diff --git a/cli/src/commands/pipeline/docs.ts b/cli/src/commands/pipeline/docs.ts
index b360c8b802..abee64cbf3 100644
--- a/cli/src/commands/pipeline/docs.ts
+++ b/cli/src/commands/pipeline/docs.ts
@@ -43,7 +43,7 @@ async function fetchDeployedGraph(
 }
 
 // Render the pipeline graph as a markdown document.
-function generatePipelineMarkdown(
+export function generatePipelineMarkdown(
   folder: string,
   graph: AssetGraph,
   datatableSchemas: any[],
@@ -73,7 +73,26 @@ function generatePipelineMarkdown(
     }
   }
 
-  const scripts = graph.runnables.filter((r) => r.usage_kind === "script").map((r) => r.path).sort();
+  // `// macros` libraries are definition-only nodes (not runnable pipeline
+  // steps), so they get their own section below and are excluded from the
+  // per-script listing + the script count.
+  const macroLibs = graph.runnables
+    .filter((r) => r.usage_kind === "script" && (r.macros?.length ?? 0) > 0)
+    .sort((a, b) => a.path.localeCompare(b.path));
+  const macroLibPaths = new Set(macroLibs.map((r) => r.path));
+  const macroConsumersByLib = new Map<string, { consumer: string; names: string[]; viaUse?: boolean }[]>();
+  for (const me of graph.macro_edges ?? []) {
+    (macroConsumersByLib.get(me.lib_path) ?? macroConsumersByLib.set(me.lib_path, []).get(me.lib_path)!).push({
+      consumer: me.consumer_path,
+      names: me.macro_names,
+      viaUse: me.via_use,
+    });
+  }
+
+  const scripts = graph.runnables
+    .filter((r) => r.usage_kind === "script" && !macroLibPaths.has(r.path))
+    .map((r) => r.path)
+    .sort();
 
   let md = `# Pipeline \`f/${folder}\`
 
@@ -85,7 +104,7 @@ produces data by reading/writing assets in its body (\`datatable://\`,
 \`ducklake://\`, \`s3://\`, \`volume://\`). The cascade runs a producer, then every
 downstream subscriber, in topological order.
 
-- **${scripts.length}** script${scripts.length === 1 ? "" : "s"} · **${graph.assets.length}** asset${graph.assets.length === 1 ? "" : "s"}
+- **${scripts.length}** script${scripts.length === 1 ? "" : "s"} · **${graph.assets.length}** asset${graph.assets.length === 1 ? "" : "s"}${macroLibs.length > 0 ? ` · **${macroLibs.length}** macro librar${macroLibs.length === 1 ? "y" : "ies"}` : ""}
 
 ## Scripts
 
@@ -107,6 +126,30 @@ downstream subscriber, in topological order.
     md += `\n`;
   }
 
