diff --git a/README.md b/README.md
index c6f31c2..c485fea 100644
--- a/README.md
+++ b/README.md
@@ -125,7 +125,7 @@ For Database Management
 * [cstore\_fdw](https://github.com/citusdata/cstore_fdw) - Columnar store for analytics with PostgreSQL.
 * [cyanaudit](https://pgxn.org/dist/cyanaudit/) - Cyan Audit provides in-database logging of all DML activity on a column-by-column basis.
 * [pg_analytics](https://github.com/paradedb/paradedb/tree/dev/pg_analytics) - pg_analytics is an extension that accelerates analytical query processing inside Postgres to a performance level comparable to dedicated OLAP databases.
-* [pg_bm25](https://github.com/paradedb/paradedb/tree/dev/pg_bm25) - pg_bm25 is a PostgreSQL extension that enables full text search over SQL tables using the BM25 algorithm, the state-of-the-art ranking function for full-text search.
+* [pg_search](https://github.com/paradedb/paradedb/tree/dev/pg_search) - pg_search is a PostgreSQL extension that enables full-text search over SQL tables using the BM25 algorithm, the state-of-the-art ranking function for full-text search.
 * [pg_cron](https://github.com/citusdata/pg_cron) - Run periodic jobs in PostgreSQL.
 * [pglogical](https://github.com/2ndQuadrant/pglogical) - Extension that provides logical streaming replication.
 * [pg\_partman](https://github.com/pgpartman/pg_partman) - Partition management extension for PostgreSQL.
@@ -235,7 +235,7 @@ for `EXPLAIN`, that also provides performance tips (Commercial Software).
 ### Docker images
 * [citusdata/citus](https://hub.docker.com/r/citusdata/citus/) - Citus official images with citus extensions. Based on the official Postgres container.
 * [mdillon/postgis](https://hub.docker.com/r/mdillon/postgis/) - PostGIS 2.3 on Postgres 9. Based on the official Postgres container.
-* [paradedb/paradedb](https:/hub.docker.com/r/paradedb/paradedb/) - ParadeDB offical image with ParadeDB extensions (pg_bm25, pg_analytics).
+* [paradedb/paradedb](https:/hub.docker.com/r/paradedb/paradedb/) - ParadeDB is Postgres for Search and Analytics. Based on the Bitnami Postgres container with pg_search and pg_analytics Postgres extensions.
 * [postgres](https://hub.docker.com/_/postgres/) -  Official postgres container (from Docker)
 
 ## Resources