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academy_search

Read-onlyIdempotent

Search actual lessons and public library content with stable identifiers.

Input Schema

NameRequiredDescriptionDefault
typeNo
limitNo
queryYes
cursorNo
localeNoMCP transport locale; not a service input field.de
pathIdNo
idempotencyKeyNoTransport retry key, forwarded as Idempotency-Key.

Output Schema

NameRequiredDescriptionDefault
errorsYes
resultYes
successYes
messagesYes
request_idYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed15 schema fields changed
    • addedInput schema / $schema
      Added value: +"https://json-schema.org/draft/2020-12/schema"
    • addedInput schema / additionalProperties
      Added value: +false
    • addedInput schema / properties / cursor
      Added value: +{
      +  "maxLength": 2048,
      +  "minLength": 1,
      +  "type": "string"
      +}
    • addedInput schema / properties / idempotencyKey
      Added value: +{
      +  "description": "Transport retry key, forwarded as Idempotency-Key.",
      +  "maxLength": 200,
      +  "minLength": 1,
      +  "type": "string"
      +}
    • removedInput schema / properties / limit / default
      Removed value: -10
    • changedInput schema / properties / limit / maximum
      Previous value: -50New value: +100
    • changedInput schema / properties / limit / type
      Previous value: -"number"New value: +"integer"
    • addedInput schema / properties / locale / default
      Added value: +"de"
    • changedInput schema / properties / locale / description
      Previous value: -"Language. de=German, en=English, es=Spanish. Default en."New value: +"MCP transport locale; not a service input field."
    • addedInput schema / properties / pathId
      Added value: +{
      +  "enum": [
      +    "loslegen",
      +    "ki-im-alltag",
      +    "ki-im-job",
      +    "fuer-entwickler"
      +  ],
      +  "type": "string"
      +}
    • removedInput schema / properties / query / description
      Removed value: -"Search keywords"
    • addedInput schema / properties / query / maxLength
      Added value: +160
    • addedInput schema / properties / query / minLength
      Added value: +1
    • addedInput schema / properties / type
      Added value: +{
      +  "anyOf": [
      +    {
      +      "enum": [
      +        "prompt",
      +        "playbook",
      +        "skill",
      +        "tool",
      +        "agent",
      +        "guide",
      +        "glossary"
      +      ],
      +      "type": "string"
      +    },
      +    {
      +      "const": "lesson",
      +      "type": "string"
      +    }
      +  ]
      +}
    • changedOutput schema / (root)
      Previous value: -nullNew value: +{
      +  "oneOf": [
      +    {
      +      "properties": {
      +        "errors": {
      +          "maxItems": 0
      +        },
      +        "result": {
      +          "additionalProperties": false,
      +          "properties": {
      +            "items": {
      +              "items": {
      +                "anyOf": [
      +                  {
      +                    "additionalProperties": false,
      +                    "properties": {
      +                      "access": {
      +                        "enum": [
      +                          "free",
      +                          "premium"
      +                        ],
      +                        "type": "string"
      +                      },
      +                      "categories": {
      +                        "items": {
      +                          "type": "string"
      +                        },
      +                        "type": "array"
      +                      },
      +                      "contentLocale": {
      +                        "enum": [
      +                          "de",
      +                          "en",
      +                          "es"
      +                        ],
      +                        "type": "string"
      +                      },
      +                      "creditPrice": {
      +                        "type": [
      +                          "number",
      +                          "null"
      +                        ]
      +                      },
      +                      "description": {
      +                        "type": "string"
      +                      },
      +                      "euroPrice": {
      +                        "type": [
      +                          "number",
      +                          "null"
      +                        ]
      +                      },
      +                      "href": {
      +                        "type": "string"
      +                      },
      +                      "id": {
      +                        "type": "string"
      +                      },
      +                      "locale": {
      +                        "enum": [
      +                          "de",
      +                          "en",
      +                          "es"
      +                        ],
      +                        "type": "string"
      +                      },
      +                      "source": {
      +                        "additionalProperties": false,
      +                        "properties": {
      +                          "href": {
      +                            "type": "string"
      +                          },
      +                          "kind": {
      +                            "enum": [
      +                              "playbook",
      +                              "concept"
      +                            ],
      +                            "type": "string"
      +                          },
      +                          "label": {
      +                            "type": "string"
      +                          },
      +                          "slug": {
      +                            "type": "string"
      +                          }
      +                        },
      +                        "required": [
      +                          "kind",
      +                          "slug",
      +                          "href",
      +                          "label"
      +                        ],
      +                        "type": "object"
      +                      },
      +                      "title": {
      +                        "type": "string"
      +                      },
      +                      "translationPending": {
      +                        "type": "boolean"
      +                      },
      +                      "type": {
      +                        "enum": [
      +                          "prompt",
      +                          "playbook",
      +                          "skill",
      +                          "tool",
      +                          "agent",
      +                          "guide",
      +                          "glossary"
      +                        ],
      +                        "type": "string"
      +                      }
      +                    },
      +                    "required": [
      +                      "id",
      +                      "type",
      +                      "title",
      +                      "description",
      +                      "href",
      +                      "access",
      +                      "creditPrice",
      +                      "euroPrice",
      +                      "categories",
      +                      "locale",
      +                      "contentLocale",
      +                      "translationPending",
      +                      "source"
      +                    ],
      +                    "type": "object"
      +                  },
      +                  {
      +                    "additionalProperties": false,
      +                    "properties": {
      +                      "access": {
      +                        "enum": [
      +                          "free",
      +                          "premium"
      +                        ],
      +                        "type": "string"
      +                      },
      +                      "categories": {
      +                        "items": {
      +                          "type": "string"
      +                        },
      +                        "type": "array"
      +                      },
      +                      "contentLocale": {
      +                        "enum": [
      +                          "de",
      +                          "en",
      +                          "es"
      +                        ],
      +                        "type": "string"
      +                      },
      +                      "creditPrice": {
      +                        "type": [
      +                          "number",
      +                          "null"
      +                        ]
      +                      },
      +                      "description": {
      +                        "type": "string"
      +                      },
      +                      "euroPrice": {
      +                        "type": [
      +                          "number",
      +                          "null"
      +                        ]
      +                      },
      +                      "href": {
      +                        "type": "string"
      +                      },
      +                      "id": {
      +                        "type": "string"
      +                      },
      +                      "locale": {
      +                        "enum": [
      +                          "de",
      +                          "en",
      +                          "es"
      +                        ],
      +                        "type": "string"
      +                      },
      +                      "source": {
      +                        "additionalProperties": false,
      +                        "properties": {
      +                          "href": {
      +                            "type": "string"
      +                          },
      +                          "kind": {
      +                            "const": "lesson",
      +                            "type": "string"
      +                          },
      +                          "label": {
      +                            "type": "string"
      +                          },
      +                          "level": {
      +                            "maximum": 6,
      +                            "minimum": 1,
      +                            "type": "integer"
      +                          },
      +                          "slug": {
      +                            "type": "string"
      +                          }
      +                        },
      +                        "required": [
      +                          "kind",
      +                          "level",
      +                          "slug",
      +                          "href",
      +                          "label"
      +                        ],
      +                        "type": "object"
      +                      },
      +                      "title": {
      +                        "type": "string"
      +                      },
      +                      "translationPending": {
      +                        "type": "boolean"
      +                      },
      +                      "type": {
      +                        "const": "lesson",
      +                        "type": "string"
      +                      }
      +                    },
      +                    "required": [
      +                      "id",
      +                      "title",
      +                      "description",
      +                      "href",
      +                      "access",
      +                      "creditPrice",
      +                      "euroPrice",
      +                      "categories",
      +                      "locale",
      +                      "contentLocale",
      +                      "translationPending",
      +                      "type",
      +                      "source"
      +                    ],
      +                    "type": "object"
      +                  }
      +                ]
      +              },
      +              "type": "array"
      +            },
      +            "nextCursor": {
      +              "type": [
      +                "string",
      +                "null"
      +              ]
      +            }
      +          },
      +          "required": [
      +            "items",
      +            "nextCursor"
      +          ],
      +          "type": "object"
      +        },
      +        "success": {
      +          "const": true
      +        }
      +      }
      +    },
      +    {
      +      "properties": {
      +        "errors": {
      +          "minItems": 1
      +        },
      +        "result": {
      +          "type": "null"
      +        },
      +        "success": {
      +          "const": false
      +        }
      +      }
      +    }
      +  ],
      +  "properties": {
      +    "errors": {
      +      "items": {
      +        "additionalProperties": true,
      +        "properties": {
      +          "code": {
      +            "type": "number"
      +          },
      +          "documentation_url": {
      +            "minLength": 1,
      +            "type": "string"
      +          },
      +          "hint": {
      +            "minLength": 1,
      +            "type": "string"
      +          },
      +          "message": {
      +            "minLength": 1,
      +            "type": "string"
      +          },
      +          "slug": {
      +            "minLength": 1,
      +            "type": "string"
      +          }
      +        },
      +        "required": [
      +          "code",
      +          "slug",
      +          "message",
      +          "hint",
      +          "documentation_url"
      +        ],
      +        "type": "object"
      +      },
      +      "type": "array"
      +    },
      +    "messages": {
      +      "type": "array"
      +    },
      +    "request_id": {
      +      "minLength": 1,
      +      "type": "string"
      +    },
      +    "result": {},
      +    "success": {
      +      "type": "boolean"
      +    }
      +  },
      +  "required": [
      +    "success",
      +    "result",
      +    "errors",
      +    "messages",
      +    "request_id"
      +  ],
      +  "type": "object"
      +}
  2. First observed

