Modify search answers according to feedback.

- Report no results found in case of an empty response

README.md

@@ -65,6 +65,11 @@ Zero-setup hosted solution with advanced features and priority support
 
 ## News and Updates
 
+## Jun 21, 2025
+
+v0.30 was [released](https://github.com/qodo-ai/pr-agent/releases)
+
+
 ## Jun 3, 2025
 
 Qodo Merge now offers a simplified free tier 💎.

docs/docs/ai_search/index.md

@@ -202,7 +202,23 @@ h1 {
 
 <script>
 window.addEventListener('load', function() {
-    function displayResults(responseText) {
+    function extractText(responseText) {
+        try {
+            console.log('responseText: ', responseText);
+            const results = JSON.parse(responseText);
+            const msg = results.message;
+
+            if (!msg || msg.trim() === '') {
+                return "No results found";
+            }
+            return msg;
+        } catch (error) {
+            console.error('Error parsing results:', error);
+            throw new Error("Failed parsing response message");
+        }
+    }
+
+    function displayResults(msg) {
         const resultsContainer = document.getElementById('results');
         const spinner = document.getElementById('spinner');
         const searchContainer = document.querySelector('.search-container');
@@ -214,8 +230,6 @@ window.addEventListener('load', function() {
         searchContainer.scrollIntoView({ behavior: 'smooth', block: 'start' });
 
         try {
-            const results = JSON.parse(responseText);
-
             marked.setOptions({
                 breaks: true,
                 gfm: true,
@@ -223,7 +237,7 @@ window.addEventListener('load', function() {
                 sanitize: false
             });
 
-            const htmlContent = marked.parse(results.message);
+            const htmlContent = marked.parse(msg);
 
             resultsContainer.className = 'markdown-content';
             resultsContainer.innerHTML = htmlContent;
@@ -242,7 +256,7 @@ window.addEventListener('load', function() {
             }, 100);
         } catch (error) {
             console.error('Error parsing results:', error);
-            resultsContainer.innerHTML = '<div class="error-message">Error processing results</div>';
+            resultsContainer.innerHTML = '<div class="error-message">Cannot process results</div>';
         }
     }
 
@@ -275,24 +289,25 @@ window.addEventListener('load', function() {
                 body: JSON.stringify(data)
             };
 
-            // const API_ENDPOINT = 'http://0.0.0.0:3000/api/v1/docs_help';
+            //const API_ENDPOINT = 'http://0.0.0.0:3000/api/v1/docs_help';
             const API_ENDPOINT = 'https://help.merge.qodo.ai/api/v1/docs_help';
 
             const response = await fetch(API_ENDPOINT, options);
+            const responseText = await response.text();
+            const msg = extractText(responseText);
 
             if (!response.ok) {
-                throw new Error(`HTTP error! status: ${response.status}`);
+                throw new Error(`An error (${response.status}) occurred during search: "${msg}"`);
             }
-
-            const responseText = await response.text();
-            displayResults(responseText);
+ 
+            displayResults(msg);
         } catch (error) {
             spinner.style.display = 'none';
-            resultsContainer.innerHTML = `
-                <div class="error-message">
-                    An error occurred while searching. Please try again later.
-                </div>
-            `;
+            const errorDiv = document.createElement('div');
+            errorDiv.className = 'error-message';
+            errorDiv.textContent = `${error}`;
+            resultsContainer.value = "";
+            resultsContainer.appendChild(errorDiv);
         }
     }
 

docs/docs/overview/pr_agent_pro.md

@@ -3,7 +3,8 @@
 [Qodo Merge](https://www.codium.ai/pricing/){:target="_blank"} is a hosted version of the open-source [PR-Agent](https://github.com/Codium-ai/pr-agent){:target="_blank"}. 
 It is designed for companies and teams that require additional features and capabilities.
 
