mollendorff-forge 10.0.0-beta.8

Battle-tested financial math for AI. 173 Excel-compatible functions validated against Gnumeric & R. MCP integration, Monte Carlo, Decision Trees, Real Options.
Documentation
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//! Forge MCP Server implementation
//!
//! Provides the MCP server that AI agents use to interact with Forge.
//! Uses the rmcp SDK for Model Context Protocol over stdin/stdout.

use std::collections::HashMap;
use std::path::{Path, PathBuf};

use rmcp::handler::server::router::tool::ToolRouter;
use rmcp::handler::server::wrapper::Parameters;
use rmcp::model::{ServerCapabilities, ServerInfo};
use rmcp::{tool, tool_handler, tool_router, ServerHandler};
use tempfile::TempDir;

use crate::cli::calculate_core;
use crate::cli::{
    audit_core, bayesian_core, bootstrap_core, compare_core, decision_tree_core, examples_core,
    export_buffer_core, export_core, functions_core, goal_seek_core, import_core,
    real_options_core, scenarios_core, schema_core, sensitivity_core, simulate_core, tornado_core,
    validate_core, variance_core,
};

use super::types::{
    AuditRequest, BayesianRequest, BootstrapRequest, BreakEvenRequest, CalculateRequest,
    CompareRequest, DecisionTreeRequest, ExamplesRequest, ExportRequest, FunctionsRequest,
    GoalSeekRequest, ImportRequest, RealOptionsRequest, ScenariosRequest, SchemaRequest,
    SensitivityRequest, SimulateRequest, TornadoRequest, ValidateRequest, VarianceRequest,
};

// ═══════════════════════════════════════════════════════════════════════════
// INLINE CONTENT HELPERS
// ═══════════════════════════════════════════════════════════════════════════

/// Resolve model input from either a file path or inline YAML content.
///
/// Returns `(PathBuf, Option<TempDir>)` — the `TempDir` guard must be kept
/// alive in the caller so the temp files are not cleaned up prematurely.
fn resolve_model_input(
    file_path: Option<&str>,
    content: Option<&str>,
    includes: Option<&HashMap<String, String>>,
) -> Result<(PathBuf, Option<TempDir>), String> {
    match (file_path, content) {
        (Some(_), Some(_)) => Err("Provide either file_path or content, not both".into()),
        (None, None) => Err("Either file_path or content is required".into()),
        (Some(path), None) => Ok((PathBuf::from(path), None)),
        (None, Some(yaml)) => {
            let tmp = TempDir::new().map_err(|e| format!("Failed to create temp dir: {e}"))?;
            resolve_inline_includes(yaml, includes, tmp.path())?;
            std::fs::write(tmp.path().join("model.yaml"), yaml)
                .map_err(|e| format!("Failed to write temp model: {e}"))?;
            Ok((tmp.path().join("model.yaml"), Some(tmp)))
        },
    }
}

/// Write inline include files into the temp directory.
///
/// Parses `_includes` entries from the YAML, matches each `as` namespace
/// to the `includes` map, and writes the content using the `file` field
/// as the filename (creating subdirectories if needed).
fn resolve_inline_includes(
    yaml: &str,
    includes: Option<&HashMap<String, String>>,
    dir: &Path,
) -> Result<(), String> {
    // Quick check: does the YAML contain _includes?
    let parsed: serde_yaml_ng::Value =
        serde_yaml_ng::from_str(yaml).map_err(|e| format!("Invalid YAML: {e}"))?;

    let includes_seq = match parsed.get("_includes") {
        Some(serde_yaml_ng::Value::Sequence(seq)) => seq,
        Some(_) => return Err("_includes must be a sequence".into()),
        None => return Ok(()), // No _includes — nothing to resolve
    };

    let map = includes.ok_or(
        "Model has _includes but no 'includes' map was provided. \
         Pass inline content for each included namespace.",
    )?;

    for entry in includes_seq {
        let file = entry
            .get("file")
            .and_then(serde_yaml_ng::Value::as_str)
            .ok_or("Each _includes entry must have a 'file' field")?;

        let namespace = entry
            .get("as")
            .and_then(serde_yaml_ng::Value::as_str)
            .ok_or_else(|| format!("Include '{file}' must have an 'as' field"))?;

        let include_content = map.get(namespace).ok_or_else(|| {
            format!(
                "No content provided for include namespace '{namespace}'. \
                 Add it to the 'includes' map."
            )
        })?;

        let dest = dir.join(file);
        if let Some(parent) = dest.parent() {
            std::fs::create_dir_all(parent)
                .map_err(|e| format!("Failed to create dir for include '{file}': {e}"))?;
        }
        std::fs::write(&dest, include_content)
            .map_err(|e| format!("Failed to write include '{file}': {e}"))?;
    }

    Ok(())
}

// ═══════════════════════════════════════════════════════════════════════════
// SERVER
// ═══════════════════════════════════════════════════════════════════════════

/// Forge MCP Server
#[derive(Debug, Clone)]
pub struct ForgeMcpServer {
    tool_router: ToolRouter<Self>,
}

impl ForgeMcpServer {
    #[must_use]
    pub fn new() -> Self {
        Self {
            tool_router: Self::tool_router(),
        }
    }
}

impl Default for ForgeMcpServer {
    fn default() -> Self {
        Self::new()
    }
}

/// Serialize a successful result to JSON string.
fn to_json<T: serde::Serialize>(result: &T) -> String {
    serde_json::to_string(result).unwrap_or_default()
}

#[tool_router]
#[allow(clippy::unused_self)] // rmcp #[tool] macro requires &self on all tool methods
impl ForgeMcpServer {
    // ═══════════════════════════════════════════════════════════════════════
    // CORE TOOLS
    // ═══════════════════════════════════════════════════════════════════════

    #[tool(
        name = "forge_validate",
        description = "Validate a Forge YAML model file for formula errors, circular dependencies, and type mismatches."
    )]
    fn validate(&self, Parameters(req): Parameters<ValidateRequest>) -> Result<String, String> {
        let (path, _tmpdir) = resolve_model_input(
            req.file_path.as_deref(),
            req.content.as_deref(),
            req.includes.as_ref(),
        )?;
        validate_core(&path)
            .map(|r| to_json(&r))
            .map_err(|e| format!("Validation failed: {e}"))
    }