+  // Macro libraries: `// macros` scripts whose macros are injected into consuming
+  // DuckDB scripts at run time. List each library's signatures and its callers so
+  // an agent discovers the reuse layer instead of re-inlining the logic.
+  if (macroLibs.length > 0) {
+    md += `## Macro libraries\n\n`;
+    md += `\`// macros\` DuckDB libraries. Their \`CREATE MACRO\` definitions are injected as\nTEMP macros into consuming scripts at run time — call a macro by name, or force the\nwhole library in with \`// use <lib-path>\` (needed for macros only reached via dynamic SQL).\n\n`;
+    for (const lib of macroLibs) {
+      md += `### \`${lib.path}\`\n\n`;
+      for (const m of lib.macros ?? []) {
+        md += `- \`${m.name}(${m.params ?? ""})\`${m.is_table ? " → TABLE" : ""}\n`;
+      }
+      const consumers = [...(macroConsumersByLib.get(lib.path) ?? [])].sort((a, b) =>
+        a.consumer.localeCompare(b.consumer),
+      );
+      if (consumers.length > 0) {
+        md += `- **Used by:**\n`;
+        for (const c of consumers) {
+          md += `  - \`${c.consumer}\` (${c.viaUse ? "via \`// use\`" : `calls ${c.names.map((n) => `\`${n}\``).join(", ")}`})\n`;
+        }
+      }
+      md += `\n`;
+    }
+  }
+
   // Datatable schemas, restricted to datatables this pipeline references.
   const referencedDatatables = new Set(
     graph.assets.filter((a) => a.kind === "datatable").map((a) => a.path.split("/")[0]),
diff --git a/cli/src/commands/pipeline/duckdbMacros.ts b/cli/src/commands/pipeline/duckdbMacros.ts
new file mode 100644
index 0000000000..be505874d7
--- /dev/null
+++ b/cli/src/commands/pipeline/duckdbMacros.ts
@@ -0,0 +1,261 @@
+// Faithful TS port of the lexical rules in
+// `backend/parsers/windmill-parser/src/duckdb_macros.rs` — keep the two in
+// lockstep. Deliberately lexical, not an AST parse: over-matching a call only
+// draws a spurious edge, never a wrong run. A macro reached only through dynamic
+// SQL (`query('…')`) is invisible to call detection here as on the server —
+// `// use <lib>` forces the whole-library edge instead.
+
+export type ParsedMacro = {
+  // Lowercased bare identifier (DuckDB identifiers are case-insensitive unquoted;
+  // qualified / quoted names are rejected, matching the backend).
+  name: string;
+  // Verbatim text inside the parameter parens (may be empty).
+  params: string;
+  isTable: boolean;
+};
+
+// Case-insensitive whole-word prefix strip (whitespace-bounded). Returns the
+// remainder with leading whitespace trimmed, or null when `s` does not start with
+// `kw` as a whole word. `kw` must be lowercase. Mirrors `strip_kw`.
+function stripKw(s: string, kw: string): string | null {
+  if (s.length < kw.length) return null;
+  if (s.slice(0, kw.length).toLowerCase() !== kw) return null;
+  const after = s.slice(kw.length);
+  if (after.length === 0 || /^\s/.test(after)) return after.replace(/^\s+/, "");
+  return null;
+}
+
+function isIdent(s: string): boolean {
+  return /^[A-Za-z_][A-Za-z0-9_]*$/.test(s);
+}
+
+// Split a script body into `;`-terminated statements with line comments
+// (`--`, `//`), block comments (`/* */`), and quoted spans stripped/preserved as
+// in the SQL executor. Char-wise (not byte-wise) so multi-byte text survives.
+// Mirrors `split_statements`.
+export function splitStatements(sql: string): string[] {
+  const out: string[] = [];
+  let cur = "";
+  const chars = [...sql];
+  let i = 0;
+  const n = chars.length;
+  while (i < n) {
+    const c = chars[i];
+    // line comment: `--` (SQL) or `//` (Windmill annotation prefix)
+    if (
+      (c === "-" && i + 1 < n && chars[i + 1] === "-") ||
+      (c === "/" && i + 1 < n && chars[i + 1] === "/")
+    ) {
+      while (i < n && chars[i] !== "\n") i += 1;
+      continue;
+    }
+    // block comment
+    if (c === "/" && i + 1 < n && chars[i + 1] === "*") {
+      i += 2;
+      while (i + 1 < n && !(chars[i] === "*" && chars[i + 1] === "/")) i += 1;
+      i += 2;
+      continue;
+    }
+    // single-quoted string ('' escapes an embedded quote)
+    if (c === "'") {
+      cur += c;
+      i += 1;
+      while (i < n) {
+        cur += chars[i];
+        if (chars[i] === "'") {
+          if (i + 1 < n && chars[i + 1] === "'") {
+            cur += "'";
+            i += 2;
+            continue;
+          }
+          i += 1;
+          break;
+        }
+        i += 1;
+      }
+      continue;
+    }
+    // double-quoted identifier
+    if (c === '"') {
+      cur += c;
+      i += 1;
+      while (i < n) {
+        cur += chars[i];
+        if (chars[i] === '"') {
+          i += 1;
+          break;
+        }
+        i += 1;
+      }
+      continue;
+    }
+    if (c === ";") {
+      const t = cur.trim();
+      if (t !== "") out.push(t);
+      cur = "";
+      i += 1;
+      continue;
+    }
+    cur += c;
+    i += 1;
+  }
+  const t = cur.trim();
+  if (t !== "") out.push(t);
+  return out;
+}
+
+// Parse one comment-free, `;`-less statement as a CREATE MACRO. Returns null when
+// the statement is not a well-formed macro definition (unlike the backend, which
+// distinguishes "not macro-shaped" from "malformed" to surface deploy errors —
+// the local graph is lenient and simply skips anything it can't read). Mirrors
+// `parse_create_macro` for the shape it accepts.
+export function parseCreateMacro(stmt: string): ParsedMacro | null {
+  let rest = stripKw(stmt.trim(), "create");
+  if (rest === null) return null;
+  const afterOr = stripKw(rest, "or");
+  if (afterOr !== null) {
+    const afterReplace = stripKw(afterOr, "replace");
+    if (afterReplace === null) return null; // CREATE OR <not replace>
+    rest = afterReplace;
+  }
+  const afterTemp = stripKw(rest, "temp") ?? stripKw(rest, "temporary");
+  if (afterTemp !== null) rest = afterTemp;
+  // `FUNCTION` is DuckDB's alias for `MACRO`.
+  const afterMacro = stripKw(rest, "macro") ?? stripKw(rest, "function");
+  if (afterMacro === null) return null;
+  rest = afterMacro;
+
+  const nameEndMatch = rest.match(/[\s(]/);
+  const nameEnd = nameEndMatch ? nameEndMatch.index! : rest.length;
+  const rawName = rest.slice(0, nameEnd);
+  if (rawName === "" || rawName.includes(".") || rawName.includes('"') || !isIdent(rawName)) {
+    return null;
+  }
+  const name = rawName.toLowerCase();
+
+  rest = rest.slice(nameEnd).replace(/^\s+/, "");
+  if (!rest.startsWith("(")) return null;
+  // Balanced-paren scan for the verbatim param list; skip quoted spans (a default
+  // value may contain a paren).
+  const pchars = [...rest];
+  let depth = 0;
+  let j = 0;
+  let close = -1;
+  while (j < pchars.length) {
+    const ch = pchars[j];
+    if (ch === "(") depth += 1;
+    else if (ch === ")") {
+      depth -= 1;
+      if (depth === 0) {
+        close = j;
+        break;
+      }
+    } else if (ch === "'" || ch === '"') {
+      const q = ch;
+      j += 1;
+      while (j < pchars.length && pchars[j] !== q) j += 1;
+    }
+    j += 1;
+  }
+  if (close === -1) return null; // unbalanced
+  const params = pchars.slice(1, close).join("").trim();
+
+  const afterParams = pchars.slice(close + 1).join("").replace(/^\s+/, "");
+  let body = stripKw(afterParams, "as");
+  if (body === null) return null;
+  let isTable = false;
+  const afterTable = stripKw(body, "table");
+  if (afterTable !== null) {
+    body = afterTable;
+    isTable = true;
+  }
+  const trimmedBody = body.replace(/;+\s*$/, "").trim();
+  if (trimmedBody === "") return null; // empty body
+  return { name, params, isTable };
+}
+
+// All well-formed macro definitions in a `// macros` library body, in source
+// order. Non-macro statements (setup: ATTACH/INSTALL/… ) are skipped.
+export function parseMacroLibrary(sql: string): ParsedMacro[] {
+  const out: ParsedMacro[] = [];
+  for (const stmt of splitStatements(sql)) {
+    const m = parseCreateMacro(stmt);
+    if (m) out.push(m);
+  }
+  return out;
+}
+
+// Names from `names` that `sql` calls: an identifier token immediately followed
+// by `(` (after optional whitespace), not `.`-qualified, outside strings and
+// comments. Lexical (over-matching only adds an unused edge). Mirrors
+// `detect_macro_calls`.
+export function detectMacroCalls(sql: string, names: Set<string>): Set<string> {
+  const found = new Set<string>();
+  if (names.size === 0) return found;
+  for (const stmt of splitStatements(sql)) {
+    const chars = [...stmt];
+    const n = chars.length;
+    let i = 0;
+    let prev: string | undefined = undefined;
+    while (i < n) {
+      const c = chars[i];
+      if (c === "'" || c === '"') {
+        const q = c;
+        i += 1;
+        while (i < n && chars[i] !== q) i += 1;
+        i += 1;
+        prev = q;
+        continue;
+      }
+      const isIdentStart = /[A-Za-z_]/.test(c);
+      const prevBlocks = prev !== undefined && /[.A-Za-z0-9_]/.test(prev);
+      if (isIdentStart && !prevBlocks) {
+        const start = i;
+        while (i < n && /[A-Za-z0-9_]/.test(chars[i])) i += 1;
+        const word = chars.slice(start, i).join("").toLowerCase();
+        let k = i;
+        while (k < n && /\s/.test(chars[k])) k += 1;
+        if (k < n && chars[k] === "(" && names.has(word)) found.add(word);
+        prev = chars[i - 1];
+        continue;
+      }
+      prev = c;
+      i += 1;
+    }
+  }
+  return found;
+}
+
+// Scan the LEADING comment header for the `// macros` marker and `// use <lib>`
+// annotations, independent of the wasm parser (which drops both). Faithful mirror
+// of the canonical `parse_pipeline_annotations` (asset_parser.rs): each line's
+// prefix is stripped as `//`, `--`, or `#` REGARDLESS of language (a DuckDB
+// library may legitimately head its annotations with `// macros`), scanning stops
+// at the first non-comment line, the marker must stand alone on its line, and a
+// `// use` target is a single whitespace-free token containing `/`.
+export function parseMacroAnnotations(
+  content: string,
+): { macros: boolean; useLibs: string[] } {
+  let macros = false;
+  const useLibs: string[] = [];
+  for (const raw of content.split("\n")) {
+    const line = raw.replace(/^\s+/, "");
+    if (line === "") continue;
+    let rest: string;
+    if (line.startsWith("//") || line.startsWith("--")) rest = line.slice(2);
+    else if (line.startsWith("#")) rest = line.slice(1);
+    else break; // first line of actual code ends the annotation header
+    rest = rest.replace(/^\s+/, "");
+    // marker: `macros` as the only content on the line (rejects `macros_v2`,
+    // `macros are below`)
+    if (/^macros\s*$/.test(rest)) {
+      macros = true;
+      continue;
+    }
+    // `use <lib>`: a single whitespace-free path token (must contain `/`, so
+    // prose like `use this to …` is dropped)
+    const u = rest.match(/^use\s+(\S+)\s*$/);
+    if (u && u[1].includes("/") && !useLibs.includes(u[1])) useLibs.push(u[1]);
+  }
+  return { macros, useLibs };
+}
diff --git a/cli/src/commands/pipeline/localGraph.ts b/cli/src/commands/pipeline/localGraph.ts
index df1018ff0d..c1a5882849 100644
--- a/cli/src/commands/pipeline/localGraph.ts
+++ b/cli/src/commands/pipeline/localGraph.ts
@@ -19,6 +19,12 @@ import * as log from "../../core/log.ts";
 import { exts, removeExtensionToPath } from "../script/script.ts";
 import { inferContentTypeFromFilePath } from "../../utils/script_common.ts";
 import { getWmillYamlPath } from "../../core/conf.ts";
+import {
+  detectMacroCalls,
+  parseMacroAnnotations,
+  parseMacroLibrary,
+  type ParsedMacro,
+} from "./duckdbMacros.ts";
 
