diff --git a/.claude-plugin/README.md b/.claude-plugin/README.md
index fd98952409..a2ed080ba2 100644
--- a/.claude-plugin/README.md
+++ b/.claude-plugin/README.md
@@ -11,7 +11,7 @@ A Claude Code plugin that gives your AI a persistent memory system. Mine project
 ### Claude Code Marketplace
 
 ```bash
-claude plugin marketplace add milla-jovovich/mempalace
+claude plugin marketplace add MemPalace/mempalace
 claude plugin install --scope user mempalace
 ```
 
diff --git a/.claude-plugin/plugin.json b/.claude-plugin/plugin.json
index fa05a15ab9..20b2cb2d05 100644
--- a/.claude-plugin/plugin.json
+++ b/.claude-plugin/plugin.json
@@ -25,5 +25,5 @@
     "palace",
     "search"
   ],
-  "repository": "https://github.com/milla-jovovich/mempalace"
+  "repository": "https://github.com/MemPalace/mempalace"
 }
diff --git a/.codex-plugin/README.md b/.codex-plugin/README.md
index 57dbc349c8..6502eb6a23 100644
--- a/.codex-plugin/README.md
+++ b/.codex-plugin/README.md
@@ -35,7 +35,7 @@ codex /init
 1. Clone the MemPalace repository:
 
 ```bash
-git clone https://github.com/milla-jovovich/mempalace.git
+git clone https://github.com/MemPalace/mempalace.git
 cd mempalace
 ```
 
@@ -71,5 +71,5 @@ Set the `MEMPAL_DIR` environment variable to a directory path to automatically r
 
 ## Support
 
-- Repository: https://github.com/milla-jovovich/mempalace
-- Issues: https://github.com/milla-jovovich/mempalace/issues
+- Repository: https://github.com/MemPalace/mempalace
+- Issues: https://github.com/MemPalace/mempalace/issues
diff --git a/.codex-plugin/plugin.json b/.codex-plugin/plugin.json
index 5784847186..23d3ee72e8 100644
--- a/.codex-plugin/plugin.json
+++ b/.codex-plugin/plugin.json
@@ -5,8 +5,8 @@
   "author": {
     "name": "milla-jovovich"
   },
-  "homepage": "https://github.com/milla-jovovich/mempalace",
-  "repository": "https://github.com/milla-jovovich/mempalace",
+  "homepage": "https://github.com/MemPalace/mempalace",
+  "repository": "https://github.com/MemPalace/mempalace",
   "license": "MIT",
   "keywords": [
     "memory",
@@ -39,9 +39,9 @@
       "Read",
       "Write"
     ],
-    "websiteURL": "https://github.com/milla-jovovich/mempalace",
-    "privacyPolicyURL": "https://github.com/milla-jovovich/mempalace",
-    "termsOfServiceURL": "https://github.com/milla-jovovich/mempalace",
+    "websiteURL": "https://github.com/MemPalace/mempalace",
+    "privacyPolicyURL": "https://github.com/MemPalace/mempalace",
+    "termsOfServiceURL": "https://github.com/MemPalace/mempalace",
     "defaultPrompt": [
       "Search my memories for recent decisions",
       "Mine this project into my memory palace",
diff --git a/CHANGELOG.md b/CHANGELOG.md
index f8167a795c..ba4e449b83 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # Changelog
 
-All notable changes to [MemPalace](https://github.com/milla-jovovich/mempalace) are documented in this file.
+All notable changes to [MemPalace](https://github.com/MemPalace/mempalace) are documented in this file.
 
