "text": {
-        "description": "Text or Markdown response generated by the agent. Returned when the task is not yet completed, failed, cancelled, or requires user input (e.g. validation prompts, error messages, or clarification requests).",
-        "type": "string"
-      }
-    },
-    "required": [
-      "text"
-    ],
-    "type": "object"
-  },
-  {
-    "definitions": {
-      "sub_section": {
-        "properties": {
-          "section_texts": {
-            "description": "Array of sub-section text paragraphs, formatted in Markdown for detailed and structured content including headings, bullet points, tables, and hyperlinks to ensure professional and informative corporate exception subsections.",
-            "items": {
-              "type": "string"
-            },
-            "type": "array"
-          },
-          "section_title": {
-            "description": "Sub-section title.",
-            "type": "string"
-          },
-          "sub_sections": {
-            "description": "Nested array of sub-sections.",
-            "items": {
-              "$ref": "#/definitions/sub_section"
-            },
-            "type": "array"
-          }
-        },
-        "required": [
-          "section_title",
-          "sub_sections",
-          "section_texts"
-        ],
-        "type": "object"
-      }
-    },
-    "description": "Structured corporate exception report output for enterprise analysis.",
-    "properties": {
-      "data": {
-        "properties": {
-          "chapter_infos": {
-            "description": "Array of chapter information in the corporate exception report.",
-            "items": {
-              "properties": {
-                "en": {
-                  "properties": {
-                    "chapter_name": {
-                      "description": "Chapter name in English.",
-                      "type": "string"
-                    },
-                    "chapter_texts": {
-                      "description": "Array of chapter text paragraphs in English, formatted in Markdown for structured presentation including headings, lists, tables, and links to provide comprehensive and professional corporate exception content.",
-                      "items": {
-                        "type": "string"
-                      },
-                      "type": "array"
-                    },
-                    "sub_sections": {
-                      "description": "Array of sub-sections in English.",
-                      "items": {
-                        "$ref": "#/definitions/sub_section"
-                      },
-                      "type": "array"
-                    }
-                  },
-                  "required": [
-                    "chapter_name",
-                    "sub_sections",
-                    "chapter_texts"
-                  ],
-                  "type": "object"
-                },
-                "zh": {
-                  "properties": {
-                    "chapter_name": {
-                      "description": "Chapter name in Chinese.",
-                      "type": "string"
-                    },
-                    "chapter_texts": {
-                      "description": "Array of chapter text paragraphs in Chinese, formatted in Markdown for structured presentation including headings, lists, tables, and links to provide comprehensive and professional corporate exception content.",
-                      "items": {
-                        "type": "string"
-                      },
-                      "type": "array"
-                    },
-                    "sub_sections": {
-                      "description": "Array of sub-sections in Chinese.",
-                      "items": {
-                        "$ref": "#/definitions/sub_section"
-                      },
-                      "type": "array"
-                    }
-                  },
-                  "required": [
-                    "chapter_name",
-                    "sub_sections",
-                    "chapter_texts"
-                  ],
-                  "type": "object"
-                }
-              },
-              "required": [
-                "en"
-              ],
-              "type": "object"
-            },
-            "type": "array"
-          },
-          "languages": {
-            "description": "Array of language codes indicating the languages included in the response, where 'zk' represents Chinese and 'en' represents English.",
-            "items": {
-              "type": "string"
-            },
-            "type": "array"
-          },
-          "report_infos": {
-            "description": "Dictionary containing report metadata in English and Chinese.",
-            "properties": {
-              "en": {
-                "properties": {
-                  "report_date": {
-                    "description": "Report generation date in English.",
-                    "type": "string"
-                  },
-                  "report_name": {
-                    "description": "Full report name in English.",
-                    "type": "string"
-                  },
-                  "report_type": {
-                    "description": "Type of the report in English.",
-                    "type": "string"
-                  }
-                },
-                "required": [
-                  "report_date",
-                  "report_name",
-                  "report_type"
-                ],
-                "type": "object"
-              },
-              "zh": {
-                "properties": {
-                  "report_date": {
-                    "description": "Report generation date in Chinese.",
-                    "type": "string"
-                  },
-                  "report_name": {
-                    "description": "Full report name in Chinese.",
-                    "type": "string"
-                  },
-                  "report_type": {
-                    "description": "Type of the report in Chinese.",
-                    "type": "string"
-                  }
-                },
-                "required": [
-                  "report_date",
-                  "report_name",
-                  "report_type"
-                ],
-                "type": "object"
-              }
-            },
-            "required": [
-              "en"
-            ],
-            "type": "object"
-          }
-        },
-        "required": [
-          "languages",