 // Resolve the workspace root (the directory containing wmill.yaml) for reading
 // local files, falling back to the current directory.
@@ -53,8 +59,9 @@ export type GraphRunnable = {
   // schema-contract warnings; only present when set (default `warn` is absent),
   // mirroring the deployed graph node.
   materialize_on_schema_change?: string;
-  // `// macros` library: the macros it defines (deployed graph only — the wasm
-  // asset parser does not emit them). Non-empty ⇒ definition-only node.
+  // `// macros` library: the macros it defines. Derived locally by
+  // `buildMacroEdges` (the wasm asset parser emits neither the marker nor the
+  // registry). Non-empty ⇒ definition-only node.
   macros?: { name: string; params?: string; is_table?: boolean }[];
 };
 export type GraphEdge = {
@@ -89,7 +96,7 @@ export type AssetGraph = {
   edges: GraphEdge[];
   triggers: GraphTrigger[];
   // ƒ edges from a `// macros` library to the scripts calling its macros
-  // (deployed graph only).
+  // (present on both the deployed graph and the locally-derived one).
   macro_edges?: {
     lib_path: string;
     consumer_path: string;
@@ -456,6 +463,10 @@ export async function buildLocalPipelineGraph(args: {
   const folderDir = path.join(args.root, "f", folderClean);
   const all = await collectScripts(folderDir, args.root, args.defaultTs);
 
+  // `// macros` DuckDB libraries across the whole workspace (a pipeline may use a
+  // shared library outside its folder).
+  const libMacros = collectMacroLibraries(args.root);
+
   const runnables: GraphRunnable[] = [];
   const edges: GraphEdge[] = [];
   const triggers: GraphTrigger[] = [];
@@ -471,6 +482,26 @@ export async function buildLocalPipelineGraph(args: {
 
   for (const s of all) {
     const out = await inferScriptAssets(s.content, s.language);
+    // A `// macros` library is a pipeline-member node carrying its macro
+    // signatures — whether or not any consumer uses it — matching the deployed
+    // graph, which marks every macro library `auto_kind='pipeline'`. It is
+    // definition-only (no assets/triggers, never run), so we add just the node;
+    // it is NOT a previewable script (excluded from `pipelineScripts`).
+    const macroLibDefs = libMacros.get(s.path);
+    if (macroLibDefs) {
+      runnables.push({
+        path: s.path,
+        usage_kind: "script",
+        in_pipeline: true,
+        ...(out.tag ? { tag: out.tag } : {}),
+        macros: macroLibDefs.map((m) => ({
+          name: m.name,
+          params: m.params,
+          is_table: m.isTable,
+        })),
+      });
+      continue;
+    }
     if (!out.in_pipeline) continue; // not a pipeline member
     const retry = normalizeRetry(out.retry);
     const nativeTriggers = recoverHeaderNativeTriggers(s.content, s.language);
@@ -598,6 +629,8 @@ export async function buildLocalPipelineGraph(args: {
     }
   }
 