    #[tool(
        name = "forge_calculate",
        description = "Calculate all formulas in a Forge YAML model and optionally update the file."
    )]
    fn calculate(&self, Parameters(req): Parameters<CalculateRequest>) -> Result<String, String> {
        let is_inline = req.content.is_some();
        let (path, _tmpdir) = resolve_model_input(
            req.file_path.as_deref(),
            req.content.as_deref(),
            req.includes.as_ref(),
        )?;
        let result = calculate_core(path.as_path(), req.dry_run, req.scenario.as_deref())
            .map_err(|e| format!("Calculation failed: {e}"))?;

        let mut json_val: serde_json::Value =
            serde_json::to_value(&result).map_err(|e| format!("Serialization failed: {e}"))?;

        // When using inline content with dry_run=false, read back the calculated file
        if is_inline && !req.dry_run {
            if let Ok(calculated) = std::fs::read_to_string(&path) {
                json_val["calculated_content"] = serde_json::Value::String(calculated);
            }
        }

        serde_json::to_string(&json_val).map_err(|e| format!("Serialization failed: {e}"))
    }

    #[tool(
        name = "forge_audit",
        description = "Audit a specific variable to see its dependency tree and calculated value."
    )]
    fn audit(&self, Parameters(req): Parameters<AuditRequest>) -> Result<String, String> {
        let (path, _tmpdir) = resolve_model_input(
            req.file_path.as_deref(),
            req.content.as_deref(),
            req.includes.as_ref(),
        )?;
        audit_core(&path, &req.variable)
            .map(|r| to_json(&r))
            .map_err(|e| format!("Audit failed: {e}"))
    }

    #[tool(
        name = "forge_export",
        description = "Export a Forge YAML model to an Excel workbook. \
            If `excel_path` is provided, writes the .xlsx file to disk. \
            If omitted, returns the workbook inline as base64 in the \
            `excel_base64` response field (for sandboxed clients)."
    )]
    fn export(&self, Parameters(req): Parameters<ExportRequest>) -> Result<String, String> {
        let (path, _tmpdir) = resolve_model_input(
            req.yaml_path.as_deref(),
            req.content.as_deref(),
            req.includes.as_ref(),
        )?;
        req.excel_path.as_ref().map_or_else(
            || {
                export_buffer_core(&path)
                    .map(|r| to_json(&r))
                    .map_err(|e| format!("Export failed: {e}"))
            },
            |excel_path| {
                export_core(&path, Path::new(excel_path))
                    .map(|r| to_json(&r))
                    .map_err(|e| format!("Export failed: {e}"))
            },
        )
    }

    #[tool(
        name = "forge_import",
        description = "Import an Excel workbook into a Forge YAML model."
    )]
    fn import(&self, Parameters(req): Parameters<ImportRequest>) -> Result<String, String> {
        import_core(
            Path::new(&req.excel_path),
            Path::new(&req.yaml_path),
            false,
            false,
        )
        .map(|r| to_json(&r))
        .map_err(|e| format!("Import failed: {e}"))
    }

    // ═══════════════════════════════════════════════════════════════════════
    // FINANCIAL ANALYSIS TOOLS
    // ═══════════════════════════════════════════════════════════════════════

    #[tool(
        name = "forge_sensitivity",
        description = "Run sensitivity analysis by varying one or two input variables and observing output changes. Essential for what-if modeling and risk assessment."
    )]
    fn sensitivity(
        &self,
        Parameters(req): Parameters<SensitivityRequest>,
    ) -> Result<String, String> {
        let (path, _tmpdir) = resolve_model_input(
            req.file_path.as_deref(),
            req.content.as_deref(),
            req.includes.as_ref(),
        )?;
        sensitivity_core(
            &path,
            &req.vary,
            &req.range,
            req.vary2.as_deref(),
            req.range2.as_deref(),
            &req.output,
        )
        .map(|r| to_json(&r))
        .map_err(|e| format!("Sensitivity analysis failed: {e}"))
    }

    #[tool(
        name = "forge_goal_seek",
        description = "Find the input value needed to achieve a target output. Uses bisection solver. Example: 'What price do I need for $100K profit?'"
    )]
    fn goal_seek(&self, Parameters(req): Parameters<GoalSeekRequest>) -> Result<String, String> {
        let (path, _tmpdir) = resolve_model_input(
            req.file_path.as_deref(),
            req.content.as_deref(),
            req.includes.as_ref(),
        )?;
        goal_seek_core(
            &path,
            &req.target,
            req.value,
            &req.vary,
            (req.min, req.max),
            req.tolerance,
        )
        .map(|r| to_json(&r))
        .map_err(|e| format!("Goal seek failed: {e}"))
    }

    #[tool(
        name = "forge_break_even",
        description = "Find the break-even point where an output equals zero. Example: 'At what units does profit = 0?'"
    )]
    fn break_even(&self, Parameters(req): Parameters<BreakEvenRequest>) -> Result<String, String> {
        let (path, _tmpdir) = resolve_model_input(
            req.file_path.as_deref(),
            req.content.as_deref(),
            req.includes.as_ref(),
        )?;
        goal_seek_core(
            &path,
            &req.output,
            0.0,
            &req.vary,
            (req.min, req.max),
            0.0001,
        )
        .map(|r| to_json(&r))
        .map_err(|e| format!("Break-even analysis failed: {e}"))
    }

    #[tool(
        name = "forge_variance",
        description = "Compare budget vs actual with variance analysis. Shows absolute and percentage variances with favorable/unfavorable indicators."
    )]
    fn variance(&self, Parameters(req): Parameters<VarianceRequest>) -> Result<String, String> {
        let (budget_path, _tmpdir_b) = resolve_model_input(
            req.budget_path.as_deref(),
            req.budget_content.as_deref(),
            req.includes.as_ref(),
        )?;
        let (actual_path, _tmpdir_a) = resolve_model_input(
            req.actual_path.as_deref(),
            req.actual_content.as_deref(),
            req.includes.as_ref(),
        )?;
        let threshold = req.threshold.unwrap_or(10.0);
        variance_core(&budget_path, &actual_path, threshold)
            .map(|r| to_json(&r))
            .map_err(|e| format!("Variance analysis failed: {e}"))
    }

    #[tool(
        name = "forge_compare",
        description = "Compare calculation results across multiple scenarios side-by-side. Useful for what-if analysis."
    )]
    fn compare(&self, Parameters(req): Parameters<CompareRequest>) -> Result<String, String> {
        let (path, _tmpdir) = resolve_model_input(
            req.file_path.as_deref(),
            req.content.as_deref(),
            req.includes.as_ref(),
        )?;
        compare_core(&path, &req.scenarios)
            .map(|r| to_json(&r))
            .map_err(|e| format!("Scenario comparison failed: {e}"))
    }

