diff --git a/pages/memgraph-zero/memgql.mdx b/pages/memgraph-zero/memgql.mdx
index dc61755f8..7c05326d7 100644
--- a/pages/memgraph-zero/memgql.mdx
+++ b/pages/memgraph-zero/memgql.mdx
@@ -3,6 +3,11 @@ title: MemGQL
 description: MemGQL documentation and reference.
 ---
 
+import { SocialCards } from '/components/social-card/SocialCards';
+import { SocialCard } from '/components/social-card/SocialCard';
+import Discord from '/components/icons/Discord';
+import GitHub from '/components/icons/GitHub';
+
 # MemGQL
 
 MemGQL is a federated GQL ([ISO/IEC
@@ -30,5 +35,35 @@ details. Review the [Licensing](/memgraph-zero/memgql/licensing) information for
 of use, and check the [Changelog](/memgraph-zero/memgql/changelog) to stay updated on
 the latest improvements.
 
+## Questions & Feedback
+
+Have questions or want to share feedback? We'd love to hear from you!
+
+<SocialCards>
+  <SocialCard 
+    icon={<Discord />}
+    title="Discord"
+    body="Chat with the community"
+    href="https://discord.gg/memgraph"
+    is_external={true}
+  />
+  <SocialCard 
+    icon={<GitHub />}
+    title="GitHub Issues"
+    body="Report bugs or request features"
+    href="https://github.com/memgraph/memgraph/issues"
+    is_external={true}
+  />
+  <SocialCard 
+    icon={<GitHub />}
+    title="GitHub Discussions"
+    body="Start longer form discussions"
+    href="https://github.com/memgraph/memgraph/discussions"
+    is_external={true}
+  />
+</SocialCards>
+
+## MemGQL Enterprise
+
 Interested in MemGQL Enterprise? [Get in
 touch](https://memgraph.com/contact-us) with our team to learn more.
diff --git a/pages/memgraph-zero/memgql/changelog.mdx b/pages/memgraph-zero/memgql/changelog.mdx
index d6df13e6d..7c41a02d0 100644
--- a/pages/memgraph-zero/memgql/changelog.mdx
+++ b/pages/memgraph-zero/memgql/changelog.mdx
@@ -5,6 +5,10 @@ description: MemGQL release notes
 
 # MemGQL Changelog
 
+## MemGQL v0.3.1 - April 27th, 2026
+
+-
+
 ## MemGQL v0.3.0 - April 26th, 2026
 
 - Added Apache Pinot connector support, including `CONNECTION_TYPE=pinot` single mode and multi-connection mode
diff --git a/pages/memgraph-zero/memgql/connect/_meta.ts b/pages/memgraph-zero/memgql/connect/_meta.ts
index e558b5ac4..8af369f6a 100644
--- a/pages/memgraph-zero/memgql/connect/_meta.ts
+++ b/pages/memgraph-zero/memgql/connect/_meta.ts
@@ -5,4 +5,6 @@ export default {
   "memgraph": "to Memgraph",
   "neo4j": "to Neo4j",
   "postgres": "to PostgreSQL",
+  "mysql": "to MySQL",
+  "pinot": "to Pinot",
 }
diff --git a/pages/memgraph-zero/memgql/connect/clickhouse.mdx b/pages/memgraph-zero/memgql/connect/clickhouse.mdx
index bfe3f92e7..34572741c 100644
--- a/pages/memgraph-zero/memgql/connect/clickhouse.mdx
+++ b/pages/memgraph-zero/memgql/connect/clickhouse.mdx
@@ -95,4 +95,4 @@ MATCH (p:Person)-[:WORKS_AT]->(c:Company) RETURN p.name, c.name;
 MATCH (a:Person)-[:KNOWS]->(b:Person) RETURN a.name, b.name;
 ```
 
-For environment variables, see [Configuration](../config.mdx#clickhouse-clickhouse).
+For environment variables, see [Reference](../reference.mdx#clickhouse-clickhouse).
diff --git a/pages/memgraph-zero/memgql/connect/duckdb.mdx b/pages/memgraph-zero/memgql/connect/duckdb.mdx
index 0e1ee66ac..67dec8cb6 100644
--- a/pages/memgraph-zero/memgql/connect/duckdb.mdx
+++ b/pages/memgraph-zero/memgql/connect/duckdb.mdx
@@ -73,4 +73,4 @@ MATCH (p:Person)-[:WORKS_AT]->(c:Company) RETURN p.name, c.name;
 MATCH (a:Person)-[:KNOWS]->(b:Person) RETURN a.name, b.name;
 ```
 
