There's An AI For That

Get company details

get_company

Read-only

Get a public AI company profile, valuation, total raised, and paginated company-page collections by slug. Preserve returned URLs exactly.

Input Schema

Name	Required	Description	Default
`slug`	Yes	The company slug returned by search_companies.
`limit`	No	Items per returned collection.
`offset`	No	Zero-based collection offset.
`section`	No	Return all company page collections or one collection for paging.	all

Output Schema

Name	Required	Description	Default
`company`	Yes

Schema Changelog

Changes observed during successful MCP inspections.

Changed8 schema fields changedOct 13, 2026

addedInput schema / properties / limit

Added value: +{
+  "default": 10,
+  "description": "Items per returned collection.",
+  "maximum": 50,
+  "minimum": 1,
+  "type": "integer"
+}

addedInput schema / properties / offset

Added value: +{
+  "default": 0,
+  "description": "Zero-based collection offset.",
+  "minimum": 0,
+  "type": "integer"
+}

addedInput schema / properties / section

Added value: +{
+  "default": "all",
+  "description": "Return all company page collections or one collection for paging.",
+  "enum": [
+    "all",
+    "tools",
+    "models",
+    "papers",
+    "fundraises",
+    "investments",
+    "jobs",
+    "repositories",
+    "news",
+    "videos"
+  ],
+  "type": "string"
+}

addedOutput schema / properties / company / properties / attributes / properties / total_raised
```
Added value: +{
+  "type": [
+    "integer",
+    "null"
+  ]
+}
```
addedOutput schema / properties / company / properties / attributes / properties / valuation
```
Added value: +{
+  "type": [
+    "integer",
+    "null"
+  ]
+}
```
addedOutput schema / properties / company / properties / attributes / properties / valuation_source
```
Added value: +{
+  "type": [
+    "string",
+    "null"
+  ]
+}
```