    // ═══════════════════════════════════════════════════════════════════════
    // ANALYSIS ENGINE TOOLS
    // ═══════════════════════════════════════════════════════════════════════

    #[tool(
        name = "forge_simulate",
        description = "Run Monte Carlo simulation with probabilistic distributions (MC.Normal, MC.Triangular, MC.Uniform, MC.PERT, MC.Lognormal). Returns statistics, percentiles, and threshold probabilities."
    )]
    fn simulate(&self, Parameters(req): Parameters<SimulateRequest>) -> Result<String, String> {
        let (path, _tmpdir) = resolve_model_input(
            req.file_path.as_deref(),
            req.content.as_deref(),
            req.includes.as_ref(),
        )?;
        // MCP iteration counts are always small, saturating cast is safe
        #[allow(clippy::cast_possible_truncation)]
        let iterations = req.iterations.map(|n| n as usize);

        simulate_core(&path, iterations, req.seed, req.sampling.as_deref())
            .map_err(|e| format!("Simulation failed: {e}"))
            .and_then(|r| {
                r.to_json()
                    .map_err(|e| format!("Serialization failed: {e}"))
            })
    }

    #[tool(
        name = "forge_scenarios",
        description = "Run probability-weighted scenario analysis (Base/Bull/Bear). Each scenario overrides scalar values and calculates results."
    )]
    fn scenarios(&self, Parameters(req): Parameters<ScenariosRequest>) -> Result<String, String> {
        let (path, _tmpdir) = resolve_model_input(
            req.file_path.as_deref(),
            req.content.as_deref(),
            req.includes.as_ref(),
        )?;
        scenarios_core(&path, req.scenario_filter.as_deref())
            .map(|r| to_json(&r))
            .map_err(|e| format!("Scenario analysis failed: {e}"))
    }

    #[tool(
        name = "forge_decision_tree",
        description = "Analyze decision trees using backward induction. Returns optimal path, expected value, decision policy, and risk profile."
    )]
    fn decision_tree(
        &self,
        Parameters(req): Parameters<DecisionTreeRequest>,
    ) -> Result<String, String> {
        let (path, _tmpdir) = resolve_model_input(
            req.file_path.as_deref(),
            req.content.as_deref(),
            req.includes.as_ref(),
        )?;
        decision_tree_core(&path)
            .map(|r| to_json(&r))
            .map_err(|e| format!("Decision tree analysis failed: {e}"))
    }

    #[tool(
        name = "forge_real_options",
        description = "Value managerial flexibility (defer/expand/abandon) using real options pricing. Returns option values, exercise probabilities, and project value with options."
    )]
    fn real_options(
        &self,
        Parameters(req): Parameters<RealOptionsRequest>,
    ) -> Result<String, String> {
        let (path, _tmpdir) = resolve_model_input(
            req.file_path.as_deref(),
            req.content.as_deref(),
            req.includes.as_ref(),
        )?;
        real_options_core(&path)
            .map(|r| to_json(&r))
            .map_err(|e| format!("Real options analysis failed: {e}"))
    }

    #[tool(
        name = "forge_tornado",
        description = "Generate tornado sensitivity diagram. Varies each input one-at-a-time to show which inputs have the greatest impact on the output."
    )]
    fn tornado(&self, Parameters(req): Parameters<TornadoRequest>) -> Result<String, String> {
        let (path, _tmpdir) = resolve_model_input(
            req.file_path.as_deref(),
            req.content.as_deref(),
            req.includes.as_ref(),
        )?;
        tornado_core(&path, req.output_var.as_deref())
            .map(|r| to_json(&r))
            .map_err(|e| format!("Tornado analysis failed: {e}"))
    }

    #[tool(
        name = "forge_bootstrap",
        description = "Non-parametric bootstrap resampling for confidence intervals. Returns original estimate, bootstrap mean, std error, bias, and confidence intervals."
    )]
    fn bootstrap(&self, Parameters(req): Parameters<BootstrapRequest>) -> Result<String, String> {
        let (path, _tmpdir) = resolve_model_input(
            req.file_path.as_deref(),
            req.content.as_deref(),
            req.includes.as_ref(),
        )?;
        #[allow(clippy::cast_possible_truncation)]
        let iterations = req.iterations.map(|n| n as usize);

        bootstrap_core(&path, iterations, req.seed, req.confidence_levels)
            .map(|r| to_json(&r))
            .map_err(|e| format!("Bootstrap analysis failed: {e}"))
    }

    #[tool(
        name = "forge_bayesian",
        description = "Bayesian network inference. Query posterior probabilities with optional evidence. Returns probability distributions for each variable state."
    )]
    fn bayesian(&self, Parameters(req): Parameters<BayesianRequest>) -> Result<String, String> {
        let (path, _tmpdir) = resolve_model_input(
            req.file_path.as_deref(),
            req.content.as_deref(),
            req.includes.as_ref(),
        )?;
        let evidence = req.evidence.unwrap_or_default();
        bayesian_core(&path, req.query_var.as_deref(), &evidence)
            .map(|r| to_json(&r))
            .map_err(|e| format!("Bayesian inference failed: {e}"))
    }

    // ═══════════════════════════════════════════════════════════════════════
    // DISCOVERY TOOLS
    // ═══════════════════════════════════════════════════════════════════════

    #[tool(
        name = "forge_schema",
        description = "Get JSON Schema for Forge YAML model formats. Use to understand the structure of valid Forge model files."
    )]
    fn schema(&self, Parameters(req): Parameters<SchemaRequest>) -> Result<String, String> {
        schema_core(req.version.as_deref()).map_err(|e| format!("Schema error: {e}"))
    }

    #[tool(
        name = "forge_functions",
        description = "List all 173 supported Excel-compatible functions with descriptions and syntax. Organized by category (Financial, Statistical, Math, Lookup, etc.)."
    )]
    fn functions(&self, Parameters(_req): Parameters<FunctionsRequest>) -> Result<String, String> {
        functions_core()
            .map(|r| to_json(&r))
            .map_err(|e| format!("Functions list failed: {e}"))
    }