+  const macroEdges = buildMacroEdges(all, libMacros, runnables);
+
   const assets = [...assetSet.entries()].map(([key, a]) => {
     const derived_from = a.derived_from ?? derivedFromByKey.get(key);
     return derived_from ? { ...a, derived_from } : a;
@@ -609,7 +642,162 @@ export async function buildLocalPipelineGraph(args: {
       assets,
       edges,
       triggers,
+      ...(macroEdges.length > 0 ? { macro_edges: macroEdges } : {}),
     },
     scripts: pipelineScripts,
   };
 }
+
+// Every `// macros` DuckDB library in the workspace, keyed by its windmill path,
+// mapped to its parsed macro definitions. Walks the whole `f/` tree (not just the
+// pipeline folder) because the deployed graph resolves consumers against the
+// workspace-wide macro registry — a pipeline may `// use` / call a shared library
+// living outside its own folder. Only `*.duckdb.sql` files are read (macros are
+// DuckDB-only), so the extra walk stays cheap.
+function collectMacroLibraries(root: string): Map<string, ParsedMacro[]> {
+  const out = new Map<string, ParsedMacro[]>();
+  const walk = (dir: string) => {
+    let entries: fs.Dirent[];
+    try {
+      entries = fs.readdirSync(dir, { withFileTypes: true });
+    } catch {
+      return;
+    }
+    for (const e of entries) {
+      if (e.name.startsWith(".") || e.name === "node_modules") continue;
+      const abs = path.join(dir, e.name);
+      if (e.isDirectory()) {
+        walk(abs);
+        continue;
+      }
+      if (!e.isFile() || !e.name.endsWith(".duckdb.sql")) continue;
+      let content: string;
+      try {
+        content = fs.readFileSync(abs, "utf-8");
+      } catch {
+        continue;
+      }
+      if (!parseMacroAnnotations(content).macros) continue;
+      const relFromRoot = path.relative(root, abs).replaceAll("\\", "/");
+      out.set(removeExtensionToPath(relFromRoot), parseMacroLibrary(content));
+    }
+  };
+  walk(path.join(root, "f"));
+  return out;
+}
+
+// Derive lib→consumer edges (lexical calls + `// use`). In-folder libraries are
+// already member nodes; this adds any out-of-folder provider referenced by an
+// in-folder consumer. Mirrors the deployed `asset_graph`: libraries resolve
+// workspace-wide, consumers are folder-scoped.
+function buildMacroEdges(
+  all: LocalScript[],
+  libMacros: Map<string, ParsedMacro[]>,
+  runnables: GraphRunnable[],
+): NonNullable<AssetGraph["macro_edges"]> {
+  if (libMacros.size === 0) return [];
+  const useLibsByScript = new Map<string, string[]>();
+  for (const s of all) {
+    if (s.language !== "duckdb") continue;
+    const { useLibs } = parseMacroAnnotations(s.content);
+    if (useLibs.length > 0) useLibsByScript.set(s.path, useLibs);
+  }
+
+  // Macro name → providing library. Names are workspace-unique (the deploy path
+  // enforces this); on a local collision, last-writer-wins, harmlessly.
+  const providerByName = new Map<string, string>();
+  for (const [lib, macros] of libMacros) {
+    for (const m of macros) providerByName.set(m.name, lib);
+  }
+  const allMacroNames = new Set(providerByName.keys());
+
+  // Aggregate per (lib, consumer): the set of called macro names and whether the
+  // edge came (also) from a whole-library `// use`. Consumers are folder-scoped
+  // (`all` is this folder's scripts).
+  const pipelinePaths = new Set(runnables.map((r) => r.path));
+  type EdgeAgg = { names: Set<string>; viaUse: boolean };
+  // lib_path → consumer_path → aggregate. Nested (not a packed single-string key)
+  // so no separator can ever collide with a path.
+  const edgeMap = new Map<string, Map<string, EdgeAgg>>();
+  const aggFor = (lib: string, consumer: string): EdgeAgg => {
+    let byConsumer = edgeMap.get(lib);
+    if (!byConsumer) {
+      byConsumer = new Map();
+      edgeMap.set(lib, byConsumer);
+    }
+    let agg = byConsumer.get(consumer);
+    if (!agg) {
+      agg = { names: new Set(), viaUse: false };
+      byConsumer.set(consumer, agg);
+    }
+    return agg;
+  };
+  for (const s of all) {
+    if (s.language !== "duckdb") continue;
+    // Lexical call edges: the deploy path records `macro_usage` for EVERY DuckDB
+    // script in the folder (not only pipeline members) — including a macro
+    // library that calls another library's macros — so a lib→lib edge and its
+    // upstream provider node survive. Mirror that: any folder DuckDB script is a
+    // candidate consumer here.
+    for (const name of detectMacroCalls(s.content, allMacroNames)) {
+      const lib = providerByName.get(name)!;
+      if (lib === s.path) continue; // a library calling its own macro is not an edge
+      aggFor(lib, s.path).names.add(name);
+    }
+    // `// use` whole-library edges: the deployed graph re-parses these only from
+    // pipeline members (`annotations_by_path`), so scope them the same way.
+    if (!pipelinePaths.has(s.path)) continue;
+    for (const lib of useLibsByScript.get(s.path) ?? []) {
+      const macros = libMacros.get(lib);
+      // An out-of-tree / unknown `// use` target can't be resolved locally.
+      if (!macros || lib === s.path) continue;
+      const agg = aggFor(lib, s.path);
+      agg.viaUse = true;
+      for (const m of macros) agg.names.add(m.name);
+    }
+  }
+
+  const edges = [...edgeMap.entries()]
+    .flatMap(([lib_path, byConsumer]) =>
+      [...byConsumer.entries()].map(([consumer_path, agg]) => ({
+        lib_path,
+        consumer_path,
+        macro_names: [...agg.names].sort(),
+        // `via_use` is always present (the deployed `MacroEdge` serializes it
+        // unconditionally) so `--json` matches byte-for-byte.
+        via_use: agg.viaUse,
+      })),
+    )
+    .sort((a, b) =>
+      a.lib_path.localeCompare(b.lib_path) ||
+      a.consumer_path.localeCompare(b.consumer_path),
+    );
+
+  // In-folder libraries are already member nodes (added above with `in_pipeline`
+  // + macros). An OUT-OF-folder library referenced by an in-folder consumer is
+  // added here as a non-member provider node (no `in_pipeline`), matching the
+  // deployed graph, which folder-scopes membership but pulls the out-of-folder
+  // provider in as the edge's endpoint.
+  const libPaths = new Set<string>(edges.map((e) => e.lib_path));
+  for (const lib of libPaths) {
+    if (runnables.some((r) => r.path === lib)) continue;
+    const macros = (libMacros.get(lib) ?? []).map((m) => ({
+      name: m.name,
+      params: m.params,
+      is_table: m.isTable,
+    }));
+    runnables.push({ path: lib, usage_kind: "script", macros });
+  }
+  // Force every edge's CONSUMER endpoint into the node set too, like the deployed
+  // builder, so no edge dangles at a missing runnable. Members and libraries are
+  // already nodes; only a non-member DuckDB helper (calls a macro but isn't
+  // `// pipeline` and isn't itself a library) needs a bare node here.
+  for (const consumer of new Set(edges.map((e) => e.consumer_path))) {
+    if (!runnables.some((r) => r.path === consumer)) {
+      runnables.push({ path: consumer, usage_kind: "script" });
+    }
+  }
+  runnables.sort((a, b) => a.path.localeCompare(b.path));
+
+  return edges;
+}
diff --git a/cli/src/commands/pipeline/pipeline.ts b/cli/src/commands/pipeline/pipeline.ts
index 2d207444eb..0738283fba 100644
--- a/cli/src/commands/pipeline/pipeline.ts
+++ b/cli/src/commands/pipeline/pipeline.ts
@@ -304,8 +304,9 @@ async function renderGraph(
   }
 
