diff --git a/src/IntegrationTests/DatabaseTests.cs b/src/IntegrationTests/DatabaseTests.cs
index 37a19c5..09a3d90 100644
--- a/src/IntegrationTests/DatabaseTests.cs
+++ b/src/IntegrationTests/DatabaseTests.cs
@@ -301,7 +301,7 @@ public async Task SimilaritySearchWithScores_Ok(SupportedDatabase database)
 
     [TestCase(SupportedDatabase.InMemory)]
     //[TestCase(SupportedDatabase.OpenSearch)]
-    //[TestCase(SupportedDatabase.Postgres)]
+    [TestCase(SupportedDatabase.Postgres)]
     [TestCase(SupportedDatabase.SqLite)]
     [TestCase(SupportedDatabase.Mongo)]
     //[TestCase(SupportedDatabase.DuckDb)]
@@ -348,7 +348,7 @@ public async Task MetadataSearch_Ok(SupportedDatabase database)
 
     [TestCase(SupportedDatabase.InMemory)]
     //[TestCase(SupportedDatabase.OpenSearch)]
-    //[TestCase(SupportedDatabase.Postgres)]
+    [TestCase(SupportedDatabase.Postgres)]
     [TestCase(SupportedDatabase.SqLite)]
     [TestCase(SupportedDatabase.Mongo)]
     //[TestCase(SupportedDatabase.DuckDb)]
diff --git a/src/Postgres/src/PostgresDbClient.cs b/src/Postgres/src/PostgresDbClient.cs
index 6712456..aec4f2c 100644
--- a/src/Postgres/src/PostgresDbClient.cs
+++ b/src/Postgres/src/PostgresDbClient.cs
@@ -1,11 +1,10 @@
+using LangChain.Databases.JsonConverters;
+using Npgsql;
+using NpgsqlTypes;
 using System.Data;
 using System.Diagnostics.CodeAnalysis;
 using System.Runtime.CompilerServices;
 using System.Text.Json;
-using LangChain.Databases.JsonConverters;
-using Npgsql;
-using NpgsqlTypes;
-using Pgvector;
 
 namespace LangChain.Databases.Postgres;
 
@@ -81,7 +80,6 @@ public async Task<bool> IsTableExistsAsync(string tableName, CancellationToken c
         }
     }
 
-
     public async Task<IReadOnlyList<string>> ListTablesAsync(CancellationToken cancellationToken = default)
     {
         var connection = await _dataSource.OpenConnectionAsync(cancellationToken).ConfigureAwait(false);
@@ -489,6 +487,60 @@ private async Task<EmbeddingTableRecord> ReadEntryAsync(
     /// <param name="tableName"></param>
     /// <returns></returns>
     private string GetFullTableName(string tableName) => $"{_schema}.\"{tableName}\"";
+
+    [CLSCompliant(false)]
+    public async Task<List<EmbeddingTableRecord>> GetRecordsByMetadataAsync(
+        string tableName,
+        Dictionary<string, object> filters,
+        bool withEmbeddings = false,
+        CancellationToken cancellationToken = default)
+    {
+        filters = filters ?? throw new ArgumentNullException(nameof(filters));
+
+        var whereClauses = new List<string>();
+        var parameters = new List<NpgsqlParameter>();
+
+        int paramIndex = 0;
+        foreach (var kvp in filters)
+        {
+            string paramName = $"@p{paramIndex}";
+
+            // Use the JSONB containment operator @> for metadata filtering
+            whereClauses.Add($"metadata @> {paramName}::jsonb");
+
+            // Serialize the key-value pair to JSON
+            var jsonValue = JsonSerializer.Serialize(new Dictionary<string, object> { { kvp.Key, kvp.Value } });
+
+            parameters.Add(new NpgsqlParameter(paramName, NpgsqlDbType.Jsonb) { Value = jsonValue });
+            paramIndex++;
+        }
+
+        string whereClause = string.Join(" AND ", whereClauses);
+
+        var queryColumns = withEmbeddings
+            ? "id, content, metadata, timestamp, embedding"
+            : "id, content, metadata, timestamp";
+
+        string query = $"SELECT {queryColumns} FROM {GetFullTableName(tableName)} WHERE {whereClause}";
+
+        var records = new List<EmbeddingTableRecord>();
+
+        using var connection = await _dataSource.OpenConnectionAsync(cancellationToken).ConfigureAwait(false);
+
+        using var cmd = connection.CreateCommand();
+        cmd.CommandText = query;
+        cmd.Parameters.AddRange(parameters.ToArray());
+
+        using var dataReader = await cmd.ExecuteReaderAsync(cancellationToken).ConfigureAwait(false);
+
+        while (await dataReader.ReadAsync(cancellationToken).ConfigureAwait(false))
+        {
+            var record = await ReadEntryAsync(dataReader, withEmbeddings, cancellationToken).ConfigureAwait(false);
+            records.Add(record);
+        }
+
+        return records;
+    }
 }
 
 /// <summary>
diff --git a/src/Postgres/src/PostgresVectorCollection.cs b/src/Postgres/src/PostgresVectorCollection.cs
index bca1851..8a69a1c 100644
--- a/src/Postgres/src/PostgresVectorCollection.cs
+++ b/src/Postgres/src/PostgresVectorCollection.cs
@@ -1,4 +1,3 @@
-
 namespace LangChain.Databases.Postgres;
 
 /// <summary>
@@ -125,8 +124,28 @@ public Task<bool> IsEmptyAsync(CancellationToken cancellationToken = default)
         throw new NotImplementedException();
     }
 
-    Task<List<Vector>> IVectorCollection.SearchByMetadata(Dictionary<string, object> filters, CancellationToken cancellationToken)
+    public async Task<List<Vector>> SearchByMetadata(
+        Dictionary<string, object> filters,
+        CancellationToken cancellationToken = default)
     {
-        throw new NotImplementedException();
+        filters = filters ?? throw new ArgumentNullException(nameof(filters));
+
+        var records = await client
+            .GetRecordsByMetadataAsync(
+                Name,
+                filters,
+                withEmbeddings: false,
+                cancellationToken: cancellationToken)
+            .ConfigureAwait(false);
+
+        var vectors = records.Select(record => new Vector
+        {
+            Id = record.Id,
+            Text = record.Content,
+            Metadata = record.Metadata,
+            // Embedding is null since withEmbeddings is false
+        }).ToList();
+
+        return vectors;
     }
 }
\ No newline at end of file
diff --git a/src/Postgres/src/PostgresVectorDatabase.cs b/src/Postgres/src/PostgresVectorDatabase.cs
index 0d7af88..814b485 100644
--- a/src/Postgres/src/PostgresVectorDatabase.cs
+++ b/src/Postgres/src/PostgresVectorDatabase.cs
@@ -68,4 +68,4 @@ public Task<IReadOnlyList<string>> ListCollectionsAsync(CancellationToken cancel
     {
         return _client.ListTablesAsync(cancellationToken);
     }
-}
+}
\ No newline at end of file