    #[tool(
        name = "forge_examples",
        description = "Get runnable YAML examples for all Forge capabilities. Use without a name to list available examples, or specify a name to get the full YAML content."
    )]
    fn examples(&self, Parameters(req): Parameters<ExamplesRequest>) -> Result<String, String> {
        examples_core(req.name.as_deref())
            .map(|r| to_json(&r))
            .map_err(|e| format!("Examples error: {e}"))
    }
}

#[tool_handler]
impl ServerHandler for ForgeMcpServer {
    fn get_info(&self) -> ServerInfo {
        ServerInfo::new(ServerCapabilities::builder().enable_tools().build())
            .with_instructions("Forge MCP Server - 20 tools for AI-native financial modeling. Core: validate, calculate, audit, export, import. Analysis: sensitivity, goal-seek, break-even, variance, compare. Engines: simulate (Monte Carlo), scenarios, decision-tree, real-options, tornado, bootstrap, bayesian. Discovery: schema, functions, examples. 173 Excel-compatible functions. All tools return structured JSON.")
            .with_server_info(
                rmcp::model::Implementation::new("forge", env!("CARGO_PKG_VERSION"))
            )
    }
}

#[cfg(test)]
mod tests {
    use super::*;
    use rmcp::handler::server::wrapper::Parameters;
    use tempfile::TempDir;

    /// Helper: get Ok text or panic with the error string
    fn ok_text(result: Result<String, String>) -> String {
        result.expect("expected Ok result")
    }

    /// Helper: get Err text or panic
    fn err_text(result: Result<String, String>) -> String {
        result.expect_err("expected Err result")
    }

    /// Minimal valid YAML model for inline content tests
    const INLINE_YAML: &str = r#"
_forge_version: "5.0.0"
scalars:
  revenue:
    value: 100000
  costs:
    value: 60000
  profit:
    value: 0
    formula: "=revenue - costs"
"#;

    // ═══════════════════════════════════════════════════════════════════════
    // SERVER INFO TESTS
    // ═══════════════════════════════════════════════════════════════════════

    #[test]
    fn test_server_get_info() {
        let server = ForgeMcpServer::new();
        let info = server.get_info();
        assert_eq!(info.server_info.name, "forge");
        assert!(info.instructions.is_some());
        assert!(info.capabilities.tools.is_some());
    }

    #[test]
    fn test_tool_count() {
        let server = ForgeMcpServer::new();
        let tools = server.tool_router.list_all();
        assert_eq!(tools.len(), 20, "Expected 20 tools, got {}", tools.len());
    }

    #[test]
    fn test_tool_names() {
        let server = ForgeMcpServer::new();
        let tools = server.tool_router.list_all();
        let names: Vec<&str> = tools.iter().map(|t| t.name.as_ref()).collect();

        // Core tools
        assert!(names.contains(&"forge_validate"));
        assert!(names.contains(&"forge_calculate"));
        assert!(names.contains(&"forge_audit"));
        assert!(names.contains(&"forge_export"));
        assert!(names.contains(&"forge_import"));
        // Financial analysis tools
        assert!(names.contains(&"forge_sensitivity"));
        assert!(names.contains(&"forge_goal_seek"));
        assert!(names.contains(&"forge_break_even"));
        assert!(names.contains(&"forge_variance"));
        assert!(names.contains(&"forge_compare"));
        // Analysis engine tools
        assert!(names.contains(&"forge_simulate"));
        assert!(names.contains(&"forge_scenarios"));
        assert!(names.contains(&"forge_decision_tree"));
        assert!(names.contains(&"forge_real_options"));
        assert!(names.contains(&"forge_tornado"));
        assert!(names.contains(&"forge_bootstrap"));
        assert!(names.contains(&"forge_bayesian"));
        // Discovery tools
        assert!(names.contains(&"forge_schema"));
        assert!(names.contains(&"forge_functions"));
        assert!(names.contains(&"forge_examples"));
    }

    #[test]
    fn test_tool_schemas_are_objects() {
        let server = ForgeMcpServer::new();
        let tools = server.tool_router.list_all();

        for tool in &tools {
            assert_eq!(
                tool.input_schema.get("type").and_then(|v| v.as_str()),
                Some("object"),
                "Tool {} schema missing type: object",
                tool.name
            );
        }
    }

    // ═══════════════════════════════════════════════════════════════════════
    // TOOL CALL TESTS WITH FIXTURES
    // ═══════════════════════════════════════════════════════════════════════

    #[test]
    fn test_call_validate_success() {
        let server = ForgeMcpServer::new();
        let result = server.validate(Parameters(ValidateRequest {
            file_path: Some("test-data/budget.yaml".into()),
            content: None,
            includes: None,
            verbose: false,
        }));
        assert!(result.is_ok());
    }

    #[test]
    fn test_call_validate_nonexistent() {
        let server = ForgeMcpServer::new();
        let result = server.validate(Parameters(ValidateRequest {
            file_path: Some("nonexistent.yaml".into()),
            content: None,
            includes: None,
            verbose: false,
        }));
        assert!(result.is_err());
    }

    #[test]
    fn test_call_calculate_dry_run() {
        let server = ForgeMcpServer::new();
        let result = server.calculate(Parameters(CalculateRequest {
            file_path: Some("test-data/budget.yaml".into()),
            content: None,
            includes: None,
            dry_run: true,
            scenario: None,
        }));
        assert!(result.is_ok());
    }

    #[test]
    fn test_call_calculate_nonexistent() {
        let server = ForgeMcpServer::new();
        let result = server.calculate(Parameters(CalculateRequest {
            file_path: Some("nonexistent.yaml".into()),
            content: None,
            includes: None,
            dry_run: true,
            scenario: None,
        }));
        assert!(result.is_err());
    }

    #[test]
    fn test_call_audit() {
        let server = ForgeMcpServer::new();
        // audit may succeed or fail, but should not panic
        let _ = server.audit(Parameters(AuditRequest {
            file_path: Some("test-data/budget.yaml".into()),
            content: None,
            includes: None,
            variable: "assumptions.profit".into(),
        }));
    }

    #[test]
    fn test_call_export() {
        let temp_dir = TempDir::new().unwrap();
        let output = temp_dir.path().join("mcp_test_export.xlsx");

        let server = ForgeMcpServer::new();
        let result = server.export(Parameters(ExportRequest {
            yaml_path: Some("test-data/budget.yaml".into()),
            content: None,
            includes: None,
            excel_path: Some(output.to_str().unwrap().into()),
        }));
        assert!(result.is_ok());
    }

