diff --git a/PR_COMPRESSION.md b/PR_COMPRESSION.md
index ef053efe..f1b40c2b 100644
--- a/PR_COMPRESSION.md
+++ b/PR_COMPRESSION.md
@@ -39,4 +39,4 @@ We use [tiktoken](https://github.com/openai/tiktoken) to tokenize the patches af
4. If we haven't reached the max token length, add the `deleted files` to the prompt until the prompt reaches the max token length (hard stop), skip the rest of the patches.
### Example
-
+
diff --git a/README.md b/README.md
index 2c459ae5..9138ae5c 100644
--- a/README.md
+++ b/README.md
@@ -2,8 +2,8 @@
-

-

+

+

Making pull requests less painful with an AI agent
diff --git a/docs/ADD_DOCUMENTATION.md b/docs/ADD_DOCUMENTATION.md
index b7204f80..ddb5f402 100644
--- a/docs/ADD_DOCUMENTATION.md
+++ b/docs/ADD_DOCUMENTATION.md
@@ -7,8 +7,8 @@ It can be invoked manually by commenting on any PR:
```
For example:
-
-
+
+
### Configuration options
- `docs_style`: The exact style of the documentation (for python docstring). you can choose between: `google`, `numpy`, `sphinx`, `restructuredtext`, `plain`. Default is `sphinx`.
diff --git a/docs/ASK.md b/docs/ASK.md
index 9ac737e5..72dd0bb0 100644
--- a/docs/ASK.md
+++ b/docs/ASK.md
@@ -7,5 +7,5 @@ It can be invoked manually by commenting on any PR:
```
For example:
-
-
\ No newline at end of file
+
+
\ No newline at end of file
diff --git a/docs/DESCRIBE.md b/docs/DESCRIBE.md
index 602294fc..7011a7b5 100644
--- a/docs/DESCRIBE.md
+++ b/docs/DESCRIBE.md
@@ -7,9 +7,9 @@ It can be invoked manually by commenting on any PR:
```
For example:
-
+
-
+
The `describe` tool can also be triggered automatically every time a new PR is opened. See examples for automatic triggers for [GitHub App](https://github.com/Codium-ai/pr-agent/blob/main/Usage.md#github-app-automatic-tools) and [GitHub Action](https://github.com/Codium-ai/pr-agent/blob/main/Usage.md#working-with-github-action)
@@ -52,11 +52,11 @@ The marker `pr_agent:summary` will be replaced with the PR summary, and `pr_agen
pr_description.use_description_markers: 'true'
```
-
+
==>
-
+
##### Configuration params:
diff --git a/docs/GENERATE_CUSTOM_LABELS.md b/docs/GENERATE_CUSTOM_LABELS.md
index c915a0c4..127b215e 100644
--- a/docs/GENERATE_CUSTOM_LABELS.md
+++ b/docs/GENERATE_CUSTOM_LABELS.md
@@ -9,10 +9,10 @@ For example:
If we wish to add detect changes to SQL queries in a given PR, we can add the following custom label along with its description:
-
+
When running the `generate_labels` tool on a PR that includes changes in SQL queries, it will automatically suggest the custom label:
-
+
### How to enable custom labels
diff --git a/docs/IMPROVE.md b/docs/IMPROVE.md
index 8204b47b..24d78cbd 100644
--- a/docs/IMPROVE.md
+++ b/docs/IMPROVE.md
@@ -7,8 +7,8 @@ It can be invoked manually by commenting on any PR:
```
For example:
-
-
+
+
The `improve` tool can also be triggered automatically every time a new PR is opened. See examples for automatic triggers for [GitHub App](https://github.com/Codium-ai/pr-agent/blob/main/Usage.md#github-app-automatic-tools) and [GitHub Action](https://github.com/Codium-ai/pr-agent/blob/main/Usage.md#working-with-github-action)
@@ -42,7 +42,7 @@ For example:
`/improve --pr_code_suggestions.summarize=true`
-
+
___
diff --git a/docs/REVIEW.md b/docs/REVIEW.md
index ce884448..a63ef47f 100644
--- a/docs/REVIEW.md
+++ b/docs/REVIEW.md
@@ -7,8 +7,8 @@ It can be invoked manually by commenting on any PR:
```
For example:
-
-
+
+
The `review` tool can also be triggered automatically every time a new PR is opened. See examples for automatic triggers for [GitHub App](https://github.com/Codium-ai/pr-agent/blob/main/Usage.md#github-app-automatic-tools) and [GitHub Action](https://github.com/Codium-ai/pr-agent/blob/main/Usage.md#working-with-github-action)
@@ -40,7 +40,7 @@ For an incremental review, which only considers changes since the last PR-Agent
```
Note that the incremental mode is only available for GitHub.
-
+
Under the section 'pr_reviewer', the [configuration file](./../pr_agent/settings/configuration.toml#L16) contains options to customize the 'review -i' tool.
These configurations can be used to control the rate at which the incremental review tool will create new review comments when invoked automatically, to prevent making too much noise in the PR.
@@ -63,9 +63,9 @@ By invoking:
```
The tool will first ask the author questions about the PR, and will guide the review based on his answers.
-
-
-
+
+
+
#### A note on code suggestions quality
diff --git a/docs/SIMILAR_ISSUE.md b/docs/SIMILAR_ISSUE.md
index 695ef459..501346d0 100644
--- a/docs/SIMILAR_ISSUE.md
+++ b/docs/SIMILAR_ISSUE.md
@@ -6,9 +6,9 @@ It can be invoked manually by commenting on any PR:
```
For example:
-
-
-
+
+
+
Note that to perform retrieval, the `similar_issue` tool indexes all the repo previous issues (once).
diff --git a/docs/UPDATE_CHANGELOG.md b/docs/UPDATE_CHANGELOG.md
index 3491feeb..dee448f2 100644
--- a/docs/UPDATE_CHANGELOG.md
+++ b/docs/UPDATE_CHANGELOG.md
@@ -7,8 +7,8 @@ It can be invoked manually by commenting on any PR:
```
For example:
-
-
+
+
### Configuration options
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