 ---
 
diff --git a/README.md b/README.md
index cf16d33d96..a41807cdd5 100644
--- a/README.md
+++ b/README.md
@@ -67,7 +67,7 @@ Other memory systems try to fix this by letting AI decide what's worth rememberi
 >
 > **What's still true and reproducible:**
 >
-> - **96.6% R@5 on LongMemEval in raw mode**, on 500 questions, zero API calls — independently reproduced on M2 Ultra in under 5 minutes by [@gizmax](https://github.com/milla-jovovich/mempalace/issues/39).
+> - **96.6% R@5 on LongMemEval in raw mode**, on 500 questions, zero API calls — independently reproduced on M2 Ultra in under 5 minutes by [@gizmax](https://github.com/MemPalace/mempalace/issues/39).
 > - Local, free, no subscription, no cloud, no data leaving your machine.
 > - The architecture (wings, rooms, closets, drawers) is real and useful, even if it's not a magical retrieval boost.
 >
@@ -78,7 +78,7 @@ Other memory systems try to fix this by letting AI decide what's worth rememberi
 > 3. Wiring `fact_checker.py` into the KG ops so the contradiction detection claim becomes true
 > 4. Pinning ChromaDB to a tested range (Issue #100), fixing the shell injection in hooks (#110), and addressing the macOS ARM64 segfault (#74)
 >
-> **Thank you to everyone who poked holes in this.** Brutal honest criticism is exactly what makes open source work, and it's what we asked for. Special thanks to [@panuhorsmalahti](https://github.com/milla-jovovich/mempalace/issues/43), [@lhl](https://github.com/milla-jovovich/mempalace/issues/27), [@gizmax](https://github.com/milla-jovovich/mempalace/issues/39), and everyone who filed an issue or a PR in the first 48 hours. We're listening, we're fixing, and we'd rather be right than impressive.
+> **Thank you to everyone who poked holes in this.** Brutal honest criticism is exactly what makes open source work, and it's what we asked for. Special thanks to [@panuhorsmalahti](https://github.com/MemPalace/mempalace/issues/43), [@lhl](https://github.com/MemPalace/mempalace/issues/27), [@gizmax](https://github.com/MemPalace/mempalace/issues/39), and everyone who filed an issue or a PR in the first 48 hours. We're listening, we're fixing, and we'd rather be right than impressive.
 >
 > — *Milla Jovovich & Ben Sigman*
 
@@ -129,7 +129,7 @@ After the one-time setup (install → init → mine), you don't run MemPalace co
 Native marketplace install:
 
 ```bash
-claude plugin marketplace add milla-jovovich/mempalace
+claude plugin marketplace add MemPalace/mempalace
 claude plugin install --scope user mempalace
 ```
 
@@ -251,7 +251,7 @@ You say what you're looking for and boom, it already knows which wing to go to.
 **Rooms** — specific topics within a wing. Auth, billing, deploy — endless rooms.
 **Halls** — connections between related rooms *within* the same wing. If Room A (auth) and Room B (security) are related, a hall links them.
 **Tunnels** — connections *between* wings. When Person A and a Project both have a room about "auth," a tunnel cross-references them automatically.
-**Closets** — summaries that point to the original content. (In v3.0.0 these are plain-text summaries; AAAK-encoded closets are coming in a future update — see [Task #30](https://github.com/milla-jovovich/mempalace/issues/30).)
+**Closets** — summaries that point to the original content. (In v3.0.0 these are plain-text summaries; AAAK-encoded closets are coming in a future update — see [Task #30](https://github.com/MemPalace/mempalace/issues/30).)
 **Drawers** — the original verbatim files. The exact words, never summarized.
 
 **Halls** are memory types — the same in every wing, acting as corridors:
@@ -307,11 +307,11 @@ AAAK is a lossy abbreviation system — entity codes, structural markers, and se
 - **AAAK currently regresses LongMemEval** vs raw verbatim retrieval (84.2% R@5 vs 96.6%). The 96.6% headline number is from **raw mode**, not AAAK mode.
 - **The MemPalace storage default is raw verbatim text in ChromaDB** — that's where the benchmark wins come from. AAAK is a separate compression layer for context loading, not the storage format.
 