-Free users receive a monthly quota of 75 PR reviews per git organization, while unlimited usage requires a paid subscription. See [details](https://qodo-merge-docs.qodo.ai/installation/qodo_merge/#cloud-users).
+Free users receive a quota of 75 monthly PR feedbacks per git organization. Unlimited usage requires a paid subscription. See [details](https://qodo-merge-docs.qodo.ai/installation/qodo_merge/#cloud-users).
+
 
 Qodo Merge provides the following benefits:
 

docs/docs/pr_benchmark/index.md

@@ -19,7 +19,7 @@ This approach provides not just a quantitative score but also a detailed analysi
 
 [//]: # ()
 
-## Results
+## PR Benchmark Results
 
 <table>
   <thead>
@@ -67,6 +67,12 @@ This approach provides not just a quantitative score but also a detailed analysi
       <td style="text-align:left;"></td>
       <td style="text-align:center;"><b>39.0</b></td>
     </tr>
+    <tr>
+      <td style="text-align:left;">Codex-mini</td>
+      <td style="text-align:left;">2025-06-20</td>
+      <td style="text-align:left;"><a href="https://platform.openai.com/docs/models/codex-mini-latest">unknown</a></td>
+      <td style="text-align:center;"><b>37.2</b></td>
+    </tr>
     <tr>
       <td style="text-align:left;">Gemini-2.5-flash</td>
       <td style="text-align:left;">2025-04-17</td>
@@ -196,7 +202,7 @@ weaknesses:
 - **Very low recall / shallow coverage:** In a large majority of cases it gives 0-1 suggestions and misses other evident, critical bugs highlighted by peer models, leading to inferior rankings.  
 - **Occasional incorrect or harmful fixes:** A noticeable subset of answers propose changes that break functionality or misunderstand the code (e.g. bad constant, wrong header logic, speculative rollbacks).  
 - **Non-actionable placeholders:** Some “improved_code” sections contain comments or “…” rather than real patches, reducing practical value.  
-- 
+
 ### GPT-4.1
 
 Final score: **26.5**
@@ -214,6 +220,22 @@ weaknesses:
 - **Occasional technical inaccuracies:** A noticeable subset of suggestions are wrong (mis-ordered assertions, harmful Bash `set` change, false dangling-reference claims) or carry metadata errors (mis-labeling files as “python”).  
 - **Repetitive / derivative fixes:** Many outputs duplicate earlier simplistic ideas (e.g., single null-check) without new insight, showing limited reasoning breadth.
 
+### OpenAI codex-mini
+
+final score: **37.2**
+
+strengths:
+
+- **Can spot high-impact defects:** When it “locks on”, codex-mini often identifies the main runtime or security regression (e.g., race-conditions, logic inversions, blocking I/O, resource leaks) and proposes a minimal, direct patch that compiles and respects neighbouring style.
+- **Produces concise, scoped fixes:** Valid answers usually stay within the allowed 3-suggestion limit, reference only the added lines, and contain clear before/after snippets that reviewers can apply verbatim.
+- **Occasional broad coverage:** In a minority of cases the model catches multiple independent issues (logic + tests + docs) and outperforms every baseline answer, showing good contextual understanding of heterogeneous diffs.
+
+weaknesses:
+
+- **Output instability / format errors:** A very large share of responses are unusable—plain refusals, shell commands, or malformed/empty YAML—indicating brittle adherence to the required schema and tanking overall usefulness.
+- **Critical-miss rate:** Even when the format is correct the model frequently overlooks the single most serious bug the diff introduces, instead focusing on stylistic nits or speculative refactors.
+- **Introduces new problems:** Several suggestions add unsupported APIs, undeclared variables, wrong types, or break compilation, hurting trust in the recommendations.
+- **Rule violations:** It often edits lines outside the diff, exceeds the 3-suggestion cap, or labels cosmetic tweaks as “critical”, showing inconsistent guideline compliance.
 
 ## Appendix - models used for generating the benchmark baseline
 

docs/docs/recent_updates/index.md

@@ -7,6 +7,7 @@ This page summarizes recent enhancements to Qodo Merge (last three months).
 It also outlines our development roadmap for the upcoming three months. Please note that the roadmap is subject to change, and features may be adjusted, added, or reprioritized.
 