   // `// macros` libraries: badge the node with the macros it defines and list
-  // its consumers as ƒ edges. Deployed graphs only — the local wasm parse does
-  // not emit `macros`/`macro_edges`, so local mode renders them as plain nodes.
+  // its consumers as ƒ edges. Populated on both the deployed graph and the local
+  // graph (localGraph.ts derives `macros`/`macro_edges` from the working tree,
+  // since the wasm asset parser emits neither).
   const macrosByLib = new Map(
     graph.runnables
       .filter((r) => (r.macros?.length ?? 0) > 0)
@@ -590,19 +591,25 @@ async function run(
     // Resolve relative imports from local (not-yet-deployed) content so a script
     // that imports a sibling workspace lib previews against local edits. Same
     // trick as `wmill dev` / `wmill app dev`; degrades to undefined gracefully.
-    try {
-      const codebases = await listSyncCodebases(merged);
-      const { buildPreviewTempScriptRefs } = await import(
-        "../generate-metadata/generate-metadata.ts"
-      );
-      tempScriptRefs = await buildPreviewTempScriptRefs(
-        workspace,
-        merged,
-        codebases,
-        { kind: "all" },
-      );
-    } catch {
-      // best-effort: relative imports fall back to deployed versions
+    // Skipped for `--dry-run`: it locks/uploads scripts as a side effect (it
+    // regenerates `*.script.yaml` / `*.script.lock` / `wmill-lock.yaml`), and a
+    // plan preview must stay READ-ONLY — the refs are only consumed when a
+    // preview job actually runs below, which dry-run never reaches.
+    if (!opts.dryRun) {
+      try {
+        const codebases = await listSyncCodebases(merged);
+        const { buildPreviewTempScriptRefs } = await import(
+          "../generate-metadata/generate-metadata.ts"
+        );
+        tempScriptRefs = await buildPreviewTempScriptRefs(
+          workspace,
+          merged,
+          codebases,
+          { kind: "all" },
+        );
+      } catch {
+        // best-effort: relative imports fall back to deployed versions
+      }
     }
   } else {
     graph = await apiGet<BCGraph>(
@@ -671,6 +678,20 @@ async function run(
       .filter((r) => r.usage_kind === "script" && (r.macros?.length ?? 0) > 0)
       .map((r) => r.path),
   );
+  // Non-runnable graph nodes: the macro libraries above, plus (under `--local`)
+  // any script node with no local file. The local graph surfaces macro-consumer
+  // nodes for lineage display — a DuckDB script that calls a macro but isn't a
+  // `// pipeline` member (so has no previewable content). They must never enter
+  // the run: as a manual root they'd be scheduled, and a preview would fail with
+  // no local content to send.
+  const notRunnablePaths = new Set<string>(macroLibPaths);
+  if (opts.local && localScripts) {
+    for (const r of graph.runnables) {
+      if (r.usage_kind === "script" && !localScripts.has(r.path)) {
+        notRunnablePaths.add(r.path);
+      }
+    }
+  }
 
   // Resolve the start. Two eligibility sets:
   //   `starts`       — schedule/manual roots (+ `--upload`-bound handlers). The
@@ -684,12 +705,12 @@ async function run(
   //                    unless `--upload`-bound.
   const starts = new Set(
     [...validStarts(graph), ...boundNodeIds].filter(
-      (id) => !macroLibPaths.has(scriptPathOf(id)),
+      (id) => !notRunnablePaths.has(scriptPathOf(id)),
     ),
   );
   const fromEligible = new Set(
     [...validFromStarts(graph), ...boundNodeIds].filter(
-      (id) => !macroLibPaths.has(scriptPathOf(id)),
+      (id) => !notRunnablePaths.has(scriptPathOf(id)),
     ),
   );
   // `runAll` = no `--from` on a multi-root pipeline (fan-in): run the whole
@@ -718,6 +739,14 @@ async function run(
         `--from '${opts.from}' is a \`// macros\` library — definition-only, injected into consuming scripts at run time, never a runnable step.`,
       );
     }
+    // A `--local` display-only node (a non-`// pipeline` DuckDB script surfaced
+    // only because it calls a macro) has no previewable content — reject it
+    // clearly rather than admitting it and silently producing an empty plan.
+    if (notRunnablePaths.has(scriptPathOf(resolved))) {
+      throw new Error(
+        `--from '${opts.from}' isn't a \`// pipeline\` script — it appears in the local graph only as a macro consumer (lineage). Mark it \`// pipeline\` to run it.`,
+      );
+    }
     if (!resolved.startsWith("script:")) {
       throw new Error(
         `--from '${opts.from}' is an asset, not a runnable — start a run from a script (assets are produced, not run).`,
@@ -829,10 +858,10 @@ async function run(
     }
   }
 
-  // Selections can still pull a macro library in via graph reachability (e.g.
-  // whole-pipeline mode collects every root's closure) — drop them before
-  // ordering so they never run.
-  for (const p of macroLibPaths) selectedScripts.delete(p);
+  // Selections can still pull a non-runnable node in via graph reachability (e.g.
+  // whole-pipeline mode collects every root's closure) — drop macro libraries and
+  // local-only display nodes before ordering so they never run.
+  for (const p of notRunnablePaths) selectedScripts.delete(p);
 