    #[test]
    fn test_call_import() {
        let temp_dir = TempDir::new().unwrap();
        let excel_path = temp_dir.path().join("import_test.xlsx");
        let yaml_path = temp_dir.path().join("imported.yaml");

        let server = ForgeMcpServer::new();

        // First export to create Excel file
        let _ = server.export(Parameters(ExportRequest {
            yaml_path: Some("test-data/budget.yaml".into()),
            content: None,
            includes: None,
            excel_path: Some(excel_path.to_str().unwrap().into()),
        }));

        // Then import
        let result = server.import(Parameters(ImportRequest {
            excel_path: excel_path.to_str().unwrap().into(),
            yaml_path: yaml_path.to_str().unwrap().into(),
        }));
        assert!(result.is_ok());
    }

    #[test]
    fn test_call_sensitivity() {
        let server = ForgeMcpServer::new();
        // May succeed or fail depending on test fixture
        let _ = server.sensitivity(Parameters(SensitivityRequest {
            file_path: Some("test-data/sensitivity_test.yaml".into()),
            content: None,
            includes: None,
            vary: "price".into(),
            range: "80,120,10".into(),
            output: "profit".into(),
            vary2: None,
            range2: None,
        }));
    }

    #[test]
    fn test_call_sensitivity_two_var() {
        let server = ForgeMcpServer::new();
        let _ = server.sensitivity(Parameters(SensitivityRequest {
            file_path: Some("test-data/sensitivity_test.yaml".into()),
            content: None,
            includes: None,
            vary: "price".into(),
            range: "80,120,10".into(),
            output: "profit".into(),
            vary2: Some("quantity".into()),
            range2: Some("100,200,50".into()),
        }));
    }

    #[test]
    fn test_call_goal_seek() {
        let server = ForgeMcpServer::new();
        let _ = server.goal_seek(Parameters(GoalSeekRequest {
            file_path: Some("test-data/budget.yaml".into()),
            content: None,
            includes: None,
            target: "assumptions.profit".into(),
            value: 0.0,
            vary: "assumptions.revenue".into(),
            min: Some(50_000.0),
            max: Some(200_000.0),
            tolerance: 0.01,
        }));
    }

    #[test]
    fn test_call_break_even() {
        let server = ForgeMcpServer::new();
        let _ = server.break_even(Parameters(BreakEvenRequest {
            file_path: Some("test-data/budget.yaml".into()),
            content: None,
            includes: None,
            output: "assumptions.profit".into(),
            vary: "assumptions.revenue".into(),
            min: Some(50_000.0),
            max: Some(200_000.0),
        }));
    }

    #[test]
    fn test_call_variance() {
        let server = ForgeMcpServer::new();
        let result = server.variance(Parameters(VarianceRequest {
            budget_path: Some("test-data/budget.yaml".into()),
            budget_content: None,
            actual_path: Some("test-data/budget.yaml".into()),
            actual_content: None,
            includes: None,
            threshold: Some(10.0),
        }));
        assert!(result.is_ok());
    }

    #[test]
    fn test_call_compare() {
        let server = ForgeMcpServer::new();
        let result = server.compare(Parameters(CompareRequest {
            file_path: Some("test-data/budget.yaml".into()),
            content: None,
            includes: None,
            scenarios: vec!["base".into(), "optimistic".into()],
        }));
        // Expected to fail - no scenarios in budget.yaml
        assert!(result.is_err());
    }

    #[test]
    fn test_call_compare_empty_scenarios() {
        let server = ForgeMcpServer::new();
        let _ = server.compare(Parameters(CompareRequest {
            file_path: Some("test-data/budget.yaml".into()),
            content: None,
            includes: None,
            scenarios: vec![],
        }));
    }

    // ═══════════════════════════════════════════════════════════════════════
    // ANALYSIS ENGINE TOOL TESTS
    // ═══════════════════════════════════════════════════════════════════════

    #[test]
    fn test_call_simulate() {
        let dir = TempDir::new().unwrap();
        let file = dir.path().join("mc.yaml");
        std::fs::write(
            &file,
            r#"
_forge_version: "5.0.0"
monte_carlo:
  enabled: true
  iterations: 100
  seed: 42
  outputs:
    - variable: revenue
      percentiles: [50]
scalars:
  revenue:
    value: 100000
    formula: "=MC.Normal(100000, 15000)"
"#,
        )
        .unwrap();

        let server = ForgeMcpServer::new();
        let text = ok_text(server.simulate(Parameters(SimulateRequest {
            file_path: Some(file.to_str().unwrap().into()),
            content: None,
            includes: None,
            iterations: None,
            seed: None,
            sampling: None,
        })));
        let parsed: serde_json::Value = serde_json::from_str(&text).unwrap();
        assert!(
            parsed["monte_carlo_results"]["iterations"]
                .as_u64()
                .unwrap()
                > 0
        );
    }

    #[test]
    fn test_call_simulate_nonexistent() {
        let server = ForgeMcpServer::new();
        let result = server.simulate(Parameters(SimulateRequest {
            file_path: Some("nonexistent.yaml".into()),
            content: None,
            includes: None,
            iterations: None,
            seed: None,
            sampling: None,
        }));
        assert!(result.is_err());
    }

    #[test]
    fn test_call_scenarios_dispatch() {
        let server = ForgeMcpServer::new();
        let e = err_text(server.scenarios(Parameters(ScenariosRequest {
            file_path: Some("test-data/budget.yaml".into()),
            content: None,
            includes: None,
            scenario_filter: None,
        })));
        assert!(e.contains("scenarios"));
    }

    #[test]
    fn test_call_scenarios_nonexistent() {
        let server = ForgeMcpServer::new();
        assert!(server
            .scenarios(Parameters(ScenariosRequest {
                file_path: Some("nonexistent.yaml".into()),
                content: None,
                includes: None,
                scenario_filter: None,
            }))
            .is_err());
    }