TDQS

C2.9/5.0
Behavior3/5

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

Annotations already declare readOnly, idempotent, non-destructive, and closed-world, so the safety profile is covered. The description adds little beyond them — the phrase "stable identifiers" hints that results carry durable IDs, but nothing is said about pagination via cursor, result ranking, or limits.

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

Conciseness4/5

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

A single front-loaded sentence with no filler or repetition. It is efficient, though the brevity shades into under-specification for a seven-parameter tool.

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

Completeness2/5

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

With seven parameters, a low-coverage schema, and a large sibling set of overlapping search/list tools, the description should route the agent and explain filtering and pagination. It does neither; the existence of an output schema excuses return-value detail but not the routing and parameter gaps.

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

Parameters2/5

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

Schema description coverage is only 29%, and the description compensates for none of it: `query` syntax/length, the `type` enum (including "lesson"), `limit`, `cursor`, and `pathId` are all undocumented. Only `locale` and `idempotencyKey` carry schema descriptions, and the tool text says nothing about any parameter.

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

Purpose4/5

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

States a specific verb ("Search") and resource scope ("lessons and public library content"), which is more precise than the name alone. However "stable identifiers" is unexplained and it doesn't distinguish itself from the sibling `search` or `academy_lessons`, so an agent can't tell why to pick this over them.

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

Usage Guidelines2/5

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

There is no statement of when to use this tool versus `search`, `academy_lessons`, `academy_library`, or `academy_suggest`, all of which plausibly overlap. Usage is only implied by the word "Search"; no exclusions or routing conditions are given.

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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