diff --git a/internal/database/migrations/011_fix_empty_schema_fields.sql b/internal/database/migrations/011_fix_empty_schema_fields.sql
new file mode 100644
index 00000000..a5d7cec2
--- /dev/null
+++ b/internal/database/migrations/011_fix_empty_schema_fields.sql
@@ -0,0 +1,63 @@
+-- Migration: Fix empty $schema fields in 17 specific server entries
+--
+-- This migration updates exactly 17 server entries that were published with
+-- empty $schema fields (""). These entries are explicitly listed below to
+-- ensure no other data is affected.
+--
+-- Issue: https://github.com/modelcontextprotocol/registry/issues/805
+--
+-- Affected entries (17 total):
+--   io.github.OtherVibes/mcp-as-a-judge: 0.3.12, 0.3.13, 0.3.14, 0.3.20
+--   io.github.Skills03/scrimba-teaching: 1.0.1, 1.1.0, 1.2.0
+--   io.github.antuelle78/weather-mcp: 1.0.0
+--   io.github.jkakar/cookwith-mcp: 1.0.0, 1.0.1, 1.0.2
+--   io.github.ruvnet/claude-flow: 2.0.0-alpha.104, 2.0.0-alpha.105
+--   io.github.ruvnet/ruv-swarm: 1.0.18, 1.0.19
+--   io.github.toby/mirror-mcp: 0.0.4
+--   travel.kismet/mcp-server: 0.0.0
+
+BEGIN;
+
+-- Define the exact list of affected entries
+-- Using a CTE to make the affected entries explicit and auditable
+WITH affected_entries AS (
+    SELECT server_name, version FROM (VALUES
+        -- io.github.OtherVibes/mcp-as-a-judge (4 versions)
+        ('io.github.OtherVibes/mcp-as-a-judge', '0.3.12'),
+        ('io.github.OtherVibes/mcp-as-a-judge', '0.3.13'),
+        ('io.github.OtherVibes/mcp-as-a-judge', '0.3.14'),
+        ('io.github.OtherVibes/mcp-as-a-judge', '0.3.20'),
+        -- io.github.Skills03/scrimba-teaching (3 versions)
+        ('io.github.Skills03/scrimba-teaching', '1.0.1'),
+        ('io.github.Skills03/scrimba-teaching', '1.1.0'),
+        ('io.github.Skills03/scrimba-teaching', '1.2.0'),
+        -- io.github.antuelle78/weather-mcp (1 version)
+        ('io.github.antuelle78/weather-mcp', '1.0.0'),
+        -- io.github.jkakar/cookwith-mcp (3 versions)
+        ('io.github.jkakar/cookwith-mcp', '1.0.0'),
+        ('io.github.jkakar/cookwith-mcp', '1.0.1'),
+        ('io.github.jkakar/cookwith-mcp', '1.0.2'),
+        -- io.github.ruvnet/claude-flow (2 versions)
+        ('io.github.ruvnet/claude-flow', '2.0.0-alpha.104'),
+        ('io.github.ruvnet/claude-flow', '2.0.0-alpha.105'),
+        -- io.github.ruvnet/ruv-swarm (2 versions)
+        ('io.github.ruvnet/ruv-swarm', '1.0.18'),
+        ('io.github.ruvnet/ruv-swarm', '1.0.19'),
+        -- io.github.toby/mirror-mcp (1 version)
+        ('io.github.toby/mirror-mcp', '0.0.4'),
+        -- travel.kismet/mcp-server (1 version)
+        ('travel.kismet/mcp-server', '0.0.0')
+    ) AS t(server_name, version)
+)
+UPDATE servers s
+SET value = jsonb_set(
+    s.value,
+    '{$schema}',
+    '"https://static.modelcontextprotocol.io/schemas/2025-10-17/server.schema.json"'::jsonb
+)
+FROM affected_entries ae
+WHERE s.server_name = ae.server_name
+  AND s.version = ae.version
+  AND (s.value->>'$schema' = '' OR s.value->>'$schema' IS NULL);
+
+COMMIT;