diff --git a/CHANGELOG.md b/CHANGELOG.md
index cbebc65..1581ac3 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,6 +4,35 @@ All notable changes to `python-docs-mcp-server` are documented here.
 Format follows [Keep a Changelog](https://keepachangelog.com/en/1.1.0/);
 this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
 
+## [0.3.2] — 2026-10-10
+
+### Fixed
+
+- Improved canonical documentation ranking for natural-language searches.
+  Page-level `get_docs` now returns canonical stored page text instead of
+  concatenating overlapping nested sections.
+  ([#137](https://github.com/ayhammouda/python-docs-mcp-server/pull/137))
+- Added one-symbol recovery when an explicit-version search returns no results.
+  ([#139](https://github.com/ayhammouda/python-docs-mcp-server/pull/139))
+- Append canonical targets into spare result slots for nonempty, explicit-version
+  `kind="auto"` searches without reordering or replacing existing hits.
+  ([#146](https://github.com/ayhammouda/python-docs-mcp-server/pull/146))
+
+### Security
+
+- Updated the dependency lock to patched security releases.
+  ([#128](https://github.com/ayhammouda/python-docs-mcp-server/pull/128))
+- Raised the supported MCP SDK floor to `mcp>=1.30.0,<2.0.0`, retaining MCP v1.
+  ([#145](https://github.com/ayhammouda/python-docs-mcp-server/pull/145))
+
+### Changed
+
+- Aligned package and MCP Registry metadata to `0.3.2`; the original six-tool
+  public API is unchanged.
+- Development maintenance improved benchmark tooling, CI, and owner infrastructure.
+  The frozen 50-question, 65-case regression baseline records 35 retrieval hits;
+  it measures retrieval and canonical citations, not generated-answer superiority.
+
 ## [0.3.1] — 2026-06-01
 
 ### Added
diff --git a/pyproject.toml b/pyproject.toml
index 8b56469..4f85696 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "hatchling.build"
 
 [project]
 name = "python-docs-mcp-server"
-version = "0.3.1"
+version = "0.3.2"
 description = "The canonical Python stdlib oracle for AI coding agents — exact symbols, exact sections, exact versions, offline, always free, always MIT, token-frugal."
 readme = "README.md"
 license = "MIT"
diff --git a/server.json b/server.json
index 61e1947..9016b32 100644
--- a/server.json
+++ b/server.json
@@ -8,13 +8,13 @@
     "url": "https://github.com/ayhammouda/python-docs-mcp-server",
     "source": "github"
   },
-  "version": "0.3.1",
+  "version": "0.3.2",
   "packages": [
     {
       "registryType": "pypi",
       "registryBaseUrl": "https://pypi.org",
       "identifier": "python-docs-mcp-server",
-      "version": "0.3.1",
+      "version": "0.3.2",
       "runtimeHint": "uvx",
       "transport": {
         "type": "stdio"
diff --git a/uv.lock b/uv.lock
index 2a33096..3a32a8c 100644
--- a/uv.lock
+++ b/uv.lock
@@ -544,7 +544,7 @@ wheels = [
 
 [[package]]
 name = "python-docs-mcp-server"
-version = "0.3.1"
+version = "0.3.2"
 source = { editable = "." }
 dependencies = [
     { name = "beautifulsoup4" },