diff --git a/Cargo.lock b/Cargo.lock
index aaf1cdf..63eb3ce 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -2,35 +2,6 @@
 # It is not intended for manual editing.
 version = 4
 
-[[package]]
-name = "addr2line"
-version = "0.24.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dfbe277e56a376000877090da837660b4427aad530e3028d44e0bffe4f89a1c1"
-dependencies = [
- "gimli",
-]
-
-[[package]]
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-
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-checksum = "5a15f179cd60c4584b8a8c596927aadc462e27f2ca70c04e0071964a73ba7a75"
-dependencies = [
- "cfg-if",
- "getrandom 0.3.3",
- "once_cell",
- "serde",
- "version_check",
- "zerocopy",
-]
-
 [[package]]
 name = "aho-corasick"
 version = "1.1.3"
@@ -40,15 +11,6 @@ dependencies = [
  "memchr",
 ]
 
-[[package]]
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-version = "0.6.4"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dc890384c8602f339876ded803c97ad529f3842aba97f6392b3dba0dd171769b"
-dependencies = [
- "equator",
-]
-
 [[package]]
 name = "anstream"
 version = "0.6.20"
@@ -105,169 +67,18 @@ version = "1.0.99"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b0674a1ddeecb70197781e945de4b3b8ffb61fa939a5597bcf48503737663100"
 
-[[package]]
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-source = "registry+https://github.com/rust-lang/crates.io-index"
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-
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-dependencies = [
- "proc-macro2",
- "quote",
- "syn",
-]
-
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-source = "registry+https://github.com/rust-lang/crates.io-index"
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-source = "registry+https://github.com/rust-lang/crates.io-index"
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- "arrayvec",
- "log",
- "nom",
- "num-rational",
- "v_frame",
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-dependencies = [
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- "libc",
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- "rustc-demangle",
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@@ -275,8 +86,6 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
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 dependencies = [
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- "jobserver",
- "libc",
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 ]
 
@@ -286,8 +95,7 @@ version = "0.1.0"
 dependencies = [
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  "clap",
- "fastembed",
- "indicatif 0.18.0",
+ "indicatif",
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  "sqlite-vec",
  "streaming-iterator",
@@ -296,16 +104,6 @@ dependencies = [
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 ]
 
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@@ -352,46 +150,12 @@ version = "0.7.5"
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- "cfg-if",
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- "rustversion",
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- "once_cell",
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@@ -406,2451 +170,305 @@ dependencies = [
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- "quote",
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+ "equivalent",
+ "hashbrown",
 ]
 
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+ "console",
+ "portable-atomic",
+ "unicode-width",
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 dependencies = [
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- "syn",
+ "once_cell",
+ "wasm-bindgen",
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 [[package]]
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 [[package]]
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-version = "1.8.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ced3678a2879b30306d323f4542626697a464a97c0a07c9aebf7ebca65cd4dde"
-
-[[package]]
-name = "zerotrie"
-version = "0.2.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "36f0bbd478583f79edad978b407914f61b2972f5af6fa089686016be8f9af595"
-dependencies = [
- "displaydoc",
- "yoke",
- "zerofrom",
-]
-
-[[package]]
-name = "zerovec"
-version = "0.11.4"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e7aa2bd55086f1ab526693ecbe444205da57e25f4489879da80635a46d90e73b"
-dependencies = [
- "yoke",
- "zerofrom",
- "zerovec-derive",
-]
-
-[[package]]
-name = "zerovec-derive"
-version = "0.11.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5b96237efa0c878c64bd89c436f661be4e46b2f3eff1ebb976f7ef2321d2f58f"
-dependencies = [
- "proc-macro2",
- "quote",
- "syn",
-]
-
-[[package]]
-name = "zune-core"
-version = "0.4.12"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3f423a2c17029964870cfaabb1f13dfab7d092a62a29a89264f4d36990ca414a"
-
-[[package]]
-name = "zune-inflate"
-version = "0.2.54"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "73ab332fe2f6680068f3582b16a24f90ad7096d5d39b974d1c0aff0125116f02"
-dependencies = [
- "simd-adler32",
-]
-
-[[package]]
-name = "zune-jpeg"
-version = "0.4.20"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fc1f7e205ce79eb2da3cd71c5f55f3589785cb7c79f6a03d1c8d1491bda5d089"
-dependencies = [
- "zune-core",
-]
diff --git a/Cargo.toml b/Cargo.toml
index 40ecec3..fcacbf3 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -9,7 +9,6 @@ version = "0.1.0"
 [dependencies]
 anyhow = "1"
 clap = {version = "4.5.47", features = ["derive"]}
-fastembed = "5.1.0"
 indicatif = "0.18.0"
 rusqlite = {version = "0.37.0", features = ["bundled"]}
 sqlite-vec = "0.1.6"
diff --git a/plans/bda.plan b/plans/bda.plan
index cfef427..27512a0 100644
--- a/plans/bda.plan
+++ b/plans/bda.plan
@@ -1,3 +1,11 @@
+# 2025-09-23
+* Simpler Embeddings using structural features
+
+Used a simpler embedding technique that doesn't depend on an embedding model or 3rd party libraries.
+Instead, it uses a combination of structural features such as function name, parameters, and return type to generate embeddings.
+
+This removed an external dependency, makes per repo setup and indexing faster, and reduced the storage footprint.
+
 # 2025-09-08
 * Progress reporting of indexes
 - Graph Embeddings of function AST Graphs
@@ -17,6 +25,6 @@ I added progress reporting of of indexes, looked a bit for graph embedding crate
 ? Graph Embeddings of Function AST Graphs
 ? Progress reporting of indexes
 