-          "report_infos",
-          "chapter_infos"
-        ],
-        "type": "object"
-      },
-      "type": {
-        "description": "Indicates structured corporate exception report output.",
-        "enum": [
-          "results"
-        ]
-      }
-    },
-    "required": [
-      "type",
-      "data"
-    ],
-    "type": "object"
-  }
-]New value: +[
+  {
+    "description": "Text or Markdown response generated by the agent. Returned when the task is not yet completed, failed, cancelled, or requires user input (e.g. validation prompts, error messages, or clarification requests).",
+    "properties": {
+      "text": {
+        "description": "Text or Markdown response generated by the agent. Returned when the task is not yet completed, failed, cancelled, or requires user input (e.g. validation prompts, error messages, or clarification requests).",
+        "type": "string"
+      }
+    },
+    "required": [
+      "text"
+    ],
+    "type": "object"
+  },
+  {
+    "description": "Structured corporate exception report output for enterprise analysis.",
+    "properties": {
+      "data": {
+        "properties": {
+          "chapter_infos": {
+            "description": "Array of chapter information in the corporate exception report.",
+            "items": {
+              "properties": {
+                "en": {
+                  "properties": {
+                    "chapter_name": {
+                      "description": "Chapter name in English.",
+                      "type": "string"
+                    },
+                    "chapter_texts": {
+                      "description": "Array of chapter text paragraphs in English, formatted in Markdown for structured presentation including headings, lists, tables, and links to provide comprehensive and professional corporate exception content.",
+                      "items": {
+                        "type": "string"
+                      },
+                      "type": "array"
+                    },
+                    "sub_sections": {
+                      "description": "Array of sub-sections in English.",
+                      "items": {
+                        "$ref": "#/definitions/sub_section"
+                      },
+                      "type": "array"
+                    }
+                  },
+                  "required": [
+                    "chapter_name",
+                    "sub_sections",
+                    "chapter_texts"
+                  ],
+                  "type": "object"
+                },
+                "zh": {
+                  "properties": {
+                    "chapter_name": {
+                      "description": "Chapter name in Chinese.",
+                      "type": "string"
+                    },
+                    "chapter_texts": {
+                      "description": "Array of chapter text paragraphs in Chinese, formatted in Markdown for structured presentation including headings, lists, tables, and links to provide comprehensive and professional corporate exception content.",
+                      "items": {
+                        "type": "string"
+                      },
+                      "type": "array"
+                    },
+                    "sub_sections": {
+                      "description": "Array of sub-sections in Chinese.",
+                      "items": {
+                        "$ref": "#/definitions/sub_section"
+                      },
+                      "type": "array"
+                    }
+                  },
+                  "required": [
+                    "chapter_name",
+                    "sub_sections",
+                    "chapter_texts"
+                  ],
+                  "type": "object"
+                }
+              },
+              "required": [
+                "en"
+              ],
+              "type": "object"
+            },
+            "type": "array"
+          },
+          "languages": {
+            "description": "Array of language codes indicating the languages included in the response, where 'zk' represents Chinese and 'en' represents English.",
+            "items": {
+              "type": "string"
+            },
+            "type": "array"
+          },
+          "report_infos": {
+            "description": "Dictionary containing report metadata in English and Chinese.",
+            "properties": {
+              "en": {
+                "properties": {
+                  "report_date": {
+                    "description": "Report generation date in English.",
+                    "type": "string"
+                  },
+                  "report_name": {
+                    "description": "Full report name in English.",
+                    "type": "string"
+                  },
+                  "report_type": {
+                    "description": "Type of the report in English.",
+                    "type": "string"
+                  }
+                },
+                "required": [
+                  "report_date",
+                  "report_name",
+                  "report_type"
+                ],
+                "type": "object"
+              },
+              "zh": {
+                "properties": {
+                  "report_date": {
+                    "description": "Report generation date in Chinese.",
+                    "type": "string"
+                  },
+                  "report_name": {
+                    "description": "Full report name in Chinese.",
+                    "type": "string"
+                  },
+                  "report_type": {
+                    "description": "Type of the report in Chinese.",
+                    "type": "string"
+                  }
+                },
+                "required": [
+                  "report_date",
+                  "report_name",
+                  "report_type"
+                ],
+                "type": "object"
+              }
+            },
+            "required": [
+              "en"
+            ],
+            "type": "object"
+          }
+        },
+        "required": [
+          "languages",
+          "report_infos",
+          "chapter_infos"
+        ],
+        "type": "object"
+      },
+      "type": {
+        "description": "Indicates structured corporate exception report output.",
+        "enum": [
+          "results"
+        ]
+      }
+    },
+    "required": [
+      "type",
+      "data"
+    ],
+    "type": "object"
+  }
+]
  2. First observed