   const { order, cyclic } = topoOrder(graph, selectedScripts);
   if (cyclic.length > 0) {
diff --git a/cli/test/duckdb_macros_unit.test.ts b/cli/test/duckdb_macros_unit.test.ts
new file mode 100644
index 0000000000..9ad1fec568
--- /dev/null
+++ b/cli/test/duckdb_macros_unit.test.ts
@@ -0,0 +1,87 @@
+import { expect, test } from "bun:test";
+
+import {
+  detectMacroCalls,
+  parseCreateMacro,
+  parseMacroAnnotations,
+  parseMacroLibrary,
+  splitStatements,
+} from "../src/commands/pipeline/duckdbMacros.ts";
+
+// These mirror the accepted-shape cases of the backend parser
+// (backend/parsers/windmill-parser/src/duckdb_macros.rs) so the local graph
+// derives the same macro registry the server records at deploy.
+
+test("parseCreateMacro: scalar, OR REPLACE / TEMP / TABLE, FUNCTION alias", () => {
+  expect(parseCreateMacro("CREATE MACRO surrogate_key(a, b) AS md5(concat_ws('||', a, b))")).toEqual(
+    { name: "surrogate_key", params: "a, b", isTable: false },
+  );
+  expect(parseCreateMacro("CREATE OR REPLACE TEMP MACRO top_n(t_max) AS TABLE SELECT * FROM t")).toEqual(
+    { name: "top_n", params: "t_max", isTable: true },
+  );
+  // FUNCTION is DuckDB's alias for MACRO; name lowercased
+  expect(parseCreateMacro("create function Dbl(a) as a * 2")).toEqual(
+    { name: "dbl", params: "a", isTable: false },
+  );
+});
+
+test("parseCreateMacro: default params + nested/string parens in the param list", () => {
+  expect(
+    parseCreateMacro("CREATE MACRO safe_div(a, b, fallback := (0)) AS CASE WHEN b = 0 THEN fallback ELSE a / b END")?.params,
+  ).toBe("a, b, fallback := (0)");
+  expect(parseCreateMacro("CREATE MACRO f(sep := '(') AS concat(sep, 'x')")?.params).toBe("sep := '('");
+});
+
+test("parseCreateMacro: rejects non-macro, qualified/quoted names, missing params/body", () => {
+  expect(parseCreateMacro("SELECT 1")).toBeNull();
+  expect(parseCreateMacro("CREATE TABLE t(x int)")).toBeNull();
+  expect(parseCreateMacro("CREATE MACRO lake.m(a) AS a")).toBeNull();
+  expect(parseCreateMacro('CREATE MACRO "weird name"(a) AS a')).toBeNull();
+  expect(parseCreateMacro("CREATE MACRO m AS 1")).toBeNull(); // no params
+  expect(parseCreateMacro("CREATE MACRO m(a) AS")).toBeNull(); // empty body
+  expect(parseCreateMacro("CREATE OR MACRO m(a) AS a")).toBeNull(); // OR without REPLACE
+});
+
+test("splitStatements strips comments/strings and parseMacroLibrary skips setup", () => {
+  const lib = `-- macros
+ATTACH 'x.duckdb' AS ext;
+CREATE MACRO m1(a) AS a; -- inline comment ; not a split
+CREATE MACRO m2(b) AS b + 1;`;
+  expect(splitStatements("SELECT 1; -- c ; still\nSELECT ';' AS x;").length).toBe(2);
+  expect(parseMacroLibrary(lib).map((m) => m.name)).toEqual(["m1", "m2"]);
+});
+
+test("detectMacroCalls: word-boundary, case-insensitive, skips qualified/strings/comments", () => {
+  const ns = new Set(["dbl", "avg_x"]);
+  const found = detectMacroCalls("SELECT DBL(1), my_dbl(2), avg_x (3) FROM t", ns);
+  expect([...found].sort()).toEqual(["avg_x", "dbl"]);
+  expect(detectMacroCalls("SELECT lake.dbl(1)", new Set(["dbl"])).size).toBe(0);
+  expect(detectMacroCalls("SELECT 'dbl(1)'", new Set(["dbl"])).size).toBe(0);
+  expect(detectMacroCalls("-- dbl(1)\nSELECT 1", new Set(["dbl"])).size).toBe(0);
+  expect(detectMacroCalls("SELECT dbl FROM t", new Set(["dbl"])).size).toBe(0); // no call parens
+});
+
+test("parseMacroAnnotations: leading-header only, marker stands alone, `// use` needs a path token", () => {
+  expect(parseMacroAnnotations("-- macros\nCREATE MACRO m(a) AS a;")).toEqual({
+    macros: true,
+    useLibs: [],
+  });
+  // marker with trailing prose is not the macros marker
+  expect(parseMacroAnnotations("-- macros are below\nSELECT 1;").macros).toBe(false);
+  // `// use` accumulates path-shaped tokens, dedups, and stops at the body
+  expect(
+    parseMacroAnnotations("-- pipeline\n-- use f/lib/a\n-- use f/lib/a\n-- use notapath\nSELECT 1;").useLibs,
+  ).toEqual(["f/lib/a"]);
+  // an annotation after code is ignored (leading header only)
+  expect(parseMacroAnnotations("SELECT 1;\n-- use f/lib/a").useLibs).toEqual([]);
+});
+
+test("parseMacroAnnotations accepts `//`, `--`, and `#` prefixes (backend parity, any language)", () => {
+  // The canonical backend parser strips `//`/`--`/`#` regardless of language, so
+  // a DuckDB library headed with `// macros` (not `-- macros`) must be detected.
+  expect(parseMacroAnnotations("// macros\nCREATE MACRO m(a) AS a;").macros).toBe(true);
+  expect(parseMacroAnnotations("# macros\nSELECT 1;").macros).toBe(true);
+  expect(parseMacroAnnotations("// use f/lib/a\nSELECT 1;").useLibs).toEqual(["f/lib/a"]);
+  // mixed prefixes in one header both register
+  expect(parseMacroAnnotations("// pipeline\n-- use f/lib/a\nSELECT 1;").useLibs).toEqual(["f/lib/a"]);
+});
diff --git a/cli/test/pipeline_local_graph_unit.test.ts b/cli/test/pipeline_local_graph_unit.test.ts
index b6cdfaa809..377da60851 100644
--- a/cli/test/pipeline_local_graph_unit.test.ts
+++ b/cli/test/pipeline_local_graph_unit.test.ts
@@ -321,6 +321,300 @@ test("`# volume:` producer connects to its `# on volume://` consumer", async ()
   );
 });
 