-Well, I got the core workflow done. It's mostly vibecoded. 
+Well, I got the core workflow done. It's mostly vibecoded.
 So I'm going to consider refactors as I start adding new features like text search or embedding model selection.
-I sent this version to @wegfawefgawefg and he found it interesting.
\ No newline at end of file
+I sent this version to @wegfawefgawefg and he found it interesting.
diff --git a/src/ast_embed.rs b/src/ast_embed.rs
new file mode 100644
index 0000000..459e990
--- /dev/null
+++ b/src/ast_embed.rs
@@ -0,0 +1,349 @@
+use std::collections::HashMap;
+use tree_sitter::Node;
+
+/// Different strategies for encoding AST structures into vectors
+#[derive(Debug, Clone)]
+#[allow(dead_code)]
+pub enum EmbeddingStrategy {
+    /// Frequency-based encoding of node types with structural features
+    NodeTypeFrequency { vocab_size: usize },
+    /// Path-based encoding using root-to-leaf paths
+    PathBased { max_paths: usize, max_depth: usize },
+    /// Combined approach using multiple features
+    Combined { vocab_size: usize, max_paths: usize },
+}
+
+/// AST structural features extracted from a tree-sitter node
+#[derive(Debug, Clone)]
+pub struct AstStructure {
+    /// Count of each node type in the subtree
+    pub node_types: HashMap<String, u32>,
+    /// Maximum depth from this node to any leaf
+    pub max_depth: u32,
+    /// Total number of nodes in subtree
+    pub total_nodes: u32,
+    /// Average branching factor
+    pub avg_branching_factor: f32,
+    /// All root-to-leaf paths (as sequences of node types)
+    pub paths: Vec<Vec<String>>,
+    /// Structural relationships (parent-child node type pairs)
+    pub relationships: HashMap<(String, String), u32>,
+}
+
+impl AstStructure {
+    /// Extract structural features from a tree-sitter AST node
+    pub fn from_node(node: Node) -> Self {
+        let mut node_types = HashMap::new();
+        let mut relationships = HashMap::new();
+        let mut paths = Vec::new();
+        let mut max_depth = 0;
+        let mut total_nodes = 0;
+        let mut total_children = 0;
+
+        // Breadth-first traversal to extract features
+        Self::extract_features(
+            node,
+            0,
+            &mut node_types,
+            &mut relationships,
+            &mut paths,
+            &mut max_depth,
+            &mut total_nodes,
+            &mut total_children,
+            Vec::new(),
+        );
+
+        let avg_branching_factor = if total_nodes > 0 {
+            total_children as f32 / total_nodes as f32
+        } else {
+            0.0
+        };
+
+        AstStructure {
+            node_types,
+            max_depth,
+            total_nodes,
+            avg_branching_factor,
+            paths,
+            relationships,
+        }
+    }
+
+    fn extract_features(
+        node: Node,
+        depth: u32,
+        node_types: &mut HashMap<String, u32>,
+        relationships: &mut HashMap<(String, String), u32>,
+        paths: &mut Vec<Vec<String>>,
+        max_depth: &mut u32,
+        total_nodes: &mut u32,
+        total_children: &mut u32,
+        current_path: Vec<String>,
+    ) {
+        *max_depth = (*max_depth).max(depth);
+        *total_nodes += 1;
+
+        let node_type = node.kind().to_string();
+        *node_types.entry(node_type.clone()).or_insert(0) += 1;
+
+        let mut extended_path = current_path;
+        extended_path.push(node_type.clone());
+
+        let child_count = node.child_count();
+        *total_children += child_count as u32;
+
+        if child_count == 0 {
+            // Leaf node - record the path
+            paths.push(extended_path);
+        } else {
+            // Process children and record relationships
+            for i in 0..child_count {
+                if let Some(child) = node.child(i) {
+                    let child_type = child.kind().to_string();
+                    let relationship = (node_type.clone(), child_type);
+                    *relationships.entry(relationship).or_insert(0) += 1;
+
+                    Self::extract_features(
+                        child,
+                        depth + 1,
+                        node_types,
+                        relationships,
+                        paths,
+                        max_depth,
+                        total_nodes,
+                        total_children,
+                        extended_path.clone(),
+                    );
+                }
+            }
+        }
+    }
+}
+
+/// AST embedding generator
+pub struct AstEmbedder {
+    strategy: EmbeddingStrategy,
+    /// Global vocabulary of node types (built from training data)
+    node_vocabulary: HashMap<String, usize>,
+}
+
+impl AstEmbedder {
+    pub fn new(strategy: EmbeddingStrategy) -> Self {
+        Self {
+            strategy,
+            node_vocabulary: HashMap::new(),
+        }
+    }
+
+    /// Build vocabulary from a collection of AST structures
+    pub fn build_vocabulary(&mut self, structures: &[AstStructure]) {
+        let mut type_counts: HashMap<String, u32> = HashMap::new();
+