 === "Recent Updates"
+    - **Best Practices Hierarchy**: Introducing support for structured best practices, such as for folders in monorepos or a unified best practice file for a group of repositories.
     - **Simplified Free Tier**: Qodo Merge now offers a simplified free tier with a monthly limit of 75 PR reviews per organization, replacing the previous two-week trial. ([Learn more](https://qodo-merge-docs.qodo.ai/installation/qodo_merge/#cloud-users))
     - **CLI Endpoint**: A new Qodo Merge endpoint that accepts a lists of before/after code changes, executes Qodo Merge commands, and return the results. Currently available for enterprise customers. Contact [Qodo](https://www.qodo.ai/contact/) for more information.
     - **Linear tickets support**: Qodo Merge now supports Linear tickets. ([Learn more](https://qodo-merge-docs.qodo.ai/core-abilities/fetching_ticket_context/#linear-integration))
@@ -17,7 +18,6 @@ It also outlines our development roadmap for the upcoming three months. Please n
 
 
 === "Future Roadmap"
-    - **Best Practices Hierarchy**: Introducing support for structured best practices, such as for folders in monorepos or a unified best practice file for a group of repositories.
     - **Enhanced `review` tool**: Enhancing the `review` tool validate compliance across multiple categories including security, tickets, and custom best practices.
     - **Smarter context retrieval**: Leverage AST and LSP analysis to gather relevant context from across the entire repository.
     - **Enhanced portal experience**: Improved user experience in the Qodo Merge portal with new options and capabilities.

pr_agent/agent/pr_agent.py

@@ -51,7 +51,7 @@ class PRAgent:
     def __init__(self, ai_handler: partial[BaseAiHandler,] = LiteLLMAIHandler):
         self.ai_handler = ai_handler  # will be initialized in run_action
 
-    async def handle_request(self, pr_url, request, notify=None) -> bool:
+    async def _handle_request(self, pr_url, request, notify=None) -> bool:
         # First, apply repo specific settings if exists
         apply_repo_settings(pr_url)
 
@@ -117,3 +117,10 @@ class PRAgent:
             else:
                 return False
             return True
+
+    async def handle_request(self, pr_url, request, notify=None) -> bool:
+        try:
+            return await self._handle_request(pr_url, request, notify)
+        except:
+            get_logger().exception("Failed to process the command.")
+            return False

pr_agent/servers/atlassian-connect-qodo-merge.json

@@ -0,0 +1,38 @@
+{
+  "name": "Qodo Merge",
+  "description": "Qodo Merge",
+  "key": "app_key",
+  "vendor": {
+    "name": "Qodo",
+    "url": "https://qodo.ai"
+  },
+  "authentication": {
+    "type": "jwt"
+  },
+  "baseUrl": "base_url",
+  "lifecycle": {
+    "installed": "/installed",
+    "uninstalled": "/uninstalled"
+  },
+  "scopes": [
+    "account",
+    "repository:write",
+    "pullrequest:write",
+    "wiki"
+  ],
+  "contexts": [
+    "account"
+  ],
+  "modules": {
+    "webhooks": [
+      {
+        "event": "*",
+        "url": "/webhook"
+      }
+    ]
+  },
+  "links": {
+    "privacy": "https://qodo.ai/privacy-policy",
+    "terms": "https://qodo.ai/terms"
+  }
+}

pyproject.toml

@@ -1,10 +1,10 @@
 [build-system]
-requires = ["setuptools>=61.0"]
+requires = ["setuptools>=61.0", "wheel"]
 build-backend = "setuptools.build_meta"
 
 [project]
 name = "pr-agent"
-version = "0.2.7"
+version = "0.3.0"
 
 authors = [{ name = "QodoAI", email = "tal.r@qodo.ai" }]
 
@@ -16,7 +16,7 @@ description = "QodoAI PR-Agent aims to help efficiently review and handle pull r
 readme = "README.md"
 requires-python = ">=3.12"
 keywords = ["AI", "Agents", "Pull Request", "Automation", "Code Review"]
-license = "Apache-2.0"
+license = { file = "LICENSE" }
 
 classifiers = [
   "Intended Audience :: Developers",
@@ -34,7 +34,6 @@ dependencies = { file = ["requirements.txt"] }
 
 [tool.setuptools]
 include-package-data = true
-license-files = ["LICENSE"]
 
 [tool.setuptools.packages.find]
 where = ["."]