+test("`// macros` library: node with signatures + call-detected consumer edge, counted", async () => {
+  // The wasm asset parser drops `// macros`/`// use`; the CLI-side lexical scan
+  // must surface the library node, its macro signatures, and the caller edge so
+  // `--local` reaches parity with the deployed graph.
+  await withFolder(
+    {
+      "macros_finance.duckdb.sql":
+        `-- macros\nCREATE MACRO net_revenue(gross, refunds) AS gross - refunds;\nCREATE OR REPLACE MACRO safe_div(a, b) AS TABLE SELECT a / b;\n`,
+      "fct.duckdb.sql":
+        `-- pipeline\n-- on datatable://main/orders\nSELECT net_revenue(gross, refunds) AS rev FROM main.orders;\n`,
+    },
+    async (root, folder) => {
+      const { graph } = await buildLocalPipelineGraph({ root, folder, defaultTs: "bun" });
+
+      // the library is a node carrying its macro signatures
+      const lib = graph.runnables.find((r) => r.path === "f/mypipe/macros_finance");
+      expect(lib?.macros).toEqual([
+        { name: "net_revenue", params: "gross, refunds", is_table: false },
+        { name: "safe_div", params: "a, b", is_table: true },
+      ]);
+
+      // library counts toward the script total (2 scripts, not just the 1 pipeline member)
+      expect(graph.runnables.map((r) => r.path).sort()).toEqual([
+        "f/mypipe/fct",
+        "f/mypipe/macros_finance",
+      ]);
+
+      // the caller edge names only the macro actually called (safe_div is not)
+      expect(graph.macro_edges).toEqual([
+        {
+          lib_path: "f/mypipe/macros_finance",
+          consumer_path: "f/mypipe/fct",
+          macro_names: ["net_revenue"],
+          via_use: false,
+        },
+      ]);
+    },
+  );
+});
+
+test("`// use <lib>` forces a whole-library edge even with no lexical call", async () => {
+  // Dynamic-SQL callers annotate `// use`; the edge lists every macro and is
+  // flagged via_use (mirrors the deployed graph).
+  await withFolder(
+    {
+      "stats.duckdb.sql":
+        `-- macros\nCREATE MACRO zscore(x, m, s) AS (x - m) / s;\n`,
+      "report.duckdb.sql":
+        `-- pipeline\n-- on datatable://main/metrics\n-- use f/mypipe/stats\nSELECT query('SELECT zscore(v, 0, 1) FROM main.metrics');\n`,
+    },
+    async (root, folder) => {
+      const { graph } = await buildLocalPipelineGraph({ root, folder, defaultTs: "bun" });
+      expect(graph.macro_edges).toEqual([
+        {
+          lib_path: "f/mypipe/stats",
+          consumer_path: "f/mypipe/report",
+          macro_names: ["zscore"],
+          via_use: true,
+        },
+      ]);
+      // the library still becomes a node
+      expect(graph.runnables.some((r) => r.path === "f/mypipe/stats")).toBe(true);
+    },
+  );
+});
+
+test("an UNUSED in-folder `// macros` library is still a member node (deployed parity)", async () => {
+  // The deployed graph marks every macro library `auto_kind='pipeline'`, so an
+  // in-folder library is a member node (in_pipeline, with signatures) whether or
+  // not a consumer uses it. It is still excluded from runs (via `macros`).
+  await withFolder(
+    {
+      "unused.duckdb.sql": `-- macros\nCREATE MACRO helper(a) AS a + 1;\n`,
+      "solo.duckdb.sql": `-- pipeline\nSELECT 1;\n`,
+    },
+    async (root, folder) => {
+      const { graph, scripts } = await buildLocalPipelineGraph({ root, folder, defaultTs: "bun" });
+      const lib = graph.runnables.find((r) => r.path === "f/mypipe/unused");
+      expect(lib?.in_pipeline).toBe(true);
+      expect(lib?.macros).toEqual([{ name: "helper", params: "a", is_table: false }]);
+      expect(graph.macro_edges).toBeUndefined();
+      // but it is not a previewable/runnable script — only `solo` is
+      expect(scripts.map((s) => s.path)).toEqual(["f/mypipe/solo"]);
+    },
+  );
+});
+
+test("a shared macro library OUTSIDE the pipeline folder is resolved (workspace-wide)", async () => {
+  // The deployed graph loads the macro registry workspace-wide and only
+  // folder-scopes consumers, so a pipeline in `f/mypipe` can use a shared library
+  // in `f/shared`. Local discovery must walk the whole `f/` tree, not just the
+  // folder, or the edge/node/docs are missing (parity gap).
+  const root = mkdtempSync(join(tmpdir(), "wm-pl-"));
+  writeFileSync(join(root, "wmill.yaml"), "defaultTs: bun\n");
+  mkdirSync(join(root, "f", "shared"), { recursive: true });
+  mkdirSync(join(root, "f", "mypipe"), { recursive: true });
+  writeFileSync(
+    join(root, "f", "shared", "stats.duckdb.sql"),
+    `-- macros\nCREATE MACRO zscore(x, m, s) AS (x - m) / s;\n`,
+  );
+  // one consumer calls the shared macro lexically, another pulls it via `// use`
+  writeFileSync(
+    join(root, "f", "mypipe", "fct.duckdb.sql"),
+    `-- pipeline\n-- on datatable://main/metrics\nSELECT zscore(v, 0, 1) FROM main.metrics;\n`,
+  );
+  writeFileSync(
+    join(root, "f", "mypipe", "dyn.duckdb.sql"),
+    `-- pipeline\n-- on datatable://main/metrics\n-- use f/shared/stats\nSELECT query('SELECT zscore(v, 0, 1)');\n`,
+  );
+  try {
+    const { graph } = await buildLocalPipelineGraph({ root, folder: "mypipe", defaultTs: "bun" });
+    expect(graph.macro_edges).toEqual([
+      {
+        lib_path: "f/shared/stats",
+        consumer_path: "f/mypipe/dyn",
+        macro_names: ["zscore"],
+        via_use: true,
+      },
+      {
+        lib_path: "f/shared/stats",
+        consumer_path: "f/mypipe/fct",
+        macro_names: ["zscore"],
+        via_use: false,
+      },
+    ]);
+    // the out-of-folder library is surfaced as a node with its signatures
+    expect(graph.runnables.find((r) => r.path === "f/shared/stats")?.macros).toEqual([
+      { name: "zscore", params: "x, m, s", is_table: false },
+    ]);
+  } finally {
+    rmSync(root, { recursive: true, force: true });
+  }
+});
+
+test("macro library that CONSUMES another library gets a lib→lib edge (both nodes surface)", async () => {
+  // The deploy path records macro_usage for any DuckDB script, including a macro
+  // library calling another library's macros. A `base → derived` edge must exist
+  // (and `base`, an in-folder library, is a member node not just an edge stub).
+  await withFolder(
+    {
+      "base.duckdb.sql": `-- macros\nCREATE MACRO base_add(a, b) AS a + b;\n`,
+      // derived is a `// macros` library (NOT `// pipeline`) whose body calls base_add
+      "derived.duckdb.sql":
+        `-- macros\nCREATE MACRO derived_sum(a, b) AS base_add(a, b) * 2;\n`,
+      // the pipeline consumer calls derived_sum
+      "report.duckdb.sql":
+        `-- pipeline\n-- on datatable://main/t\nSELECT derived_sum(x, y) FROM main.t;\n`,
+    },
+    async (root, folder) => {
+      const { graph } = await buildLocalPipelineGraph({ root, folder, defaultTs: "bun" });
+      expect(graph.macro_edges).toEqual([
+        // base → derived: the intermediate library is itself a consumer
+        {
+          lib_path: "f/mypipe/base",
+          consumer_path: "f/mypipe/derived",
+          macro_names: ["base_add"],
+          via_use: false,
+        },
+        // derived → report: the pipeline consumer
+        {
+          lib_path: "f/mypipe/derived",
+          consumer_path: "f/mypipe/report",
+          macro_names: ["derived_sum"],
+          via_use: false,
+        },
+      ]);
+      // both libraries surface as nodes with their signatures (base does NOT
+      // disappear just because it is only reached transitively)
+      expect(graph.runnables.find((r) => r.path === "f/mypipe/base")?.macros).toEqual([
+        { name: "base_add", params: "a, b", is_table: false },