    #[test]
    fn test_call_scenarios_structured_format() {
        // Validates that the ScenarioDefinition format (probability + description + scalars)
        // is accepted by both the model parser and the scenario engine.
        let content = r#"
_forge_version: "5.0.0"

price:
  value: 100
  formula: null
units:
  value: 50
  formula: null
revenue:
  value: null
  formula: "=price * units"

scenarios:
  high:
    probability: 0.5
    description: "High price scenario"
    scalars:
      price: 200
  low:
    probability: 0.5
    description: "Low price scenario"
    scalars:
      price: 50
"#;
        let server = ForgeMcpServer::new();
        let text = ok_text(server.scenarios(Parameters(ScenariosRequest {
            file_path: None,
            content: Some(content.to_string()),
            includes: None,
            scenario_filter: None,
        })));
        let parsed: serde_json::Value = serde_json::from_str(&text).unwrap();
        // Both scenarios should appear
        assert!(parsed["scenarios"].as_array().is_some());
        let scenarios = parsed["scenarios"].as_array().unwrap();
        assert_eq!(scenarios.len(), 2);
        // Expected value should be probability-weighted: 0.5*10000 + 0.5*2500 = 6250
        let ev = parsed["expected_values"]["revenue"].as_f64().unwrap();
        assert!((ev - 6250.0).abs() < 1.0, "Expected ~6250, got {ev}");
    }

    #[test]
    fn test_call_compare_structured_format() {
        // Validates that forge_compare works with the ScenarioDefinition format.
        let content = r#"
_forge_version: "5.0.0"

price:
  value: 100
  formula: null
units:
  value: 50
  formula: null
revenue:
  value: null
  formula: "=price * units"

scenarios:
  high:
    probability: 0.5
    description: "High price"
    scalars:
      price: 200
  low:
    probability: 0.5
    description: "Low price"
    scalars:
      price: 50
"#;
        let server = ForgeMcpServer::new();
        let text = ok_text(server.compare(Parameters(CompareRequest {
            file_path: None,
            content: Some(content.to_string()),
            includes: None,
            scenarios: vec!["high".to_string(), "low".to_string()],
        })));
        let parsed: serde_json::Value = serde_json::from_str(&text).unwrap();
        // Both scenarios should appear in results
        assert!(parsed["scenarios"].as_array().is_some());
        let scenarios = parsed["scenarios"].as_array().unwrap();
        assert_eq!(scenarios.len(), 2);
    }

    #[test]
    fn test_call_scenarios_grouped_scalar_override() {
        // Bug 1: scenario overrides must resolve short names to grouped paths.
        // "growth_rate" in the scenario should override "assumptions.growth_rate".
        let content = r#"
_forge_version: "5.0.0"

assumptions:
  growth_rate:
    value: 0.10
    formula: null
  revenue:
    value: 1000000
    formula: null

profit:
  value: null
  formula: "=assumptions.revenue * assumptions.growth_rate"

scenarios:
  bull:
    probability: 0.5
    scalars:
      growth_rate: 0.25
  bear:
    probability: 0.5
    scalars:
      growth_rate: 0.02
"#;
        let server = ForgeMcpServer::new();
        let text = ok_text(server.scenarios(Parameters(ScenariosRequest {
            file_path: None,
            content: Some(content.to_string()),
            includes: None,
            scenario_filter: None,
        })));
        let parsed: serde_json::Value = serde_json::from_str(&text).unwrap();
        let scenarios = parsed["scenarios"].as_array().unwrap();
        // Verify each scenario actually overrode the grouped scalar
        for s in scenarios {
            let name = s["name"].as_str().unwrap();
            let profit = s["scalars"]["profit"].as_f64().unwrap();
            match name {
                "bull" => assert!(
                    (profit - 250_000.0).abs() < 1.0,
                    "bull profit: expected 250000, got {profit}"
                ),
                "bear" => assert!(
                    (profit - 20_000.0).abs() < 1.0,
                    "bear profit: expected 20000, got {profit}"
                ),
                _ => panic!("unexpected scenario: {name}"),
            }
        }
    }

    #[test]
    fn test_call_compare_grouped_scalar_override() {
        // forge_compare with grouped scalars: short name resolves to group.name
        let content = r#"
_forge_version: "5.0.0"

assumptions:
  growth_rate:
    value: 0.10
    formula: null
  revenue:
    value: 1000000
    formula: null

profit:
  value: null
  formula: "=assumptions.revenue * assumptions.growth_rate"

scenarios:
  bull:
    growth_rate: 0.25
  bear:
    growth_rate: 0.02
"#;
        let server = ForgeMcpServer::new();
        let text = ok_text(server.compare(Parameters(CompareRequest {
            file_path: None,
            content: Some(content.to_string()),
            includes: None,
            scenarios: vec!["bull".to_string(), "bear".to_string()],
        })));
        let parsed: serde_json::Value = serde_json::from_str(&text).unwrap();
        let values = &parsed["values"];
        // profit should differ between scenarios (overrides reached the grouped variable)
        let bull_profit = values["profit"]["bull"].as_f64().unwrap();
        let bear_profit = values["profit"]["bear"].as_f64().unwrap();
        assert!(
            (bull_profit - 250_000.0).abs() < 1.0,
            "bull profit: expected 250000, got {bull_profit}"
        );
        assert!(
            (bear_profit - 20_000.0).abs() < 1.0,
            "bear profit: expected 20000, got {bear_profit}"
        );
    }

    #[test]
    fn test_call_decision_tree() {
        let server = ForgeMcpServer::new();
        let text = ok_text(server.decision_tree(Parameters(DecisionTreeRequest {
            file_path: Some("examples/decision-tree.yaml".into()),
            content: None,
            includes: None,
        })));
        let parsed: serde_json::Value = serde_json::from_str(&text).unwrap();
        assert!(parsed["optimal_path"].as_array().is_some());
    }

    #[test]
    fn test_call_real_options() {
        let server = ForgeMcpServer::new();
        let text = ok_text(server.real_options(Parameters(RealOptionsRequest {
            file_path: Some("examples/real-options.yaml".into()),
            content: None,
            includes: None,
        })));
        let parsed: serde_json::Value = serde_json::from_str(&text).unwrap();
        assert!(parsed["total_option_value"].as_f64().is_some());
    }

    #[test]
    fn test_call_tornado() {
        let server = ForgeMcpServer::new();
        let text = ok_text(server.tornado(Parameters(TornadoRequest {
            file_path: Some("examples/tornado.yaml".into()),
            content: None,
            includes: None,
            output_var: None,
        })));
        let parsed: serde_json::Value = serde_json::from_str(&text).unwrap();
        assert!(parsed["base_value"].as_f64().is_some());
    }

