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# Changelog
2026-04-13 22:25:01 -03:00
All notable changes to [MemPalace](https://github.com/MemPalace/mempalace) are documented in this file.
The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.1.0/), and this project adheres to [Semantic Versioning](https://semver.org/).
---
2026-04-23 16:44:22 -07:00
## [3.3.3] — 2026-04-23
### Bug Fixes
- **Install regression** — `mempalace-mcp` console script is now declared in `pyproject.toml` alongside `.claude-plugin/plugin.json`'s reference to it. In v3.3.2 the two drifted apart (plugin.json shipped the new `"command": "mempalace-mcp"` form before the matching entry point landed), so every fresh `pip install mempalace==3.3.2` produced a Claude Code plugin config pointing at a binary that wasn't installed. (#1093, #340)
- Restore silent-save visibility after the Claude Code 2.1.114 client regression — production transcript saves were failing silently until this PR. (#1021)
- Paginate `status`-path metadata fetches so large palaces don't trip SQLite variable limits. (#851)
- Resolve the Claude plugin hook runner across platform / plugin-dir variations; previously broke on Windows and some macOS layouts. (#942)
- Real `python3` resolution for `.sh` hooks with a `MEMPAL_PYTHON` override path. (#833)
- Add optional `wing` parameter to `tool_diary_write` / `tool_diary_read` and derive per-project wing from the Claude Code transcript path when writing from the stop hook — diary entries from different projects no longer collapse into a shared default wing. (#659)
- Treat empty string as "no filter" in `mempalace_search` `wing`/`room`; LLM agents that default to filling every optional parameter with `""` no longer get bounced with `must be a non-empty string`. (#1097, #1084)
- Broaden `_wing_from_transcript_path` to handle Claude Code project folders without a `-Projects-` segment (e.g. `~/dev/<parent>/<project>`, `~/code/<project>`). The project name is now derived from the final dash-separated token of the encoded folder, so Linux users with code outside `~/Projects/` get per-project diary scoping instead of falling through to `wing_sessions`. (#1145, follow-up to #659)
- `mempalace_diary_read(wing="")` now returns diary entries from every wing this agent has written to, matching the #1097 "empty-string as no filter" pattern. Previously defaulted to `wing_<agent>`, siloing entries that hooks wrote to project-derived wings. (#1145)
2026-04-24 14:33:51 -03:00
- `mempalace mine` now skips the generated `entities.json` file so its contents aren't re-ingested as project content. (#1175)
2026-04-23 16:44:22 -07:00
### Improvements
- **Deterministic hook saves.** Save hook now uses a silent Python API path, so successive hook invocations produce reproducible results and zero data loss on the hot path. (#673)
- **Graph cache with write-invalidation** inside `build_graph()` — warm-path calls no longer rebuild the palace-graph per request. (#661)
- **`mempalace init` entity detection overhaul.** Canonical project names now come from package manifests (`package.json`, `pyproject.toml`, `Cargo.toml`, `go.mod`) and real people come from git commit authors, rather than being inferred from prose. Includes union-find dedup across name/email aliases, bot filtering that keeps `@users.noreply.github.com` humans, and automatic "mine" flagging by contribution share. (#1148)
- **Regex detector accuracy.** CamelCase extraction so `MemPalace`, `ChromaDB`, `OpenAI` aren't fragmented; tighter versioned/hyphenated pattern kills `context-manager` / `multi-word` false positives; dialogue `^NAME:\s` requires ≥2 hits so `Created: <date>` metadata stops classifying field names as people; expanded stopwords for common English participles and descriptors; high-pronoun signal classifies as person rather than dumping to uncertain. (#1148)
- **Init → miner wire-up.** Confirmed entities merge into `~/.mempalace/known_entities.json` on init, which the miner reads to tag drawer metadata for entity-filtered search. Previously init's output was not consumed by the miner; the per-project `entities.json` is kept as an audit trail. (#1157)