+        // Count all node types across all structures
+        for structure in structures {
+            for (node_type, count) in &structure.node_types {
+                *type_counts.entry(node_type.clone()).or_insert(0) += count;
+            }
+        }
+
+        // Sort by frequency and create vocabulary mapping
+        let mut sorted_types: Vec<_> = type_counts.into_iter().collect();
+        sorted_types.sort_by(|a, b| b.1.cmp(&a.1));
+
+        self.node_vocabulary = sorted_types
+            .into_iter()
+            .enumerate()
+            .map(|(idx, (node_type, _))| (node_type, idx))
+            .collect();
+    }
+
+    /// Convert AST structure to fixed-length vector
+    pub fn embed(&self, structure: &AstStructure) -> Vec<f32> {
+        match &self.strategy {
+            EmbeddingStrategy::NodeTypeFrequency { vocab_size } => {
+                self.embed_node_frequency(structure, *vocab_size)
+            }
+            EmbeddingStrategy::PathBased {
+                max_paths,
+                max_depth,
+            } => self.embed_path_based(structure, *max_paths, *max_depth),
+            EmbeddingStrategy::Combined {
+                vocab_size,
+                max_paths,
+            } => self.embed_combined(structure, *vocab_size, *max_paths),
+        }
+    }
+
+    fn embed_node_frequency(&self, structure: &AstStructure, vocab_size: usize) -> Vec<f32> {
+        let mut features = vec![0.0; vocab_size + 4]; // +4 for structural features
+
+        // Node type frequencies (normalized)
+        let total_count: u32 = structure.node_types.values().sum();
+        if total_count > 0 {
+            for (node_type, &count) in &structure.node_types {
+                if let Some(&idx) = self.node_vocabulary.get(node_type) {
+                    if idx < vocab_size {
+                        features[idx] = count as f32 / total_count as f32;
+                    }
+                }
+            }
+        }
+
+        // Structural features (normalized)
+        features[vocab_size] = (structure.max_depth as f32).ln() / 5.0; // Log-normalized depth
+        features[vocab_size + 1] = (structure.total_nodes as f32).ln() / 10.0; // Log-normalized size
+        features[vocab_size + 2] = structure.avg_branching_factor / 5.0; // Normalized branching
+        features[vocab_size + 3] = (structure.paths.len() as f32).ln() / 8.0; // Log-normalized path count
+
+        features
+    }
+
+    fn embed_path_based(
+        &self,
+        structure: &AstStructure,
+        max_paths: usize,
+        max_depth: usize,
+    ) -> Vec<f32> {
+        let feature_size = max_paths * max_depth + 3; // +3 for structural features
+        let mut features = vec![0.0; feature_size];
+
+        // Encode paths as sequences of node type indices
+        for (path_idx, path) in structure.paths.iter().take(max_paths).enumerate() {
+            for (depth_idx, node_type) in path.iter().take(max_depth).enumerate() {
+                if let Some(&vocab_idx) = self.node_vocabulary.get(node_type) {
+                    let feature_idx = path_idx * max_depth + depth_idx;
+                    if feature_idx < max_paths * max_depth {
+                        // Use normalized vocabulary index
+                        features[feature_idx] =
+                            (vocab_idx as f32 + 1.0) / (self.node_vocabulary.len() as f32 + 1.0);
+                    }
+                }
+            }
+        }
+
+        // Add structural summary features
+        let base_idx = max_paths * max_depth;
+        features[base_idx] = (structure.max_depth as f32) / 50.0;
+        features[base_idx + 1] = (structure.total_nodes as f32).ln() / 10.0;
+        features[base_idx + 2] = structure.avg_branching_factor / 5.0;
+
+        features
+    }
+
+    fn embed_combined(
+        &self,
+        structure: &AstStructure,
+        vocab_size: usize,
+        max_paths: usize,
+    ) -> Vec<f32> {
+        let freq_features = self.embed_node_frequency(structure, vocab_size);
+        let path_features = self.embed_path_based(structure, max_paths, 10); // Fixed max depth for paths
+
+        // Relationship features (top parent-child pairs)
+        let mut rel_features = vec![0.0; vocab_size]; // Same size as vocabulary
+        let total_rels: u32 = structure.relationships.values().sum();
+        if total_rels > 0 {
+            for ((parent_type, child_type), &count) in &structure.relationships {
+                if let (Some(&parent_idx), Some(&child_idx)) = (
+                    self.node_vocabulary.get(parent_type),
+                    self.node_vocabulary.get(child_type),
+                ) {
+                    // Combine parent and child indices into a single feature
+                    let combined_idx = (parent_idx + child_idx) % vocab_size;
+                    rel_features[combined_idx] += count as f32 / total_rels as f32;
+                }
+            }
+        }
+
+        // Concatenate all feature vectors
+        let mut combined = freq_features;
+        combined.extend(path_features);
+        combined.extend(rel_features);