addedOutput schema / properties / company / properties / collections

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "fundraises": {
+      "additionalProperties": false,
+      "properties": {
+        "count": {
+          "type": "integer"
+        },
+        "has_more": {
+          "type": "boolean"
+        },
+        "items": {
+          "items": {
+            "additionalProperties": false,
+            "properties": {
+              "amount": {
+                "type": "integer"
+              },
+              "announced_date": {
+                "type": [
+                  "string",
+                  "null"
+                ]
+              },
+              "id": {
+                "type": "integer"
+              },
+              "lead_investors": {
+                "items": {
+                  "type": "string"
+                },
+                "type": "array"
+              },
+              "round_type": {
+                "type": "string"
+              },
+              "status": {
+                "type": [
+                  "string",
+                  "null"
+                ]
+              },
+              "valuation": {
+                "type": [
+                  "integer",
+                  "null"
+                ]
+              }
+            },
+            "required": [
+              "id",
+              "round_type",
+              "amount",
+              "valuation",
+              "lead_investors",
+              "announced_date",
+              "status"
+            ],
+            "type": "object"
+          },
+          "type": "array"
+        },
+        "limit": {
+          "type": "integer"
+        },
+        "offset": {
+          "type": "integer"
+        }
+      },
+      "required": [
+        "count",
+        "offset",
+        "limit",
+        "has_more",
+        "items"
+      ],
+      "type": "object"
+    },
+    "investments": {
+      "additionalProperties": false,
+      "properties": {
+        "count": {
+          "type": "integer"
+        },
+        "has_more": {
+          "type": "boolean"
+        },
+        "items": {
+          "items": {
+            "additionalProperties": false,
+            "properties": {
+              "check": {
+                "type": [
+                  "integer",
+                  "null"
+                ]
+              },
+              "company": {
+                "type": [
+                  "string",
+                  "null"
+                ]
+              },
+              "company_slug": {
+                "type": [
+                  "string",
+                  "null"
+                ]
+              },
+              "date": {
+                "type": [
+                  "string",
+                  "null"
+                ]
+              },
+              "role": {
+                "type": [
+                  "string",
+                  "null"
+                ]
+              },
+              "round": {
+                "type": "string"
+              }
+            },
+            "required": [
+              "company",
+              "company_slug",
+              "round",
+              "check",
+              "role",
+              "date"
+            ],
+            "type": "object"
+          },
+          "type": "array"
+        },
+        "limit": {
+          "type": "integer"
+        },
+        "offset": {
+          "type": "integer"
+        }
+      },
+      "required": [
+        "count",
+        "offset",
+        "limit",
+        "has_more",
+        "items"
+      ],
+      "type": "object"
+    },
+    "jobs": {
+      "additionalProperties": false,
+      "properties": {
+        "count": {
+          "type": "integer"
+        },
+        "has_more": {
+          "type": "boolean"
+        },
+        "items": {
+          "items": {
+            "additionalProperties": false,
+            "properties": {
+              "employment_type": {
+                "type": [
+                  "string",
+                  "null"
+                ]
+              },
+              "location": {
+                "items": {
+                  "type": "string"
+                },
+                "type": "array"
+              },
+              "location_type": {
+                "type": [
+                  "string",
+                  "null"
+                ]
+              },
+              "posted_date": {
+                "type": [
+                  "string",
+                  "null"
+                ]
+              },
+              "salary_max": {
+                "type": [
+                  "integer",
+                  "null"
+                ]
+              },
+              "salary_min": {
+                "type": [
+                  "integer",
+                  "null"
+                ]
+              },
+              "title": {
+                "type": "string"
+              }
+            },
+            "required": [
+              "title",
+              "location",
+              "salary_min",
+              "salary_max",
+              "employment_type",
+              "location_type",
+              "posted_date"
+            ],
+            "type": "object"
+          },
+          "type": "array"
+        },
+        "limit": {
+          "type": "integer"
+        },
+        "offset": {
+          "type": "integer"
+        }
+      },
+      "required": [
+        "count",
+        "offset",
+        "limit",
+        "has_more",
+        "items"
+      ],
+      "type": "object"
+    },
+    "models": {
+      "additionalProperties": false,
+      "properties": {
+        "count": {
+          "type": "integer"
+        },
+        "has_more": {
+          "type": "boolean"
+        },
+        "items": {
+          "items": {
+            "additionalProperties": false,
+            "properties": {
+              "modality": {
+                "type": [
+                  "string",
+                  "null"
+                ]
+              },
+              "name": {
+                "type": "string"
+              },
+              "release_date": {
+                "type": [
+                  "string",
+                  "null"
+                ]
+              },
+              "slug": {
+                "type": "string"
+              },
+              "url": {
+                "type": "string"
+              }
+            },
+            "required": [
+              "slug",
+              "name",
+              "url",
+              "release_date",
+              "modality"
+            ],
+            "type": "object"
+          },
+          "type": "array"
+        },
+        "limit": {
+          "type": "integer"
+        },
+        "offset": {
+          "type": "integer"
+        }
+      },
+      "required": [
+        "count",
+        "offset",
+        "limit",
+        "has_more",
+        "items"
+      ],
+      "type": "object"
+    },
+    "news": {
+      "additionalProperties": false,
+      "properties": {
+        "count": {
+          "type": "integer"
+        },
+        "has_more": {
+          "type": "boolean"
+        },
+        "items": {
+          "items": {
+            "additionalProperties": false,
+            "properties": {
+              "date": {
+                "type": [
+                  "string",
+                  "null"
+                ]
+              },
+              "source": {
+                "type": [
+                  "string",
+                  "null"
+                ]
+              },
+              "source_url": {
+                "type": "string"
+              },
+              "title": {
+                "type": "string"
+              },
+              "topics": {
+                "items": {
+                  "type": "string"
+                },
+                "type": "array"
+              }
+            },
+            "required": [
+              "title",
+              "source",
+              "source_url",
+              "topics",
+              "date"
+            ],
+            "type": "object"
+          },
+          "type": "array"
+        },
+        "limit": {
+          "type": "integer"
+        },
+        "offset": {
+          "type": "integer"
+        }
+      },
+      "required": [
+        "count",
+        "offset",
+        "limit",
+        "has_more",
+        "items"
+      ],
+      "type": "object"
+    },
+    "papers": {
+      "additionalProperties": false,
+      "properties": {
+        "count": {
+          "type": "integer"
+        },
+        "has_more": {
+          "type": "boolean"
+        },
+        "items": {
+          "items": {
+            "additionalProperties": false,
+            "properties": {
+              "published_date": {
+                "type": [
+                  "string",
+                  "null"
+                ]
+              },
+              "slug": {
+                "type": "string"
+              },
+              "title": {
+                "type": "string"
+              },
+              "url": {
+                "type": "string"
+              }
+            },
+            "required": [
+              "slug",
+              "title",
+              "url",
+              "published_date"
+            ],
+            "type": "object"
+          },
+          "type": "array"
+        },
+        "limit": {
+          "type": "integer"
+        },
+        "offset": {
+          "type": "integer"
+        }
+      },
+      "required": [
+        "count",
+        "offset",
+        "limit",
+        "has_more",
+        "items"
+      ],
+      "type": "object"
+    },
+    "repositories": {
+      "additionalProperties": false,
+      "properties": {
+        "count": {
+          "type": "integer"
+        },
+        "has_more": {
+          "type": "boolean"
+        },
+        "items": {
+          "items": {
+            "additionalProperties": false,
+            "properties": {
+              "language": {
+                "type": [
+                  "string",
+                  "null"
+                ]
+              },
+              "name": {
+                "type": "string"
+              },
+              "repository_url": {
+                "type": [
+                  "string",
+                  "null"
+                ]
+              },
+              "slug": {
+                "type": "string"
+              },
+              "stars": {
+                "type": "integer"
+              },
+              "updated_date": {
+                "type": [
+                  "string",
+                  "null"
+                ]
+              },
+              "url": {
+                "type": "string"
+              }
+            },
+            "required": [
+              "slug",
+              "name",
+              "url",
+              "repository_url",
+              "stars",
+              "language",
+              "updated_date"
+            ],
+            "type": "object"
+          },
+          "type": "array"
+        },
+        "limit": {
+          "type": "integer"
+        },
+        "offset": {
+          "type": "integer"
+        }
+      },
+      "required": [
+        "count",
+        "offset",
+        "limit",
+        "has_more",
+        "items"
+      ],
+      "type": "object"
+    },
+    "tools": {
+      "additionalProperties": false,
+      "properties": {
+        "count": {
+          "type": "integer"
+        },
+        "has_more": {
+          "type": "boolean"
+        },
+        "items": {
+          "items": {
+            "additionalProperties": false,
+            "properties": {
+              "billing_frequency": {
+                "type": [
+                  "string",
+                  "null"
+                ]
+              },
+              "most_popular": {
+                "type": "boolean"
+              },
+              "name": {
+                "type": "string"
+              },
+              "price_display": {
+                "type": [
+                  "string",
+                  "null"
+                ]
+              },
+              "pricing_model": {
+                "type": [
+                  "string",
+                  "null"
+                ]
+              },
+              "slug": {
+                "type": "string"
+              },
+              "starting_price": {
+                "type": [
+                  "number",
+                  "null"
+                ]
+              },
+              "task": {
+                "type": [
+                  "string",
+                  "null"
+                ]
+              },
+              "url": {
+                "type": "string"
+              },
+              "website_url": {
+                "type": [
+                  "string",
+                  "null"
+                ]
+              }
+            },
+            "required": [
+              "slug",
+              "name",
+              "url",
+              "website_url",
+              "task",
+              "pricing_model",
+              "starting_price",
+              "billing_frequency",
+              "price_display",
+              "most_popular"
+            ],
+            "type": "object"
+          },
+          "type": "array"
+        },
+        "limit": {
+          "type": "integer"
+        },
+        "offset": {
+          "type": "integer"
+        }
+      },
+      "required": [
+        "count",
+        "offset",
+        "limit",
+        "has_more",
+        "items"
+      ],
+      "type": "object"
+    },
+    "videos": {
+      "additionalProperties": false,
+      "properties": {
+        "count": {
+          "type": "integer"
+        },
+        "has_more": {
+          "type": "boolean"
+        },
+        "items": {
+          "items": {
+            "additionalProperties": false,
+            "properties": {
+              "date": {
+                "type": [
+                  "string",
+                  "null"
+                ]
+              },
+              "title": {
+                "type": "string"
+              },
+              "url": {
+                "type": "string"
+              },
+              "views": {
+                "type": "integer"
+              }
+            },
+            "required": [
+              "title",
+              "url",
+              "date",
+              "views"
+            ],
+            "type": "object"
+          },
+          "type": "array"
+        },
+        "limit": {
+          "type": "integer"
+        },
+        "offset": {
+          "type": "integer"
+        }
+      },
+      "required": [
+        "count",
+        "offset",
+        "limit",
+        "has_more",
+        "items"
+      ],
+      "type": "object"
+    }
+  },
+  "type": "object"
+}

