stepcode

Read-only MCP access to stepcode.dev's how-to corpus: analysis pages by tool.

Sollte ich dies verwenden

Qualität und Sicherheit

A
Qualität der Beschreibung
100%
Vollständigkeit des Schemas
63%
Qualität der Benennung
100%
Risiko der Vergiftung
100%
Übereinstimmung der Berechtigungen
100%
Einhaltung des Protokolls
100%

Basierend auf einer automatisierten Analyse der Tool-Definitionen und der Einhaltung des Protokolls.

Kontextkosten

~1,540Tokens (Tool-Definitionen)
~3.5 KBTypische Antwortgröße
Mittlere Auswirkung auf die Aufmerksamkeit (1.20% von 128k Kontext)

Dies ist die ungefähre Anzahl der Tokens, die jedes Mal verbraucht werden, wenn die Tools des Servers in den Kontext eines Modells geladen werden. Höhere Werte verringern die Aufmerksamkeit, die für andere Aufgaben verfügbar ist.

Installieren

Installation mit einem Klick

Fügen Sie dies Ihrer Datei `claude_desktop_config.json` hinzu:

{
  "mcpServers": {
    "stepcode": {
      "url": "https://stepcode.dev/api/mcp"
    }
  }
}

Remote-Endpunkte

https://stepcode.dev/api/mcpstreamable-http

Was es kann

Tool-Inventar

Tools (4)

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🟢list_howto_pages

List every published how-to page on stepcode.dev — 36 analysis x tool cells (Excel, Google Sheets, R, Python, SQL, DAX/Power BI) with slug, title, analysis family, tool, vertical and whether the tool's approach diverges from the others.

Eingabe-Schema

{
  "type": "object",
  "properties": {},
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Ausgabe-Schema

{
  "type": "object",
  "properties": {
    "count": {
      "type": "number"
    },
    "pages": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "slug": {
            "type": "string"
          },
          "title": {
            "type": "string"
          },
          "analysis": {
            "type": "string"
          },
          "analysisSlug": {
            "type": "string"
          },
          "tool": {
            "type": "string"
          },
          "vertical": {
            "type": "string"
          },
          "diverges": {
            "type": "boolean"
          }
        },
        "required": [
          "slug",
          "title",
          "analysis",
          "analysisSlug",
          "tool",
          "vertical",
          "diverges"
        ],
        "additionalProperties": false
      }
    }
  },
  "required": [
    "count",
    "pages"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#",
  "additionalProperties": false
}
🟢search_howto_pages(analysisSlug, tool, vertical, query)

Filter the how-to index by analysis family, tool, vertical, and/or a case-insensitive text query against title, analysis name, intro, problem statement, and step operations (with practitioner-synonym coverage, e.g. attrition/turnover/churn, logistic regression/classifier, power bi/dax, diversity/simpson/blau). All filters are optional and combine with AND; call with no arguments to get every page (same as list_howto_pages).

Eingabe-Schema

{
  "type": "object",
  "properties": {
    "analysisSlug": {
      "description": "Analysis family slug, e.g. flight-risk-predict-which-employees-will-resign.",
      "type": "string"
    },
    "tool": {
      "description": "Tool slug, e.g. excel, sheets, r, python, sql, dax.",
      "type": "string"
    },
    "vertical": {
      "description": "Vertical slug, e.g. hr.",
      "type": "string"
    },
    "query": {
      "description": "Case-insensitive text query against title, analysis name, intro, problem statement, and step operations.",
      "type": "string"
    }
  },
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Ausgabe-Schema

{
  "type": "object",
  "properties": {
    "count": {
      "type": "number"
    },
    "pages": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "slug": {
            "type": "string"
          },
          "title": {
            "type": "string"
          },
          "analysis": {
            "type": "string"
          },
          "analysisSlug": {
            "type": "string"
          },
          "tool": {
            "type": "string"
          },
          "vertical": {
            "type": "string"
          },
          "diverges": {
            "type": "boolean"
          }
        },
        "required": [
          "slug",
          "title",
          "analysis",
          "analysisSlug",
          "tool",
          "vertical",
          "diverges"
        ],
        "additionalProperties": false
      }
    }
  },
  "required": [
    "count",
    "pages"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#",
  "additionalProperties": false
}
🟢get_howto_page(slug)

Get the full howto/v2 contract for one page by slug (from list_howto_pages / search_howto_pages): intro, per-step teach/intent/code, divergence notes, cross-tool links, and grounding.