+      ]);
+      expect(graph.runnables.find((r) => r.path === "f/mypipe/derived")?.macros).toEqual([
+        { name: "derived_sum", params: "a, b", is_table: false },
+      ]);
+      // both intermediate libraries are members (in_pipeline), like the deployed graph
+      expect(graph.runnables.find((r) => r.path === "f/mypipe/base")?.in_pipeline).toBe(true);
+      expect(graph.runnables.find((r) => r.path === "f/mypipe/derived")?.in_pipeline).toBe(true);
+    },
+  );
+});
+
+test("macro library reaching another only via dynamic SQL gets a `// use` lib→lib edge", async () => {
+  // A library that calls another's macro only inside a `query('…')` string is
+  // invisible to lexical detection; `// use` forces the lib→lib edge. Exercises
+  // the case where the CONSUMER is itself a `// macros` library.
+  await withFolder(
+    {
+      "base.duckdb.sql": `-- macros\nCREATE MACRO base_add(a, b) AS a + b;\n`,
+      "derived.duckdb.sql":
+        `-- macros\n-- use f/mypipe/base\nCREATE MACRO wrap(a, b) AS query('SELECT base_add(1, 2)');\n`,
+      "report.duckdb.sql":
+        `-- pipeline\n-- on datatable://main/t\nSELECT wrap(x, y) FROM main.t;\n`,
+    },
+    async (root, folder) => {
+      const { graph } = await buildLocalPipelineGraph({ root, folder, defaultTs: "bun" });
+      expect(graph.macro_edges).toEqual([
+        // base → derived comes from `// use` (via_use), NOT a lexical call
+        {
+          lib_path: "f/mypipe/base",
+          consumer_path: "f/mypipe/derived",
+          macro_names: ["base_add"],
+          via_use: true,
+        },
+        {
+          lib_path: "f/mypipe/derived",
+          consumer_path: "f/mypipe/report",
+          macro_names: ["wrap"],
+          via_use: false,
+        },
+      ]);
+    },
+  );
+});
+
+test("a `// macros` (slash-prefix) DuckDB library is detected (backend prefix parity)", async () => {
+  // A `.duckdb.sql` library may head its annotation with `// macros` (the backend
+  // accepts `//`/`--`/`#` for any language); the local scan must too.
+  await withFolder(
+    {
+      "lib.duckdb.sql": `// macros\nCREATE MACRO dbl(a) AS a * 2;\n`,
+      "use_it.duckdb.sql": `-- pipeline\n-- on datatable://main/t\nSELECT dbl(x) FROM main.t;\n`,
+    },
+    async (root, folder) => {
+      const { graph } = await buildLocalPipelineGraph({ root, folder, defaultTs: "bun" });
+      expect(graph.macro_edges).toEqual([
+        {
+          lib_path: "f/mypipe/lib",
+          consumer_path: "f/mypipe/use_it",
+          macro_names: ["dbl"],
+          via_use: false,
+        },
+      ]);
+      expect(graph.runnables.find((r) => r.path === "f/mypipe/lib")?.macros).toEqual([
+        { name: "dbl", params: "a", is_table: false },
+      ]);
+    },
+  );
+});
+
+test("a non-pipeline DuckDB macro consumer is a display-only node, never a run step", async () => {
+  // A `.duckdb.sql` helper that calls a macro but isn't `// pipeline` surfaces as
+  // a graph node (lineage parity) but is NOT a runnable pipeline script: it must
+  // be absent from `scripts` (the previewable set `run --local` selects from), so
+  // it can never be scheduled or fail a preview for lack of local content.
+  await withFolder(
+    {
+      "lib.duckdb.sql": `-- macros\nCREATE MACRO dbl(a) AS a * 2;\n`,
+      "helper.duckdb.sql": `-- on ducklake://main/src\nSELECT dbl(x) FROM main.src;\n`,
+      "root.duckdb.sql": `-- pipeline\n-- materialize ducklake://main/out\nSELECT dbl(1) AS v;\n`,
+    },
+    async (root, folder) => {
+      const { graph, scripts } = await buildLocalPipelineGraph({ root, folder, defaultTs: "bun" });
+
+      // the helper IS a node (macro consumer, for lineage display) …
+      const helper = graph.runnables.find((r) => r.path === "f/mypipe/helper");
+      expect(helper).toBeDefined();
+      // … but not a pipeline member (no local file to preview) and carries no macros
+      expect(helper?.in_pipeline).toBeFalsy();
+      expect(helper?.macros).toBeUndefined();
+      // the previewable set (what `run --local` can schedule) is ONLY the member
+      expect(scripts.map((s) => s.path)).toEqual(["f/mypipe/root"]);
+      // and the macro edge still connects lib → helper for the lineage view
+      expect(graph.macro_edges).toContainEqual({
+        lib_path: "f/mypipe/lib",
+        consumer_path: "f/mypipe/helper",
+        macro_names: ["dbl"],
+        via_use: false,
+      });
+    },
+  );
+});
+
+test("`// pipeline` on a macros library is redundant — it's a library node either way", async () => {
+  // The backend marks a macro library `auto_kind='pipeline'` regardless of the
+  // `// pipeline` marker, so a `-- pipeline -- macros` script behaves exactly like
+  // a plain `-- macros` one: a member library node (in_pipeline + signatures),
+  // excluded from runs (via `macros`) and from the previewable `scripts` set.
+  await withFolder(
+    {
+      "lib.duckdb.sql": `-- pipeline\n-- macros\nCREATE MACRO dbl(a) AS a * 2;\n`,
+      "root.duckdb.sql": `-- pipeline\n-- materialize ducklake://main/out\nSELECT 1 AS v;\n`,
+    },
+    async (root, folder) => {
+      const { graph, scripts } = await buildLocalPipelineGraph({ root, folder, defaultTs: "bun" });
+      const lib = graph.runnables.find((r) => r.path === "f/mypipe/lib");
+      expect(lib?.in_pipeline).toBe(true);
+      expect(lib?.macros).toEqual([{ name: "dbl", params: "a", is_table: false }]);
+      // unused here → no edges, but still a node; not previewable/runnable
+      expect(graph.macro_edges).toBeUndefined();
+      expect(scripts.map((s) => s.path)).toEqual(["f/mypipe/root"]);
+    },
+  );
+});
+
 test("`#`-comment languages (ruby) use the `#` annotation fallback (no wasm parser)", async () => {
   await withFolder(
     { "ingest.rb": `# pipeline\n# on s3://demo/raw.csv\nputs "hi"\n` },
@@ -335,3 +629,35 @@ test("`#`-comment languages (ruby) use the `#` annotation fallback (no wasm pars
     },
   );
 });
+
+test("pipeline docs renders a `Macro libraries` section (call + `// use`)", async () => {
+  const { generatePipelineMarkdown } = await import(
+    "../src/commands/pipeline/docs.ts"
+  );
+  await withFolder(
+    {
+      "macros_finance.duckdb.sql":
+        `-- macros\nCREATE MACRO net_revenue(gross, refunds) AS gross - refunds;\nCREATE MACRO safe_div(a, b) AS TABLE SELECT a / b;\n`,
+      "fct.duckdb.sql":
+        `-- pipeline\n-- on datatable://main/orders\nSELECT net_revenue(gross, refunds) FROM main.orders;\n`,
+      "report.duckdb.sql":
+        `-- pipeline\n-- on datatable://main/orders\n-- use f/mypipe/macros_finance\nSELECT query('SELECT safe_div(1, 2)');\n`,
+    },
+    async (root, folder) => {
+      const { graph } = await buildLocalPipelineGraph({ root, folder, defaultTs: "bun" });
+      const md = generatePipelineMarkdown(folder, graph, [], true);
+
+      // count line mentions the library; two pipeline scripts, one library
+      expect(md).toContain("**2** scripts · **1** asset · **1** macro library");
+      // dedicated section with signatures (TABLE marker) and callers
+      expect(md).toContain("## Macro libraries");
+      expect(md).toContain("### `f/mypipe/macros_finance`");
+      expect(md).toContain("- `net_revenue(gross, refunds)`");
+      expect(md).toContain("- `safe_div(a, b)` → TABLE");
+      expect(md).toContain("`f/mypipe/fct` (calls `net_revenue`)");
+      expect(md).toContain("`f/mypipe/report` (via `// use`)");
+      // the library is NOT double-listed under `## Scripts`
+      expect(md).not.toContain("### `f/mypipe/macros_finance`\n\n- **");
+    },
+  );
+});