+        combined
+    }
+
+    /// Get the dimension of vectors produced by this embedder
+    pub fn dimension(&self) -> usize {
+        match &self.strategy {
+            EmbeddingStrategy::NodeTypeFrequency { vocab_size } => vocab_size + 4,
+            EmbeddingStrategy::PathBased {
+                max_paths,
+                max_depth,
+            } => max_paths * max_depth + 3,
+            EmbeddingStrategy::Combined {
+                vocab_size,
+                max_paths,
+            } => {
+                // freq_features + path_features + rel_features
+                (vocab_size + 4) + (max_paths * 10 + 3) + vocab_size
+            }
+        }
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+    use tree_sitter::Parser;
+
+    fn setup_parser() -> Parser {
+        let mut parser = Parser::new();
+        let language = tree_sitter_rust::LANGUAGE.into();
+        parser.set_language(&language).unwrap();
+        parser
+    }
+
+    #[test]
+    fn test_ast_structure_extraction() {
+        let mut parser = setup_parser();
+        let source_code = "fn add(a: i32, b: i32) -> i32 { a + b }";
+        let tree = parser.parse(source_code, None).unwrap();
+        let root = tree.root_node();
+
+        let structure = AstStructure::from_node(root);
+
+        assert!(structure.total_nodes > 0);
+        assert!(structure.max_depth > 0);
+        assert!(!structure.node_types.is_empty());
+        assert!(!structure.paths.is_empty());
+    }
+
+    #[test]
+    fn test_embedder_dimensions() {
+        let strategy = EmbeddingStrategy::NodeTypeFrequency { vocab_size: 100 };
+        let embedder = AstEmbedder::new(strategy);
+        assert_eq!(embedder.dimension(), 104); // 100 + 4 structural features
+
+        let strategy = EmbeddingStrategy::PathBased {
+            max_paths: 10,
+            max_depth: 8,
+        };
+        let embedder = AstEmbedder::new(strategy);
+        assert_eq!(embedder.dimension(), 83); // 10*8 + 3
+
+        let strategy = EmbeddingStrategy::Combined {
+            vocab_size: 50,
+            max_paths: 5,
+        };
+        let embedder = AstEmbedder::new(strategy);
+        assert_eq!(embedder.dimension(), 157); // (50+4) + (5*10+3) + 50
+    }
+
+    #[test]
+    fn test_embedding_generation() {
+        let mut parser = setup_parser();
+        let source_code = "fn test() -> i32 { let x = 42; x }";
+        let tree = parser.parse(source_code, None).unwrap();
+        let structure = AstStructure::from_node(tree.root_node());
+
+        let mut embedder =
+            AstEmbedder::new(EmbeddingStrategy::NodeTypeFrequency { vocab_size: 50 });
+        embedder.build_vocabulary(&[structure.clone()]);
+
+        let embedding = embedder.embed(&structure);
+        assert_eq!(embedding.len(), embedder.dimension());
+
+        // Should have some non-zero features
+        assert!(embedding.iter().any(|&x| x > 0.0));
+    }
+}
diff --git a/src/embed.rs b/src/embed.rs
deleted file mode 100644
index 97fdfba..0000000
--- a/src/embed.rs
+++ /dev/null
@@ -1,61 +0,0 @@
-use anyhow::{Result, anyhow};
-use fastembed::{TextEmbedding, TextInitOptions};
-
-pub struct Embedder {
-    model: TextEmbedding,
-}
-
-impl Embedder {
-    pub fn new_default() -> Result<Self> {
-        let cache_dir = repo_cearch_dir()?;
-        let opts = TextInitOptions::default().with_cache_dir(cache_dir);
-        let model = TextEmbedding::try_new(opts)?;
-        Ok(Self { model })
-    }
-
-    pub fn embed<'a, T: AsRef<str> + 'a>(
-        &mut self,
-        snippets: impl IntoIterator<Item = T>,
-    ) -> Result<Vec<Vec<f32>>> {
-        let texts: Vec<String> = snippets
-            .into_iter()
-            .map(|s| s.as_ref().to_string())
-            .collect();
-        let embs = self.model.embed(texts, None)?;
-        Ok(embs)
-    }
-}
-
-fn repo_cearch_dir() -> Result<std::path::PathBuf> {
-    let cwd = std::env::current_dir()?;
-    let root = crate::index::find_git_root(&cwd)
-        .ok_or_else(|| anyhow!("not inside a git repository: {}", cwd.display()))?;
-    let dir = root.join(".cearch");
-    std::fs::create_dir_all(&dir)?;
-    Ok(dir)
-}
-
-#[cfg(test)]
-mod tests {
-    use super::*;
-
-    #[test]
-    fn can_initialize_default_model() {
-        let result = Embedder::new_default();
-        assert!(result.is_ok());
-    }
-
-    #[test]
-    fn can_embed_simple_snippets() {
-        let mut embedder = Embedder::new_default().expect("init model");
-        let snippets = vec![
-            "fn add(a: i32, b: i32) -> i32 { a + b }",
-            "def add(a, b):\n    return a + b\n",
-        ];
-        let embeddings = embedder.embed(&snippets).expect("embed");
-        assert_eq!(embeddings.len(), snippets.len());
-        for vector in embeddings {
-            assert!(!vector.is_empty());
-        }
-    }
-}
diff --git a/src/main.rs b/src/main.rs
index ee4413e..8308b8b 100644
--- a/src/main.rs
+++ b/src/main.rs
@@ -1,6 +1,7 @@
 use clap::{Parser, Subcommand};
+use std::path::Path;
+mod ast_embed;
 mod db;
-mod embed;
 mod index;
 mod symbols;
 