-We're iterating on the dialect spec, adding a real tokenizer for stats, and exploring better break points for when to use it. Track progress in [Issue #43](https://github.com/milla-jovovich/mempalace/issues/43) and [#27](https://github.com/milla-jovovich/mempalace/issues/27).
+We're iterating on the dialect spec, adding a real tokenizer for stats, and exploring better break points for when to use it. Track progress in [Issue #43](https://github.com/MemPalace/mempalace/issues/43) and [#27](https://github.com/MemPalace/mempalace/issues/27).
 
 ### Contradiction Detection (experimental, not yet wired into KG)
 
-A separate utility (`fact_checker.py`) can check assertions against entity facts. It's not currently called automatically by the knowledge graph operations — this is being fixed (track in [Issue #27](https://github.com/milla-jovovich/mempalace/issues/27)). When enabled it catches things like:
+A separate utility (`fact_checker.py`) can check assertions against entity facts. It's not currently called automatically by the knowledge graph operations — this is being fixed (track in [Issue #27](https://github.com/MemPalace/mempalace/issues/27)). When enabled it catches things like:
 
 ```
 Input:  "Soren finished the auth migration"
@@ -463,7 +463,7 @@ Letta charges $20–200/mo for agent-managed memory. MemPalace does it with a wi
 
 ```bash
 # Via plugin (recommended)
-claude plugin marketplace add milla-jovovich/mempalace
+claude plugin marketplace add MemPalace/mempalace
 claude plugin install --scope user mempalace
 
 # Or manually
@@ -722,11 +722,11 @@ PRs welcome. See [CONTRIBUTING.md](CONTRIBUTING.md) for setup and guidelines.
 MIT — see [LICENSE](LICENSE).
 
 <!-- Link Definitions -->
-[version-shield]: https://img.shields.io/badge/version-3.1.0-4dc9f6?style=flat-square&labelColor=0a0e14
-[release-link]: https://github.com/milla-jovovich/mempalace/releases
+[version-shield]: https://img.shields.io/badge/version-3.2.0-4dc9f6?style=flat-square&labelColor=0a0e14
+[release-link]: https://github.com/MemPalace/mempalace/releases
 [python-shield]: https://img.shields.io/badge/python-3.9+-7dd8f8?style=flat-square&labelColor=0a0e14&logo=python&logoColor=7dd8f8
 [python-link]: https://www.python.org/
 [license-shield]: https://img.shields.io/badge/license-MIT-b0e8ff?style=flat-square&labelColor=0a0e14
-[license-link]: https://github.com/milla-jovovich/mempalace/blob/main/LICENSE
+[license-link]: https://github.com/MemPalace/mempalace/blob/main/LICENSE
 [discord-shield]: https://img.shields.io/badge/discord-join-5865F2?style=flat-square&labelColor=0a0e14&logo=discord&logoColor=5865F2
 [discord-link]: https://discord.com/invite/ycTQQCu6kn
diff --git a/integrations/openclaw/SKILL.md b/integrations/openclaw/SKILL.md
index e2bfab6bd1..363f6220e1 100644
--- a/integrations/openclaw/SKILL.md
+++ b/integrations/openclaw/SKILL.md
@@ -1,7 +1,7 @@
 ---
 name: mempalace
 description: "MemPalace — Local AI memory with 96.6% recall. Semantic search, temporal knowledge graph, palace architecture (wings/rooms/drawers). Free, no cloud, no API keys."
-version: 3.1.0
+version: 3.2.0
 homepage: https://github.com/MemPalace/mempalace
 user-invocable: true
 metadata:
diff --git a/mempalace/version.py b/mempalace/version.py
index 1eb21a22f5..45176bc87a 100644
--- a/mempalace/version.py
+++ b/mempalace/version.py
@@ -1,3 +1,3 @@
 """Single source of truth for the MemPalace package version."""
 