changedOutput schema / properties / company / required

Previous value: -[
-  "id",
-  "entity_type",
-  "name",
-  "slug",
-  "canonical_url",
-  "url",
-  "description",
-  "attributes"
-]New value: +[
+  "id",
+  "entity_type",
+  "name",
+  "slug",
+  "canonical_url",
+  "url",
+  "description",
+  "attributes",
+  "collections"
+]

AddedSep 28, 2026

TDQS

A4/5.0

Behavior4/5

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

Annotations already cover safety (readOnlyHint=true, destructiveHint=false, openWorldHint=false). The description adds non-obvious behavior beyond that: results are paginated per collection, and returned URLs must be preserved exactly (an output-handling constraint not carried by any structured field). It does not state auth or rate-limit behavior, keeping it short of a 5.

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

Conciseness5/5

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

Two sentences, zero filler: the content and scoping come first, followed by the one imperative that is easy to overlook (URL preservation). Nothing restates the title or the annotations.

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

Completeness4/5

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

An output schema exists, so return values need not be described, and the description covers the slug source and paging model. It stops short of naming the search_companies prerequisite explicitly in prose or warning about the section/offset interaction, which would make it fully self-sufficient.

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 description coverage is 100%, so the schema already explains slug, limit, offset, and the section enum. The description adds only the paging framing ('paginated company-page collections'), not format or enum semantics. Baseline 3 is appropriate.

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

Purpose5/5

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

Specific verb+resource with the exact payload enumerated (profile, valuation, total raised, paginated collections), and it is keyed by slug. An agent can distinguish it from get_organization/get_investor at a glance because the description names the company-profile content rather than generic 'details'.

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

Usage Guidelines3/5

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

Usage is implied: the tool needs a slug 'returned by search_companies', which points at the right workflow entry point, and section/limit/offset signal paging. However there is no explicit when-to-use or when-not-to-use statement, and no mention of how it differs from the sibling get_organization or the search_companies alternative.

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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