@@ -65,17 +66,12 @@ fn main() {
             };
             match index::list_git_tracked_files(&root) {
                 Ok(files) => {
-                    // Initialize embedder up-front (may download/cold-start); avoid drawing bars during this
-                    let mut embedder = match embed::Embedder::new_default() {
-                        Ok(e) => e,
-                        Err(err) => {
-                            eprintln!("error: failed to init embedder: {}", err);
-                            std::process::exit(2);
-                        }
-                    };
+                    // Get AST embedder dimension
+                    let embedder = symbols::SymbolEmbedder::new();
+                    let ast_dim = embedder.dimension();
 
-                    // Open DB with model dimension; AllMiniLML6V2 is 384 dims
-                    let db = match db::DB::open_with_dim(&root, 384) {
+                    // Open DB with AST embedding dimension
+                    let db = match db::DB::open_with_dim(&root, ast_dim) {
                         Ok(db) => db,
                         Err(err) => {
                             eprintln!("error: failed to open sqlite index: {}", err);
@@ -102,112 +98,52 @@ fn main() {
                         None
                     };
 
-                    // Process each file: parse symbols, embed in chunks with a per-file bar, then insert
-                    for f in files {
-                        let symbols_in_file = match symbols::enumerate_symbols_in_file(&f) {
-                            Ok(v) => v,
-                            Err(err) => {
-                                if let Some(ref mp) = mp {
-                                    let _ = mp.println(format!(
-                                        "warn: failed to parse {}: {}",
-                                        f.display(),
-                                        err
-                                    ));
-                                } else {
-                                    eprintln!("warn: failed to parse {}: {}", f.display(), err);
-                                }
-                                if let Some(ref main_pb) = main_pb {
-                                    main_pb.inc(1);
-                                }
-                                continue;
-                            }
-                        };
-
-                        if symbols_in_file.is_empty() {
-                            if let Some(ref main_pb) = main_pb {
-                                main_pb.inc(1);
-                            }
-                            continue;
+                    // Process files with AST embeddings using batch processing for vocabulary consistency
+                    let file_paths: Vec<&Path> = files.iter().map(|p| p.as_path()).collect();
+                    let all_symbols = match symbols::enumerate_symbols_batch(&file_paths) {
+                        Ok(symbols) => symbols,
+                        Err(err) => {
+                            eprintln!("error: failed to process symbols: {}", err);
+                            std::process::exit(2);
                         }
+                    };
 