TDQS

D1.4/5.0
Behavior1/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations include 'openWorldHint: true', but the description adds no behavioral detail. It does not mention potential side effects, external actions, or data mutability. The description neither contradicts nor enriches the annotation; it simply ignores it. With no contribution, the description fails to carry its burden.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is short, but it wastes the available space with a pricing JSON that is not relevant to tool usage. It lacks a clear, structured introduction. The 'Enterprise Change Report' phrase is vague and does not align with the tool's name. Conciseness is not beneficial when content is off-topic.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness1/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the tool generates a corporate exception report with configurable chapters, the description should explain its purpose, output, and cost implications. The output schema exists but is not described. There is no discussion of the report's content, pagination, or limitations. The description is inadequate even for a simple tool.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100% and includes descriptions for both 'pid' and 'chapter_name'. The description adds no extra parameter information, but per the rubric, a baseline of 3 is appropriate when schema covers parameters well. It does not harm, but it also does not enhance understanding.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose1/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description merely says 'Enterprise Change Report' and provides pricing JSON. It does not state what the tool does, its scope, or how it differs from sibling tools. Even the title 'Corporate Exception Report' is inconsistent with the description text. No verb+resource is present.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines1/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description gives no context on when to use this tool versus alternatives like 'due_diligence_report' or 'supply_chain_risk_prediction'. It does not mention prerequisites, such as obtaining a pid from 'search_company_candidates', even though that hint exists in the schema. No explicit or implicit usage guidance.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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TDQS

B3/5.0
Disambiguation3/5

Tools are generally distinct in purpose (search, due diligence, tariff, supply chain), but the two 'search_company_candidates' and 'search_region_candidates' are similar in name and both serve lookup functions, and multiple tools like 'corporate_exception_report' and 'due_diligence_report' overlap in producing comprehensive company reports. The separation is clear enough for an agent but could cause confusion between similar-sounding search tools.

Naming Consistency3/5

Names mix styles: descriptive multi-word names (due_diligence_report, supply_chain_risk_prediction) and abbreviated names (sg_chokepoint, sg_visualization). There is no consistent verb_noun pattern, and the 'sg_' prefix is inconsistently applied. However, most names are readable and roughly follow a noun-based pattern.

Tool Count5/5

With 9 tools, the server covers a broad but coherent domain: search/identity, due diligence, supply chain analysis, and tariff compliance. Each tool addresses a distinct high-level capability, and the count feels appropriate for the scope—not too thin or overly heavy.

Completeness4/5

The tool surface covers major workflows: company identification, due diligence reporting, supply chain risk/chokepoint analysis, tariff classification and calculation. Minor gaps exist (e.g., no explicit update/delete on data since it's a read-only data provider), but for its purpose as an analysis API, it is reasonably complete.

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