-__version__ = "3.1.0"
+__version__ = "3.2.0"
diff --git a/pyproject.toml b/pyproject.toml
index 4ab1a1da1c..cbd3237998 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -30,9 +30,9 @@ dependencies = [
 ]
 
 [project.urls]
-Homepage = "https://github.com/milla-jovovich/mempalace"
-Repository = "https://github.com/milla-jovovich/mempalace"
-"Bug Tracker" = "https://github.com/milla-jovovich/mempalace/issues"
+Homepage = "https://github.com/MemPalace/mempalace"
+Repository = "https://github.com/MemPalace/mempalace"
+"Bug Tracker" = "https://github.com/MemPalace/mempalace/issues"
 
 [project.scripts]
 mempalace = "mempalace:main"
diff --git a/website/.vitepress/config.mts b/website/.vitepress/config.mts
index 7d708f1abb..eea88292ea 100644
--- a/website/.vitepress/config.mts
+++ b/website/.vitepress/config.mts
@@ -86,7 +86,7 @@ export default withMermaid(
       },
 
       socialLinks: [
-        { icon: 'github', link: 'https://github.com/milla-jovovich/mempalace' },
+        { icon: 'github', link: 'https://github.com/MemPalace/mempalace' },
         { icon: 'discord', link: 'https://discord.com/invite/ycTQQCu6kn' },
       ],
 
@@ -100,7 +100,7 @@ export default withMermaid(
       },
 
       editLink: {
-        pattern: `https://github.com/milla-jovovich/mempalace/edit/${editBranch}/website/:path`,
+        pattern: `https://github.com/MemPalace/mempalace/edit/${editBranch}/website/:path`,
         text: 'Edit this page on GitHub',
       },
     },
diff --git a/website/guide/claude-code.md b/website/guide/claude-code.md
index 8045fb7b98..25f826fad3 100644
--- a/website/guide/claude-code.md
+++ b/website/guide/claude-code.md
@@ -5,7 +5,7 @@ The recommended way to use MemPalace with Claude Code — native marketplace ins
 ## Installation
 
 ```bash
-claude plugin marketplace add milla-jovovich/mempalace
+claude plugin marketplace add MemPalace/mempalace
 claude plugin install --scope user mempalace
 ```
 
diff --git a/website/guide/gemini-cli.md b/website/guide/gemini-cli.md
index 2534079308..34fb9af06e 100644
--- a/website/guide/gemini-cli.md
+++ b/website/guide/gemini-cli.md
@@ -11,7 +11,7 @@ MemPalace works natively with [Gemini CLI](https://github.com/google/gemini-cli)
 
 ```bash
 # Clone the repository
-git clone https://github.com/milla-jovovich/mempalace.git
+git clone https://github.com/MemPalace/mempalace.git
 cd mempalace
 
 # Create a virtual environment
diff --git a/website/guide/getting-started.md b/website/guide/getting-started.md
index 5d32034e8e..db927e1cda 100644
--- a/website/guide/getting-started.md
+++ b/website/guide/getting-started.md
@@ -9,7 +9,7 @@ pip install mempalace
 ```
 
 ::: danger Security Warning
-The domain `mempalace.tech` is a **brand-squatting site** not affiliated with this project. It is known to run ad-redirects and potential malware. The official MemPalace distribution is only available via this [GitHub repository](https://github.com/milla-jovovich/mempalace) and [PyPI](https://pypi.org/project/mempalace/). Never install binaries or scripts from unofficial domains.
+The domain `mempalace.tech` is a **brand-squatting site** not affiliated with this project. It is known to run ad-redirects and potential malware. The official MemPalace distribution is only available via this [GitHub repository](https://github.com/MemPalace/mempalace) and [PyPI](https://pypi.org/project/mempalace/). Never install binaries or scripts from unofficial domains.
 :::
 