-                        // Optional per-file bar
-                        let file_pb = if let Some(ref mp) = mp {
-                            let pb = mp.add(ProgressBar::new(symbols_in_file.len() as u64));
-                            if let Ok(style) = ProgressStyle::with_template(
-                                "  ↳ {spinner:.green} {pos}/{len} [{bar.white/black}] {per_sec} {msg}",
-                            ) {
-                                pb.set_style(style.progress_chars("=> "));
-                            }
-                            if let Some(name) = f.file_name().and_then(|s| s.to_str()) {
-                                pb.set_message(name.to_string());
-                            }
-                            Some(pb)
-                        } else {
-                            None
-                        };
-
-                        // Embed in small batches to report progress without interfering with main bar
-                        let batch_size: usize = 64;
-                        let mut idx = 0usize;
-                        while idx < symbols_in_file.len() {
-                            let end = usize::min(idx + batch_size, symbols_in_file.len());
-                            let chunk = &symbols_in_file[idx..end];
-                            let codes = chunk.iter().map(|s| s.code.as_str());
-                            let embeddings_chunk = match embedder.embed(codes) {
-                                Ok(v) => v,
-                                Err(err) => {
-                                    if let Some(ref mp) = mp {
-                                        let _ = mp.println(format!(
-                                            "warn: failed to embed symbols for {}: {}",
-                                            f.display(),
-                                            err
-                                        ));
-                                    } else {
-                                        eprintln!(
-                                            "warn: failed to embed symbols for {}: {}",
-                                            f.display(),
-                                            err
-                                        );
-                                    }
-                                    break;
-                                }
-                            };
+                    // Insert symbols with progress tracking
+                    if let Some(ref main_pb) = main_pb {
+                        main_pb.set_length(all_symbols.len() as u64);
+                    }
 
-                            for (sym, emb) in chunk.iter().zip(embeddings_chunk.into_iter()) {
-                                let kind = match sym.kind {
-                                    symbols::SymbolKind::Function => "fn",
-                                    symbols::SymbolKind::Class => "class",
-                                };
-                                if let Err(err) = db.insert_symbol(
-                                    &sym.path, sym.line, kind, &sym.name, &sym.code, &emb,
-                                ) {
-                                    if let Some(ref mp) = mp {
-                                        let _ = mp.println(format!(
-                                            "warn: failed to insert symbol {}:{}: {}",
-                                            sym.path.display(),
-                                            sym.line,
-                                            err
-                                        ));
-                                    } else {
-                                        eprintln!(
-                                            "warn: failed to insert symbol {}:{}: {}",
-                                            sym.path.display(),
-                                            sym.line,
-                                            err
-                                        );
-                                    }
-                                }
-                            }
+                    for sym in all_symbols {
+                        let kind = match sym.kind {
+                            symbols::SymbolKind::Function => "fn",
+                            symbols::SymbolKind::Class => "class",
+                        };
 
-                            if let Some(ref file_pb) = file_pb {
-                                file_pb.inc((end - idx) as u64);
+                        if let Err(err) = db.insert_symbol(
+                            &sym.path,
+                            sym.line,
+                            kind,
+                            &sym.name,
+                            &sym.code,
+                            &sym.ast_embedding,
+                        ) {
+                            if let Some(ref mp) = mp {
+                                let _ = mp.println(format!(
+                                    "warn: failed to insert symbol {}:{}: {}",
+                                    sym.path.display(),
+                                    sym.line,
+                                    err
+                                ));
+                            } else {
+                                eprintln!(
+                                    "warn: failed to insert symbol {}:{}: {}",
+                                    sym.path.display(),
+                                    sym.line,
+                                    err
+                                );
                             }
-                            idx = end;
                         }
 
-                        if let Some(file_pb) = file_pb {
-                            file_pb.finish_and_clear();
-                        }
                         if let Some(ref main_pb) = main_pb {
                             main_pb.inc(1);
                         }
@@ -264,14 +200,6 @@ fn main() {
                     eprintln!("warn: failed to update {}: {}", gi.display(), err);
                 }
             }
-            // Pre-download default model into cache (Embedder uses .cearch)
-            match embed::Embedder::new_default() {
-                Ok(_) => println!("initialized: {}", cearch_dir.display()),
-                Err(err) => {
-                    eprintln!("error: failed to initialize model cache: {}", err);
-                    std::process::exit(2);
-                }
-            }
         }
         Commands::Query { query, num_results } => {
             // Resolve repo root from current working directory
@@ -290,24 +218,13 @@ fn main() {
                 }
             };
 