- **Case-insensitive project dedup** across manifest, git, and convo sources so casing variants of the same project name collapse into one review entry. (#1175)
2026-04-23 16:44:22 -07:00
### Added
- i18n: Belarusian translation. (#1051)
- i18n: entity detection for German, Spanish, and French locales. (#1001)
- i18n: Traditional + Simplified Chinese entity detection. (#945)
- **`mempalace init --llm`**: optional LLM-assisted entity classification. Defaults to local Ollama (zero-API); also supports any OpenAI-compatible endpoint (LM Studio, llama.cpp server, vLLM, OpenRouter, etc.) and the Anthropic Messages API. Runs interactively with a progress indicator; Ctrl-C cancels cleanly and returns partial results. Useful for prose-heavy folders where the regex detector struggles (diaries, transcripts, research notes). Opt-in only — default init path remains zero-API. (#1150)
- **Claude Code conversation scanner.** `~/.claude/projects/<slug>/` directories now contribute project entities using each session's authoritative `cwd` metadata, avoiding slug-decoding ambiguity. (#1150)
2026-04-23 16:44:22 -07:00
### Known — deferred to v3.3.4
- HNSW parallel-insert SIGSEGV when `hnsw:num_threads` is unset on collection creation (#974) — fix in-flight as #976, awaiting rebase against develop.
---
2026-04-19 16:55:25 -03:00
## [3.3.2] — 2026-04-19
### Bug Fixes
- Fix silent drop of `.jsonl` files in project miner; raise `MAX_FILE_SIZE` cap from 10 MB to 500 MB so large transcripts no longer fall through unnoticed. Adds a tandem **sweeper** — a message-level, timestamp-coordinated, idempotent safety net that catches anything the primary miner missed. (#998)
- `mempalace sweep <target>` CLI to run the sweeper on demand against a transcript file or a directory. (#998)
- Guard `Layer3.search_raw` against `None` doc/meta rows returned by ChromaDB — prevents `AttributeError` crashes on mixed-schema palaces. (#1011, #1013)
- Guard searcher API path, closet loop, and miner status histogram against `None` metadata; matching guards added to `tool_status` / `list_wings` / `list_rooms` / `get_taxonomy` in the MCP server. (#999)
- Upgrade `chromadb` floor to `>=1.5.4` for Python 3.13 / 3.14 compatibility and pin upper bound to `<2` so future breaking majors don't silently install. (#1010)
- Fix Unicode checkmark rendering on Windows terminals that can't encode the `✓` glyph — avoids `UnicodeEncodeError` crashes on first-run output. (#681)
- **`quarantine_stale_hnsw`** — on open, detect HNSW segment directories whose `data_level0.bin` is significantly older than `chroma.sqlite3` and rename them out of the way. Recovers cleanly from HNSW/sqlite drift that otherwise causes SIGSEGV on `count()` / `query(...)` (the chroma-core/chroma#2594 failure mode). Rebuilds the index lazily on next use. (#1000)
- **PID file guard** — `mine` writes a per-source-directory PID file and refuses to start if an existing mine is still running, preventing process stacking that bloats HNSW and wedges concurrent writes. Includes cross-platform PID liveness check (`os.kill(pid, 0)` terminates on Windows, so the guard falls back to a platform-aware probe). (#1023)
### Improvements
- **RFC 001 §10 — typed backend contracts.** `BaseBackend` now returns typed `QueryResult` / `GetResult` dataclasses and `PalaceRef` for palace identity; registry-based backend discovery. Internal refactor; no user-facing API change. (#995)
- **RFC 002 §9 — source adapter scaffolding.** Introduces `BaseSourceAdapter`, adapter registry, and `PalaceContext` — the plumbing that future pluggable ingest sources will target. Internal refactor; no user-facing API change yet. (#1014)
### Documentation
- **RFC 002** — full specification for the source adapter plugin system (future pluggable ingest). (#990)
- First-run help text and `README` now reference the real `~/.claude/projects/<project>/` path shape instead of the placeholder `/path/to/transcripts`. (#996, #1012)
### Internal
- Harden sweeper for production: verbatim tool blocks, full `session_id`, logged failures.