 ### Requirements
@@ -23,7 +23,7 @@ No API key required for the core local workflow. After installation, the main st
 ### From Source
 
 ```bash
-git clone https://github.com/milla-jovovich/mempalace.git
+git clone https://github.com/MemPalace/mempalace.git
 cd mempalace
 pip install -e ".[dev]"
 ```
diff --git a/website/index.md b/website/index.md
index 88bc6946fb..a8487fb093 100644
--- a/website/index.md
+++ b/website/index.md
@@ -17,7 +17,7 @@ hero:
       link: /concepts/the-palace
     - theme: alt
       text: GitHub ↗
-      link: https://github.com/milla-jovovich/mempalace
+      link: https://github.com/MemPalace/mempalace
 
 features:
   - icon:
diff --git a/website/reference/benchmarks.md b/website/reference/benchmarks.md
index 7a379167d6..dae2df1b85 100644
--- a/website/reference/benchmarks.md
+++ b/website/reference/benchmarks.md
@@ -1,6 +1,6 @@
 # Benchmarks
 
-Curated summary of MemPalace benchmark results. For the full 725-line progression with every experiment, see [`benchmarks/BENCHMARKS.md`](https://github.com/milla-jovovich/mempalace/blob/main/benchmarks/BENCHMARKS.md) in the repository.
+Curated summary of MemPalace benchmark results. For the full 725-line progression with every experiment, see [`benchmarks/BENCHMARKS.md`](https://github.com/MemPalace/mempalace/blob/main/benchmarks/BENCHMARKS.md) in the repository.
 
 ## The Core Finding
 
@@ -76,7 +76,7 @@ On this benchmark, MemPalace materially outperforms the Mem0 result cited in the
 All benchmarks are reproducible with public datasets:
 
 ```bash
-git clone https://github.com/milla-jovovich/mempalace.git
+git clone https://github.com/MemPalace/mempalace.git
 cd mempalace
 pip install chromadb pyyaml
 
@@ -92,4 +92,4 @@ python benchmarks/longmemeval_bench.py /tmp/longmemeval_s_cleaned.json
 Results are deterministic. Same data + same script = same result every time. Every result JSONL file contains every question, every retrieved document, every score.
 :::
 
-For complete reproduction instructions, benchmark integrity notes, and the full score progression, see the [full benchmark documentation](https://github.com/milla-jovovich/mempalace/blob/main/benchmarks/BENCHMARKS.md).
+For complete reproduction instructions, benchmark integrity notes, and the full score progression, see the [full benchmark documentation](https://github.com/MemPalace/mempalace/blob/main/benchmarks/BENCHMARKS.md).
diff --git a/website/reference/contributing.md b/website/reference/contributing.md
index 9a1364a623..17dc6d9d10 100644
--- a/website/reference/contributing.md
+++ b/website/reference/contributing.md
@@ -5,7 +5,7 @@ PRs welcome. MemPalace is open source and we welcome contributions of all sizes
 ## Getting Started
 
 ```bash
-git clone https://github.com/milla-jovovich/mempalace.git
+git clone https://github.com/MemPalace/mempalace.git
 cd mempalace
 pip install -e ".[dev]"
 ```
@@ -53,7 +53,7 @@ See [Benchmarks](/reference/benchmarks) for data download instructions.
 
 ## Good First Issues
 
-Check the [Issues](https://github.com/milla-jovovich/mempalace/issues) tab:
+Check the [Issues](https://github.com/MemPalace/mempalace/issues) tab:
 
 - **New chat formats** — add import support for Cursor, Copilot, or other AI tool exports
 - **Room detection** — improve pattern matching in `room_detector_local.py`
@@ -73,8 +73,8 @@ If you're planning a significant change, open an issue first. Key principles:
 ## Community
 
 - [Discord](https://discord.com/invite/ycTQQCu6kn)
-- [GitHub Issues](https://github.com/milla-jovovich/mempalace/issues) — bug reports and feature requests
-- [GitHub Discussions](https://github.com/milla-jovovich/mempalace/discussions) — questions and ideas
+- [GitHub Issues](https://github.com/MemPalace/mempalace/issues) — bug reports and feature requests
+- [GitHub Discussions](https://github.com/MemPalace/mempalace/discussions) — questions and ideas
 
 ## License