MemPalace: palace architecture, AAAK compression, knowledge graph

The memory system:
- Palace structure: Wings (people/projects) → Rooms (topics) → Closets (AAAK compressed) → Drawers (verbatim transcripts)
- Halls connect related rooms within a wing
- Tunnels cross-reference rooms across wings
- AAAK: 30x lossless compression dialect for AI agents
- Knowledge graph: temporal entity-relationship triples (SQLite)
- Palace graph: room-based navigation with tunnel detection
- MCP server: 19 tools — search, graph traversal, agent diary, AAAK auto-teach
- Onboarding: guided setup generates wing config + AAAK entity registry
- Contradiction detection: catches wrong pronouns, names, ages
- Auto-save hooks for Claude Code

96.6% Recall@5 on LongMemEval — highest zero-API score published.
100% with optional Haiku rerank (500/500).
Local. Free. No API key required.

pyproject.toml

@@ -0,0 +1,62 @@
+[build-system]
+requires = ["setuptools>=64"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "mempalace"
+version = "3.0.0"
+description = "Give your AI a memory — mine projects and conversations into a searchable palace. No API key required."
+readme = "README.md"
+requires-python = ">=3.9"
+license = "MIT"
+authors = [
+    {name = "milla-jovovich"},
+]
+keywords = [
+    "ai", "memory", "llm", "rag", "chromadb", "mcp",
+    "vector-database", "claude", "chatgpt", "embeddings",
+]
+classifiers = [
+    "Development Status :: 4 - Beta",
+    "Environment :: Console",
+    "Intended Audience :: Developers",
+    "Programming Language :: Python :: 3",
+    "Programming Language :: Python :: 3.9",
+    "Programming Language :: Python :: 3.10",
+    "Programming Language :: Python :: 3.11",
+    "Programming Language :: Python :: 3.12",
+    "Topic :: Scientific/Engineering :: Artificial Intelligence",
+    "Topic :: Utilities",
+]
+dependencies = [
+    "chromadb>=0.4.0",
+    "pyyaml>=6.0",
+]
+
+[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"
+
+[tool.setuptools.packages.find]
+include = ["mempalace*"]
+
+[project.scripts]
+mempalace = "mempalace:main"
+
+[project.optional-dependencies]
+dev = ["pytest>=7.0", "build>=1.0", "twine>=4.0"]
+
+[tool.ruff]
+line-length = 100
+target-version = "py39"
+
+[tool.ruff.lint]
+select = ["E", "F", "W"]
+ignore = ["E501"]
+
+[tool.ruff.format]
+quote-style = "double"
+
+[tool.pytest.ini_options]
+testpaths = ["tests"]