- Address Copilot review on #995: cursor tie-break, honest metrics, accurate comments.
- Test hygiene: avoid ONNX network download in update-length validation tests; dedup update-length-validation tests; fix Windows file-lock in cache-invalidation test.
---
## [3.3.1] — 2026-04-16
### New Features
**Multi-language entity detection** — lexical patterns (person verbs, pronouns, dialogue markers, project verbs, stopwords, candidate character classes) now live in the optional `entity` section of each locale JSON under `mempalace/i18n/<lang>.json`. Every public function in `entity_detector` accepts a `languages=` tuple and unions patterns across enabled locales. Default stays `("en",)` so existing English-only callers are unchanged. (#911)
- **Five new fully-supported locales** with CLI strings, AAAK compression instructions, and entity-detection patterns:
- Brazilian Portuguese `pt-br` (#156)
- Russian `ru` (#760)
- Italian `it` (#907)
- Hindi `hi` (#773)
- Indonesian `id` (#778)
- **`MempalaceConfig.entity_languages`** — persistent palace-level language selection; `MEMPALACE_ENTITY_LANGUAGES` env override; `mempalace init --lang en,pt-br` flag that saves to `~/.mempalace/config.json` (#911)
- **Per-language `candidate_pattern`** — non-Latin scripts register their own character class, so names like `João`, `Инна`, `राज` are no longer silently dropped by the ASCII-only default (#911)
- **VSCode devcontainer** matching the CI environment (#881)
- `MEMPAL_VERBOSE` env toggle — developers see diaries surfaced in chat while the default remains silent (#871)
- `created_at` timestamps included in search results (#846)
### Bug Fixes
**i18n / Unicode**
- Script-aware word boundaries for combining-mark scripts — Python's `\b` fails on Devanagari vowel signs (`ा ी ु`), Arabic, Hebrew, Thai, Tamil, Khmer etc., truncating names like `अनीता``अनीत` and making person-verb patterns never fire. Locales now declare an optional `boundary_chars` field and the i18n loader expands `\b` into a script-aware lookaround boundary (#932)
- Case-insensitive BCP 47 language code resolution — `--lang PT-BR`, `zh-cn`, `Pt-Br` previously fell through to English silently; now resolve to the canonical locale file via lowercase matching, with the entity-pattern cache keyed on the canonical form so casing variations share one cache entry (#928)
- Wire i18n candidate patterns into `miner._extract_entities_for_metadata()`, `palace.build_closet_lines()`, and `entity_registry.extract_unknown_candidates()` — three code paths that still hardcoded ASCII-only `[A-Z][a-z]{2,}` and silently missed Cyrillic, accented Latin, and non-Latin entity metadata tags (#931)
- Explicit `encoding="utf-8"` on `Path.read_text()` calls across entity_registry, instructions_cli, split_mega_files, and onboarding tests — prevents Windows GBK (and other non-UTF-8) locales from corrupting UTF-8 files (#946, #776)
- `ko.json` `status_drawers` used `{drawers}` instead of `{count}`, showing the raw template string instead of the number (#758)
- Move `test_i18n.py` from inside the installed package into `tests/` so pytest actually collects it; remove the `sys.path.insert` hack (#758)
- `Dialect.from_config()` defaulted to `current_lang()` (module-global) when config had no `lang` key — replaced with explicit `"en"` fallback for determinism (#758)
**Other**
- Guard `KnowledgeGraph.close()` and `query_relationship`/`timeline`/`stats` methods with the instance lock to prevent concurrent-access corruption (#887, #884)
- Replace invalid `{"decision": "allow"}` with `{}` in hook responses — the string wasn't a valid decision value and triggered schema warnings (#885)
- `entity_registry.research()` defaults to local-only — previously made outbound Wikipedia HTTPS requests without explicit user opt-in; callers now must pass `allow_network=True` (#811)
- Precompact hook no longer blocks compaction when it fails or takes too long (#856, #858, #863)
- Redirect stdout to stderr during MCP server import so library logging can't corrupt the JSON-RPC channel (#225, #864)