    #[test]
    fn test_call_bootstrap() {
        let server = ForgeMcpServer::new();
        let text = ok_text(server.bootstrap(Parameters(BootstrapRequest {
            file_path: Some("examples/bootstrap.yaml".into()),
            content: None,
            includes: None,
            iterations: None,
            seed: Some(42),
            confidence_levels: None,
        })));
        let parsed: serde_json::Value = serde_json::from_str(&text).unwrap();
        assert!(parsed["original_estimate"].as_f64().is_some());
    }

    #[test]
    fn test_call_bayesian_dispatch() {
        let server = ForgeMcpServer::new();
        let e = err_text(server.bayesian(Parameters(BayesianRequest {
            file_path: Some("test-data/budget.yaml".into()),
            content: None,
            includes: None,
            query_var: None,
            evidence: None,
        })));
        assert!(e.contains("bayesian_network"));
    }

    #[test]
    fn test_call_bayesian_with_evidence() {
        let server = ForgeMcpServer::new();
        // Should fail (no bayesian_network section), but should not panic
        let _ = server.bayesian(Parameters(BayesianRequest {
            file_path: Some("test-data/budget.yaml".into()),
            content: None,
            includes: None,
            query_var: None,
            evidence: Some(vec!["economy=growth".into()]),
        }));
    }

    // ═══════════════════════════════════════════════════════════════════════
    // DISCOVERY TOOL TESTS
    // ═══════════════════════════════════════════════════════════════════════

    #[test]
    fn test_call_schema_v5() {
        let server = ForgeMcpServer::new();
        let text = ok_text(server.schema(Parameters(SchemaRequest {
            version: Some("v5".into()),
        })));
        assert!(text.contains("$schema"));
    }

    #[test]
    fn test_call_schema_v1() {
        let server = ForgeMcpServer::new();
        assert!(server
            .schema(Parameters(SchemaRequest {
                version: Some("v1".into()),
            }))
            .is_ok());
    }

    #[test]
    fn test_call_schema_list() {
        let server = ForgeMcpServer::new();
        let text = ok_text(server.schema(Parameters(SchemaRequest { version: None })));
        assert!(text.contains("available_versions"));
    }

    #[test]
    fn test_call_schema_invalid() {
        let server = ForgeMcpServer::new();
        assert!(server
            .schema(Parameters(SchemaRequest {
                version: Some("v99".into()),
            }))
            .is_err());
    }

    #[test]
    fn test_call_functions() {
        let server = ForgeMcpServer::new();
        let text = ok_text(server.functions(Parameters(FunctionsRequest {})));
        let parsed: serde_json::Value = serde_json::from_str(&text).unwrap();
        assert_eq!(parsed["edition"], "enterprise");
        assert!(parsed["total"].as_u64().unwrap() >= 170);
    }

    #[test]
    fn test_call_examples_list() {
        let server = ForgeMcpServer::new();
        let text = ok_text(server.examples(Parameters(ExamplesRequest { name: None })));
        let parsed: serde_json::Value = serde_json::from_str(&text).unwrap();
        assert!(parsed.as_array().is_some_and(|a| a.len() >= 9));
    }

    #[test]
    fn test_call_examples_specific() {
        let server = ForgeMcpServer::new();
        let text = ok_text(server.examples(Parameters(ExamplesRequest {
            name: Some("monte-carlo".into()),
        })));
        let parsed: serde_json::Value = serde_json::from_str(&text).unwrap();
        assert_eq!(parsed["name"], "monte-carlo");
        assert!(parsed["content"]
            .as_str()
            .is_some_and(|c| c.contains("monte_carlo")));
    }

    #[test]
    fn test_call_examples_unknown() {
        let server = ForgeMcpServer::new();
        assert!(server
            .examples(Parameters(ExamplesRequest {
                name: Some("nonexistent".into()),
            }))
            .is_err());
    }

    // ═══════════════════════════════════════════════════════════════════════
    // STRUCTURED RESULT VERIFICATION TESTS
    // ═══════════════════════════════════════════════════════════════════════

    #[test]
    fn test_validate_returns_structured_json() {
        let server = ForgeMcpServer::new();
        let text = ok_text(server.validate(Parameters(ValidateRequest {
            file_path: Some("test-data/budget.yaml".into()),
            content: None,
            includes: None,
            verbose: false,
        })));
        let parsed: serde_json::Value = serde_json::from_str(&text).unwrap();
        assert!(parsed.get("tables_valid").is_some());
        assert!(parsed.get("scalars_valid").is_some());
        assert!(parsed.get("table_count").is_some());
    }

    #[test]
    fn test_calculate_returns_structured_json() {
        let server = ForgeMcpServer::new();
        let text = ok_text(server.calculate(Parameters(CalculateRequest {
            file_path: Some("test-data/budget.yaml".into()),
            content: None,
            includes: None,
            dry_run: true,
            scenario: None,
        })));
        let parsed: serde_json::Value = serde_json::from_str(&text).unwrap();
        assert!(parsed.get("tables").is_some());
        assert!(parsed.get("scalars").is_some());
        assert_eq!(parsed["dry_run"], true);
    }

    // ═══════════════════════════════════════════════════════════════════════
    // INLINE CONTENT TESTS
    // ═══════════════════════════════════════════════════════════════════════

    #[test]
    fn test_resolve_model_input_file_path() {
        let (path, tmpdir) =
            resolve_model_input(Some("test-data/budget.yaml"), None, None).unwrap();
        assert_eq!(path, PathBuf::from("test-data/budget.yaml"));
        assert!(tmpdir.is_none());
    }

    #[test]
    fn test_resolve_model_input_content() {
        let (path, tmpdir) = resolve_model_input(None, Some(INLINE_YAML), None).unwrap();
        assert!(tmpdir.is_some());
        assert!(path.exists());
        assert!(path.ends_with("model.yaml"));
    }

    #[test]
    fn test_resolve_model_input_both_error() {
        let result = resolve_model_input(Some("file.yaml"), Some("content"), None);
        assert_eq!(
            result.unwrap_err(),
            "Provide either file_path or content, not both"
        );
    }

    #[test]
    fn test_resolve_model_input_neither_error() {
        let result = resolve_model_input(None, None, None);
        assert_eq!(
            result.unwrap_err(),
            "Either file_path or content is required"
        );
    }

    #[test]
    fn test_inline_validate() {
        let server = ForgeMcpServer::new();
        let text = ok_text(server.validate(Parameters(ValidateRequest {
            file_path: None,
            content: Some(INLINE_YAML.into()),
            includes: None,
            verbose: false,
        })));
        let parsed: serde_json::Value = serde_json::from_str(&text).unwrap();
        assert!(parsed.get("scalars_valid").is_some());
    }