Eingabe-Schema

{
  "type": "object",
  "properties": {
    "slug": {
      "type": "string",
      "description": "How-to page slug, e.g. flight-risk-predict-which-employees-will-resign-in-excel."
    }
  },
  "required": [
    "slug"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Ausgabe-Schema

{
  "type": "object",
  "properties": {
    "page": {
      "type": "object",
      "properties": {
        "contract": {
          "type": "string"
        },
        "slug": {
          "type": "string"
        },
        "title": {
          "type": "string"
        },
        "h1": {
          "type": "string"
        },
        "coordinates": {
          "type": "object",
          "properties": {
            "analysis": {
              "type": "string"
            },
            "analysisSlug": {
              "type": "string"
            },
            "tool": {
              "type": "string"
            },
            "toolLabel": {
              "type": "string"
            },
            "vertical": {
              "type": "string"
            },
            "verticalLabel": {
              "type": "string"
            },
            "ops": {
              "type": "array",
              "items": {
                "type": "string"
              }
            }
          },
          "required": [
            "analysis",
            "analysisSlug",
            "tool",
            "toolLabel",
            "vertical",
            "verticalLabel",
            "ops"
          ],
          "additionalProperties": false
        },
        "intro": {
          "type": "string"
        },
        "steps": {
          "type": "array",
          "items": {
            "type": "object",
            "properties": {
              "op": {
                "type": "string"
              },
              "artifact": {
                "type": "string"
              },
              "inputs": {
                "type": "array",
                "items": {
                  "type": "string"
                }
              },
              "goal": {
                "type": "string"
              },
              "bridge": {
                "type": "string"
              },
              "callouts": {
                "type": "array",
                "items": {
                  "type": "object",
                  "properties": {
                    "type": {
                      "type": "string"
                    },
                    "body": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "type",
                    "body"
                  ],
                  "additionalProperties": false
                }
              },
              "how": {
                "type": "string"
              },
              "code": {
                "type": "string"
              },
              "expect": {
                "type": "string"
              },
              "divergence": {
                "type": "boolean"
              }
            },
            "required": [
              "op",
              "artifact",
              "inputs",
              "goal",
              "bridge",
              "callouts",
              "how",
              "code",
              "expect",
              "divergence"
            ],
            "additionalProperties": false
          }
        },
        "verdict": {
          "type": "string"
        },
        "divergences": {
          "type": "array",
          "items": {
            "type": "string"
          }
        },
        "crossTools": {
          "type": "array",
          "items": {
            "type": "object",
            "properties": {
              "tool": {
                "type": "string"
              },
              "toolLabel": {
                "type": "string"
              },
              "slug": {
                "type": "string"
              },
              "diverges": {
                "type": "boolean"
              }
            },
            "required": [
              "tool",
              "toolLabel",
              "slug",
              "diverges"
            ],
            "additionalProperties": false
          }
        },
        "grounding": {
          "type": "object",
          "properties": {
            "source": {
              "type": "string"
            },
            "book": {
              "type": "string"
            }
          },
          "required": [
            "source",
            "book"
          ],
          "additionalProperties": false
        },
        "routing": {
          "type": "object",
          "properties": {
            "guides": {
              "type": "array",
              "items": {
                "type": "string"
              }
            },
            "toolbox": {
              "type": [
                "string",
                "null"
              ]
            },
            "service": {
              "type": "boolean"
            }
          },
          "required": [
            "guides",
            "toolbox",
            "service"
          ],
          "additionalProperties": false
        }
      },
      "required": [
        "contract",
        "slug",
        "title",
        "h1",
        "coordinates",
        "intro",
        "steps",
        "divergences",
        "crossTools",
        "grounding",
        "routing"
      ],
      "additionalProperties": false
    }
  },
  "required": [
    "page"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#",
  "additionalProperties": false
}
🟢list_analysis_families

List the analysis families on stepcode.dev (e.g. flight-risk, diversity-index-EBIT-impact) with the tools each is shown in and how many pages exist for it.

Eingabe-Schema

{
  "type": "object",
  "properties": {},
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Ausgabe-Schema

{
  "type": "object",
  "properties": {
    "count": {
      "type": "number"
    },
    "families": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "analysisSlug": {
            "type": "string"
          },
          "analysis": {
            "type": "string"
          },
          "vertical": {
            "type": "string"
          },
          "tools": {
            "type": "array",
            "items": {
              "type": "string"
            }
          },
          "pageCount": {
            "type": "number"
          }
        },
        "required": [
          "analysisSlug",
          "analysis",
          "vertical",
          "tools",
          "pageCount"
        ],
        "additionalProperties": false
      }
    }
  },
  "required": [
    "count",
    "families"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#",
  "additionalProperties": false
}

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