-For environment variables, see [Configuration](../config.mdx#duckdb-duckdb).
+For environment variables, see [Reference](../reference.mdx#duckdb-duckdb).
diff --git a/pages/memgraph-zero/memgql/connect/iceberg.mdx b/pages/memgraph-zero/memgql/connect/iceberg.mdx
index f30e1808f..aada9077e 100644
--- a/pages/memgraph-zero/memgql/connect/iceberg.mdx
+++ b/pages/memgraph-zero/memgql/connect/iceberg.mdx
@@ -93,4 +93,4 @@ MATCH (p:Person)-[:WORKS_AT]->(c:Company) RETURN p.name, c.name;
 MATCH (a:Person)-[:KNOWS]->(b:Person) RETURN a.name, b.name;
 ```
 
-For environment variables, see [Configuration](../config.mdx#iceberg-iceberg).
+For environment variables, see [Reference](../reference.mdx#iceberg-iceberg).
diff --git a/pages/memgraph-zero/memgql/connect/memgraph.mdx b/pages/memgraph-zero/memgql/connect/memgraph.mdx
index ee1b4f535..b16f4ee4b 100644
--- a/pages/memgraph-zero/memgql/connect/memgraph.mdx
+++ b/pages/memgraph-zero/memgql/connect/memgraph.mdx
@@ -70,4 +70,4 @@ MATCH (p:Person)-[:WORKS_AT]->(c:Company) RETURN p.name, c.name;
 MATCH (a:Person)-[:KNOWS]->(b:Person) RETURN a.name, b.name;
 ```
 
-For environment variables, see [Configuration](../config.mdx#memgraph-memgraph-memgraph-gql).
+For environment variables, see [Reference](../reference.mdx#memgraph-memgraph-memgraph-gql).
diff --git a/pages/memgraph-zero/memgql/connect/mysql.mdx b/pages/memgraph-zero/memgql/connect/mysql.mdx
index 4217dd682..5027a423a 100644
--- a/pages/memgraph-zero/memgql/connect/mysql.mdx
+++ b/pages/memgraph-zero/memgql/connect/mysql.mdx
@@ -104,4 +104,4 @@ MATCH (a:Person)-[:KNOWS]->(b:Person) RETURN a.name, b.name;
 - Aliased single-table `DELETE` is emitted as the multi-table form
   `DELETE alias FROM table AS alias WHERE …` (MySQL 8.0+ requirement).
 
-For environment variables, see [Configuration](../config.mdx#mysql-mysql).
+For environment variables, see [Reference](../reference.mdx#mysql-mysql).
diff --git a/pages/memgraph-zero/memgql/connect/neo4j.mdx b/pages/memgraph-zero/memgql/connect/neo4j.mdx
index e3b93a0a2..1977845d3 100644
--- a/pages/memgraph-zero/memgql/connect/neo4j.mdx
+++ b/pages/memgraph-zero/memgql/connect/neo4j.mdx
@@ -73,4 +73,4 @@ MATCH (p:Person)-[:WORKS_AT]->(c:Company) RETURN p.name, c.name;
 MATCH (a:Person)-[:KNOWS]->(b:Person) RETURN a.name, b.name;
 ```
 
-For environment variables, see [Configuration](../config.mdx#neo4j-neo4j-neo4j-gql).
+For environment variables, see [Reference](../reference.mdx#neo4j-neo4j-neo4j-gql).
diff --git a/pages/memgraph-zero/memgql/connect/pinot.mdx b/pages/memgraph-zero/memgql/connect/pinot.mdx
index 0f0f08585..21688e425 100644
--- a/pages/memgraph-zero/memgql/connect/pinot.mdx
+++ b/pages/memgraph-zero/memgql/connect/pinot.mdx
@@ -93,4 +93,4 @@ MATCH (p:Person)-[:WORKS_AT]->(c:Company) RETURN p.name, c.name;
 MATCH (a:Person)-[:KNOWS]->(b:Person) RETURN a.name, b.name;
 ```
 
-For environment variables, see [Configuration](../config.mdx#apache-pinot-pinot).
+For environment variables, see [Reference](../reference.mdx#apache-pinot-pinot).
diff --git a/pages/memgraph-zero/memgql/connect/postgres.mdx b/pages/memgraph-zero/memgql/connect/postgres.mdx
index af42af918..ff6ac6656 100644
--- a/pages/memgraph-zero/memgql/connect/postgres.mdx
+++ b/pages/memgraph-zero/memgql/connect/postgres.mdx
@@ -88,4 +88,4 @@ MATCH (p:Person)-[:WORKS_AT]->(c:Company) RETURN p.name, c.name;
 MATCH (a:Person)-[:KNOWS]->(b:Person) RETURN a.name, b.name;
 ```
 
-For environment variables, see [Configuration](../config.mdx#postgresql-postgres).
+For environment variables, see [Reference](../reference.mdx#postgresql-postgres).