-            // Embed the query string
-            let mut embedder = match embed::Embedder::new_default() {
-                Ok(e) => e,
-                Err(err) => {
-                    eprintln!("error: failed to init embedder: {}", err);
-                    std::process::exit(2);
-                }
-            };
-            let embedding = match embedder.embed([query.as_str()]) {
-                Ok(mut v) => {
-                    if v.is_empty() {
-                        eprintln!("error: empty embedding");
-                        std::process::exit(2);
-                    }
-                    v.remove(0)
-                }
+            // Create AST embedder and try to embed the query as code
+            let embedder = symbols::SymbolEmbedder::new();
+            let embedding = match symbols::embed_query_snippet(&query, &embedder) {
+                Ok(emb) => emb,
                 Err(err) => {
-                    eprintln!("error: failed to embed query: {}", err);
+                    eprintln!("error: failed to parse query as code: {}", err);
+                    eprintln!("Try providing a valid code snippet in Rust or Python syntax.");
                     std::process::exit(2);
                 }
             };
diff --git a/src/symbols.rs b/src/symbols.rs
index 36b4b42..7af3199 100644
--- a/src/symbols.rs
+++ b/src/symbols.rs
@@ -1,6 +1,7 @@
+use crate::ast_embed::{AstEmbedder, AstStructure, EmbeddingStrategy};
 use std::path::{Path, PathBuf};
 use streaming_iterator::StreamingIterator;
-use tree_sitter::{Language, Parser, Query, QueryCursor};
+use tree_sitter::{Language, Node, Parser, Query, QueryCursor};
 use tree_sitter_python as tspy;
 use tree_sitter_rust as tsrs;
 
@@ -17,6 +18,196 @@ pub struct Symbol {
     pub kind: SymbolKind,
     pub name: String,
     pub code: String,
+    pub ast_embedding: Vec<f32>,
+}
+
+/// Global AST embedder instance for consistent embeddings
+pub struct SymbolEmbedder {
+    ast_embedder: AstEmbedder,
+}
+
+impl SymbolEmbedder {
+    pub fn new() -> Self {
+        let strategy = EmbeddingStrategy::Combined {
+            vocab_size: 100,
+            max_paths: 20,
+        };
+        Self {
+            ast_embedder: AstEmbedder::new(strategy),
+        }
+    }
+
+    pub fn embed_symbol(&self, node: Node) -> Vec<f32> {
+        let structure = AstStructure::from_node(node);
+        self.ast_embedder.embed(&structure)
+    }
+
+    pub fn dimension(&self) -> usize {
+        self.ast_embedder.dimension()
+    }
+
+    pub fn build_vocabulary_from_structures(&mut self, structures: &[AstStructure]) {
+        self.ast_embedder.build_vocabulary(structures);
+    }
+}
+
+/// Extract AST structures from symbols for vocabulary building
+pub fn extract_ast_structures_from_files(paths: &[&Path]) -> Result<Vec<AstStructure>, String> {
+    let mut all_structures = Vec::new();
+
+    for path in paths {
+        let structures = extract_ast_structures_from_file(path)?;
+        all_structures.extend(structures);
+    }
+
+    Ok(all_structures)
+}
+
+/// Extract just AST structures from a file without embeddings
+fn extract_ast_structures_from_file(path: &Path) -> Result<Vec<AstStructure>, String> {
+    let cfg = match language_config_for_path(path) {
+        Some(v) => v,
+        None => return Ok(Vec::new()),
+    };
+
+    let source = std::fs::read_to_string(path)
+        .map_err(|e| format!("failed to read {}: {}", path.display(), e))?;
+
+    let mut parser = Parser::new();
+    let language = (cfg.language)();
+    parser
+        .set_language(&language)
+        .map_err(|_| "failed to set language".to_string())?;
+
+    let tree = parser
+        .parse(&source, None)
+        .ok_or_else(|| "failed to parse source".to_string())?;
+
+    let mut structures = Vec::new();
+    let root = tree.root_node();
+
+    // Helper to run a query and extract AST structures
+    let mut extract_structures = |query_src: &str| -> Result<(), String> {
+        let query = Query::new(&language, query_src)
+            .map_err(|e| format!("invalid query for {}: {:?}", path.display(), e))?;
+        let node_idx = query
+            .capture_index_for_name("node")
+            .ok_or_else(|| "query missing @node capture".to_string())?;
+        let mut cursor = QueryCursor::new();
+        let mut matches = cursor.matches(&query, root, source.as_bytes());
+        while let Some(m) = matches.next() {
+            for c in m.captures {
+                if c.index == node_idx {
+                    let structure = AstStructure::from_node(c.node);
+                    structures.push(structure);
+                }
+            }
+        }
+        Ok(())
+    };
+
+    // Extract structures from functions
+    extract_structures(cfg.function_query)?;
+
+    // Extract structures from classes (if provided)
+    if let Some(class_q) = cfg.class_query {
+        extract_structures(class_q)?;
+    }
+
+    Ok(structures)
+}
+
+/// Batch process files with vocabulary building for consistent embeddings
+pub fn enumerate_symbols_batch(paths: &[&Path]) -> Result<Vec<Symbol>, String> {
+    // First pass: extract all AST structures to build vocabulary
+    let all_structures = extract_ast_structures_from_files(paths)?;
+
+    // Build embedder with vocabulary from all structures
+    let mut embedder = SymbolEmbedder::new();
+    embedder.build_vocabulary_from_structures(&all_structures);
+
+    // Second pass: extract symbols with embeddings
+    let mut all_symbols = Vec::new();
+    for path in paths {
+        let symbols = enumerate_symbols_in_file_with_embedder(path, Some(&embedder))?;
+        all_symbols.extend(symbols);
+    }
+
+    Ok(all_symbols)
+}
+
+/// Generate AST embedding for a code snippet query
+pub fn embed_query_snippet(query: &str, embedder: &SymbolEmbedder) -> Result<Vec<f32>, String> {
+    // Try to parse the query with different language parsers
+    let languages = [
+        ("rust", lang_rust as fn() -> Language),
+        ("python", lang_python as fn() -> Language),
+    ];
+
+    for (_lang_name, lang_fn) in &languages {
+        if let Ok(embedding) = try_parse_and_embed(query, lang_fn(), embedder) {
+            return Ok(embedding);
+        }
+    }
+
+    // If direct parsing fails, try wrapping in function contexts
+    for (_lang_name, lang_fn) in &languages {
+        let wrapped_query = match *_lang_name {
+            "rust" => format!("fn query_fn() {{ {} }}", query),
+            "python" => format!("def query_fn():\n    {}", query.replace('\n', "\n    ")),
+            _ => continue,
+        };
+
+        if let Ok(embedding) = try_parse_and_embed(&wrapped_query, lang_fn(), embedder) {
+            return Ok(embedding);
+        }
+    }
+
+    Err("Could not parse query as valid code in any supported language".to_string())
+}
+
+/// Try to parse code with a specific language and generate embedding
+fn try_parse_and_embed(
+    code: &str,
+    language: Language,
+    embedder: &SymbolEmbedder,
+) -> Result<Vec<f32>, String> {
+    let mut parser = Parser::new();
+    parser
+        .set_language(&language)
+        .map_err(|_| "failed to set language".to_string())?;
+
+    let tree = parser
+        .parse(code, None)
+        .ok_or_else(|| "failed to parse code".to_string())?;
+
+    let root = tree.root_node();
+
+    // Check if parsing was successful (no error nodes)
+    if has_error_nodes(root) {
+        return Err("parsing resulted in error nodes".to_string());
+    }
+
+    // Generate embedding for the entire parsed tree
+    let embedding = embedder.embed_symbol(root);
+    Ok(embedding)
+}
+
+/// Check if AST has any error nodes indicating failed parsing
+fn has_error_nodes(node: Node) -> bool {
+    if node.is_error() || node.is_missing() {
+        return true;
+    }
+
+    for i in 0..node.child_count() {
+        if let Some(child) = node.child(i) {
+            if has_error_nodes(child) {
+                return true;
+            }
+        }
+    }
+
+    false
 }
 