    #[test]
    fn test_inline_calculate_dry_run() {
        let server = ForgeMcpServer::new();
        let text = ok_text(server.calculate(Parameters(CalculateRequest {
            file_path: None,
            content: Some(INLINE_YAML.into()),
            includes: None,
            dry_run: true,
            scenario: None,
        })));
        let parsed: serde_json::Value = serde_json::from_str(&text).unwrap();
        assert!(parsed.get("scalars").is_some());
        assert_eq!(parsed["dry_run"], true);
        // dry_run should not have calculated_content
        assert!(parsed.get("calculated_content").is_none());
    }

    #[test]
    fn test_inline_calculate_write_back() {
        let server = ForgeMcpServer::new();
        let text = ok_text(server.calculate(Parameters(CalculateRequest {
            file_path: None,
            content: Some(INLINE_YAML.into()),
            includes: None,
            dry_run: false,
            scenario: None,
        })));
        let parsed: serde_json::Value = serde_json::from_str(&text).unwrap();
        // Non-dry-run with inline content should include calculated_content
        assert!(parsed.get("calculated_content").is_some());
        let calculated = parsed["calculated_content"].as_str().unwrap();
        assert!(calculated.contains("profit"));
    }

    #[test]
    fn test_inline_with_includes() {
        let yaml_with_includes = r#"
_forge_version: "5.0.0"
_includes:
  - file: "pricing.yaml"
    as: "pricing"
scalars:
  total:
    value: 100
"#;
        let pricing_yaml = r#"
_forge_version: "5.0.0"
scalars:
  price:
    value: 50
"#;
        let mut includes = HashMap::new();
        includes.insert("pricing".into(), pricing_yaml.into());

        let server = ForgeMcpServer::new();
        let text = ok_text(server.validate(Parameters(ValidateRequest {
            file_path: None,
            content: Some(yaml_with_includes.into()),
            includes: Some(includes),
            verbose: false,
        })));
        let parsed: serde_json::Value = serde_json::from_str(&text).unwrap();
        assert!(parsed.get("scalars_valid").is_some());
    }

    #[test]
    fn test_inline_includes_missing_namespace() {
        let yaml_with_includes = r#"
_forge_version: "5.0.0"
_includes:
  - file: "pricing.yaml"
    as: "pricing"
scalars:
  total:
    value: 100
"#;
        // Provide includes map but with wrong namespace
        let mut includes = HashMap::new();
        includes.insert("wrong_namespace".into(), "content".into());

        let server = ForgeMcpServer::new();
        let result = server.validate(Parameters(ValidateRequest {
            file_path: None,
            content: Some(yaml_with_includes.into()),
            includes: Some(includes),
            verbose: false,
        }));
        let err = err_text(result);
        assert!(err.contains("pricing"));
    }

    #[test]
    fn test_inline_includes_no_map() {
        let yaml_with_includes = r#"
_forge_version: "5.0.0"
_includes:
  - file: "pricing.yaml"
    as: "pricing"
scalars:
  total:
    value: 100
"#;
        let server = ForgeMcpServer::new();
        let result = server.validate(Parameters(ValidateRequest {
            file_path: None,
            content: Some(yaml_with_includes.into()),
            includes: None,
            verbose: false,
        }));
        let err = err_text(result);
        assert!(err.contains("includes"));
    }

    #[test]
    fn test_inline_includes_nested_dir() {
        let yaml_with_includes = r#"
_forge_version: "5.0.0"
_includes:
  - file: "data/sub/pricing.yaml"
    as: "pricing"
scalars:
  total:
    value: 100
"#;
        let pricing_yaml = r#"
_forge_version: "5.0.0"
scalars:
  price:
    value: 25
"#;
        let mut includes = HashMap::new();
        includes.insert("pricing".into(), pricing_yaml.into());

        let server = ForgeMcpServer::new();
        let text = ok_text(server.validate(Parameters(ValidateRequest {
            file_path: None,
            content: Some(yaml_with_includes.into()),
            includes: Some(includes),
            verbose: false,
        })));
        let parsed: serde_json::Value = serde_json::from_str(&text).unwrap();
        assert!(parsed.get("scalars_valid").is_some());
    }

    #[test]
    fn test_inline_variance() {
        let budget = r#"
_forge_version: "5.0.0"
scalars:
  revenue:
    value: 100000
  costs:
    value: 60000
"#;
        let actual = r#"
_forge_version: "5.0.0"
scalars:
  revenue:
    value: 95000
  costs:
    value: 65000
"#;
        let server = ForgeMcpServer::new();
        let result = server.variance(Parameters(VarianceRequest {
            budget_path: None,
            budget_content: Some(budget.into()),
            actual_path: None,
            actual_content: Some(actual.into()),
            includes: None,
            threshold: Some(10.0),
        }));
        assert!(result.is_ok());
    }

    #[test]
    fn test_inline_export() {
        let temp_dir = TempDir::new().unwrap();
        let output = temp_dir.path().join("inline_export.xlsx");

        let server = ForgeMcpServer::new();
        let result = server.export(Parameters(ExportRequest {
            yaml_path: None,
            content: Some(INLINE_YAML.into()),
            includes: None,
            excel_path: Some(output.to_str().unwrap().into()),
        }));
        assert!(result.is_ok());
    }

    #[test]
    fn test_inline_export_buffer() {
        // When excel_path is omitted, should return base64-encoded Excel content
        let server = ForgeMcpServer::new();
        let text = ok_text(server.export(Parameters(ExportRequest {
            yaml_path: None,
            content: Some(INLINE_YAML.into()),
            includes: None,
            excel_path: None,
        })));
        let parsed: serde_json::Value = serde_json::from_str(&text).unwrap();
        assert!(parsed["excel_base64"].as_str().is_some());
        assert!(parsed["byte_count"].as_u64().unwrap() > 0);
        // Verify it's valid base64 that decodes to an xlsx magic number (PK\x03\x04)
        let b64 = parsed["excel_base64"].as_str().unwrap();
        let bytes =
            base64::Engine::decode(&base64::engine::general_purpose::STANDARD, b64).unwrap();
        assert_eq!(
            &bytes[..4],
            b"PK\x03\x04",
            "Should be a valid ZIP/XLSX header"
        );
    }
}