Minor fixes (#4624)

Co-authored-by: Iain Cox <iain@tigerdata.com>

Author: atovpeko

_partials/_devops-mcp-commands.md

@@ -39,6 +39,6 @@ $MCP_LONG exposes the following MCP tools to your AI Assistant:
 |                          | `pooled`            | -        | Use [connection pooling][Connection pooling]. This is only available if you have already enabled it for the $SERVICE_SHORT. Default: `false`.                                                                                                                                                                   |
 
 [Connection pooling]: /use-timescale/:currentVersion:/services/connection-pooling/
-[cloud-regions]: about/:currentVersion:/supported-platforms#available-regions
+[cloud-regions]: /about/:currentVersion:/supported-platforms#available-regions
 [create-service]: /getting-started/:currentVersion:/services/
 [readreplica]: /use-timescale/:currentVersion:/ha-replicas/read-scaling/

about/changelog.md

@@ -626,7 +626,7 @@ pgai vectorizer now supports automatic document vectorization. This makes it dra
 
 Instead of juggling multiple systems and syncing metadata, vectorizer handles the entire process: downloading documents from S3, parsing them, chunking text, and generating vector embeddings stored right in $PG using pgvector. As documents change, embeddings stay up-to-date automatically—keeping your $PG database the single source of truth for both structured and semantic data.
 
-![create a vectorizer](https://assets.timescale.com/docs/images/console-create-a-vectorizer.png )
+![create a vectorizer](https://assets.timescale.com/docs/images/console-create-a-vectorizer.png)
 
 ### Sample dataset for AI testing
 

mst/migrate-to-mst.md

@@ -108,7 +108,7 @@ machine:
    ```
 
 1.  Connect to your new database and update your table statistics by running
-    [`ANALYZE`]   [analyze] on your entire dataset:
+    [`ANALYZE`][analyze] on your entire dataset:
 
     ```sql
     psql -d "$TARGET" defaultdb=> ANALYZE;

tutorials/OLD_analyze-nft-data/nft-schema-ingestion.md

@@ -347,5 +347,5 @@ SELECT count(*), MIN(time) AS min_date, MAX(time) AS max_date FROM nft_sales
 ```
 
 [nft-schema]: https://github.com/timescale/nft-starter-kit/blob/master/schema.sql
-[opensea-api-documentation]: https://docs.opensea.io/reference/request-an-api-key
+[opensea-api-documentation]: https://docs.opensea.io/reference/api-keys
 [sample-data]: https://assets.timescale.com/docs/downloads/nft_sample.zip

use-timescale/extensions/postgis.md

@@ -15,7 +15,7 @@ geographic data. It helps in spatial data analysis, the study of patterns,
 anomalies, and theories within spatial or geographical data.
 
 For more information about these functions and the options available, see the
-[PostGIS documentation] [postgis-docs].
+[PostGIS documentation][postgis-docs].
 
 ## Use the `postgis` extension to analyze geospatial data
 

use-timescale/hypertables/improve-query-performance.md

@@ -123,7 +123,7 @@ column in each chunk. These ranges are stored in the start (inclusive) and end (
 catalog table. TimescaleDB uses these ranges for dynamic chunk exclusion when the `WHERE` clause of an SQL query 
 specifies ranges on the column. 
 
-![Chunk skipping][chunk-skipping]
+![Chunk skipping][chunk-skipping-image]
 
 You can enable chunk skipping on hypertables compressed into the columnstore for `smallint`, `int`, `bigint`, `serial`, 
 `bigserial`, `date`, `timestamp`, or `timestamptz` type columns. 
@@ -167,3 +167,4 @@ $PG planner to create the best query plan. For more information about the
 [chunks_detailed_size]: /api/:currentVersion:/hypertable/chunks_detailed_size
 [our-blog-post]: https://www.tigerdata.com/blog/boost-postgres-performance-by-7x-with-chunk-skipping-indexes
 [pg-analyze]: https://www.postgresql.org/docs/current/sql-analyze.html
+[chunk-skipping-image]: https://assets.timescale.com/docs/images/hypertable-with-chunk-skipping.png

use-timescale/metrics-logging/monitoring.md

@@ -103,7 +103,7 @@ Insights help you get a comprehensive understanding of how your queries perform
 
 To view insights, select your $SERVICE_SHORT, then click `Monitoring` > `Insights`. Search or filter queries by type, maximum execution time, and time frame.
 
-![Insights][insights]
+![Insights][insights-image]
 
 Insights include `Metrics`, `Current lock contention`, and `Queries`. 
 
@@ -157,7 +157,7 @@ $CLOUD_LONG summarizes all [$JOBs][jobs] set up for your $SERVICE_SHORT along wi
 
 1. To view $JOBs, select your $SERVICE_SHORT in $CONSOLE, then click `Monitoring` > `Jobs`:
 
-   ![Jobs][jobs]
+   ![Jobs][jobs-image]
 
 1. Click a $JOB ID in the list to view its config and run history:
 
@@ -175,7 +175,7 @@ $CLOUD_LONG lists current and past connections to your $SERVICE_SHORT. This incl
 
 To view connections, select your $SERVICE_SHORT in $CONSOLE, then click `Monitoring` > `Connections`. Expand the query underneath each connection to see the full SQL.
 
-![Connections][connections]
+![Connections][connections-image]
 
 Click the trash icon next to a connection in the list to terminate it. A lock icon means that a connection cannot be terminated; hover over the icon to see the reason.
 
@@ -185,7 +185,7 @@ $CLOUD_LONG offers specific tips on configuring your $SERVICE_SHORT. This includ
 
 To view recommendations, select your $SERVICE_SHORT in $CONSOLE, then click `Monitoring` > `Recommendations`:
 
-![Recommendations][recommendations]
+![Recommendations][recommendations-image]
 
 ## Query-level statistics with `pg_stat_statements`
 
@@ -255,5 +255,9 @@ For more examples and detailed explanations, see the [blog post on identifying p
 [queries-drill-down-view]: https://assets.timescale.com/docs/images/tiger-on-azure/query-drill-down-view-tiger-console.png
 [queries]: https://assets.timescale.com/docs/images/tiger-cloud-console/tiger-console-query-insights.png
 [recommendations]: /use-timescale/:currentVersion:/metrics-logging/monitoring/#recommendations
+[recommendations-image]: https://assets.timescale.com/docs/images/tiger-cloud-console/recommendations-tiger-cloud.png
 [service-metrics]: https://assets.timescale.com/docs/images/tiger-on-azure/service-metrics-tiger-console.png
 [update-job-config]: https://assets.timescale.com/docs/images/tiger-cloud-console/tiger-console-edit-job.png
+[insights-image]: https://assets.timescale.com/docs/images/tiger-on-azure/insights-overview-tiger-console.png
+[jobs-image]: https://assets.timescale.com/docs/images/tiger-on-azure/tiger-console-jobs.png
+[connections-image]: https://assets.timescale.com/docs/images/tiger-on-azure/tiger-console-service-connections.png