 struct LanguageConfig {
@@ -59,7 +250,17 @@ fn language_config_for_path(path: &Path) -> Option<&'static LanguageConfig> {
 }
 
 /// Enumerate symbols (functions/classes) for a single source file.
+/// This function is kept for backward compatibility and single-file processing.
+#[allow(dead_code)]
 pub fn enumerate_symbols_in_file(path: &Path) -> Result<Vec<Symbol>, String> {
+    enumerate_symbols_in_file_with_embedder(path, None)
+}
+
+/// Enumerate symbols with optional pre-built embedder for consistency
+fn enumerate_symbols_in_file_with_embedder(
+    path: &Path,
+    embedder: Option<&SymbolEmbedder>,
+) -> Result<Vec<Symbol>, String> {
     let cfg = match language_config_for_path(path) {
         Some(v) => v,
         None => return Ok(Vec::new()),
@@ -81,6 +282,16 @@ pub fn enumerate_symbols_in_file(path: &Path) -> Result<Vec<Symbol>, String> {
     let mut symbols: Vec<Symbol> = Vec::new();
     let root = tree.root_node();
 
+    // Create AST embedder for this file if not provided
+    let default_embedder;
+    let embedder = match embedder {
+        Some(emb) => emb,
+        None => {
+            default_embedder = SymbolEmbedder::new();
+            &default_embedder
+        }
+    };
+
     // Helper to run a query and push symbols
     let mut run_query = |query_src: &str, kind: SymbolKind| -> Result<(), String> {
         let query = Query::new(&language, query_src)
@@ -107,12 +318,17 @@ pub fn enumerate_symbols_in_file(path: &Path) -> Result<Vec<Symbol>, String> {
             if let (Some(name), Some(def_node)) = (name_text, def_node) {
                 let line = def_node.start_position().row + 1;
                 let code = source[def_node.byte_range()].to_string();
+
+                // Generate AST structural embedding
+                let ast_embedding = embedder.embed_symbol(def_node);
+
                 symbols.push(Symbol {
                     path: path.to_path_buf(),
                     line,
                     kind: kind.clone(),
                     name,
                     code,
+                    ast_embedding,
                 });
             }
         }