- `mempalace init` auto-adds per-project files to `.gitignore` in git repositories so users don't accidentally commit `mempalace.yaml` / `entities.json` (#185, #866)
- Searcher guards against empty ChromaDB query results that previously raised on edge-case corpora (#195, #865)
- Return empty status instead of an error on a cold-start palace with no drawers yet (#830, #831)
- Restrict file permissions on sensitive palace data (#814)
- Slack transcript importer writes a provenance header and preserves speaker IDs (#815)
- Allow `mempalace mine` to run in directories without a local `mempalace.yaml` and surface the missing-yaml warning on stderr (#604)
- Security hook injection fix (#812)
- Save hook auto-mines transcripts even when `MEMPAL_DIR` is unset (#840)
- Pin the Pages custom domain via a shipped `CNAME` in the deploy artifact (#877)
- Version drift safeguard — sync pyproject + `version.py` + README badge in one place (#876)
- Deploy docs workflow now runs on `develop` only, preventing accidental main-branch deploys (#845)
### Improvements
- Regex compilation optimization for entity extraction — pre-compile per-entity pattern sets once and cache by `(name, languages)` tuple, so multi-language callers don't thrash the cache (#880)
- Knowledge-graph value sanitization now preserves natural punctuation (commas, colons, parentheses) that commonly appears in KG subject/object values (#873)
### Documentation
- Clarify that `mempalace init` requires a `<dir>` argument in CLI help text (#210, #862)
- Domain name and specific impostor sites called out in the scam-alert section (#869)
- Tightened `SECURITY.md` with a real version-support policy and the GHPVR-only reporting channel (#810)
- Fixed stale `pyproject.toml` URLs (#853)
- v4 planning prep (#852)
### Internal
- `palace_graph` tunnel helper test coverage (#908)
---
## [3.3.0] — 2026-04-13
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### New Features
- Closet layer — a compact searchable index of pointers to verbatim drawers, enabling fast topical lookup without reading all content (#788)
- BM25 hybrid search — closets boost ranking, drawers remain the source of truth (#795, #829)
- Entity metadata on every drawer for filterable search (#829)
- Diary ingest — day-based rooms for conversation transcripts (#829)
- Cross-wing tunnels — explicit links between rooms in different wings for multi-project agents (#829)
- Drawer-grep — returns the best-matching chunk plus adjacent context drawers (#829)
- Offline fact checker against the entity registry and knowledge graph (#829)
- LLM-based closet regeneration — optional, bring-your-own endpoint, no mandatory API key (#793)
- Hall detection — routes drawer content to `emotions` / `technical` / `family` / `memory` / `identity` / `consciousness` / `creative` halls, enabling hall-based graph connectivity within wings (#835)
### Bug Fixes
- Set `hnsw:space=cosine` metadata on all collection creation sites — fixes broken similarity scoring under ChromaDB's default L2 distance (#807, #218)
- File-level locking prevents duplicate drawers when agents mine the same file concurrently (#784, #826)
- Hybrid closet+drawer retrieval — closets boost ranking, never gate results (#795)
- Stop hooks from making agents write in chat — saves tokens on every turn (#786)
- Strip system tags, hook output, and Claude UI chrome from drawers before filing (#785)
- Verbatim-safe `strip_noise` scoped to Claude Code JSONL only (#785)
- Prevent diary entry ID collisions via microsecond timestamp and full content hash (#819)
- Auto-rebuild stale drawers via `NORMALIZE_VERSION` schema gate
- Enforce atomic topics in closets and extract richer pointers
- Sync `version.py` to match `pyproject.toml` (#820)
- Remove unused `main` import from `mempalace/__init__.py` (#827)
- README audit — fix 7 stale claims (tool count, version badge, wake-up token cost, `dialect.py` lossless disclaimer, `pyproject.toml` version) with 42 regression-guard tests (#835)
### Improvements
- Optimize entity detection with regex caching and pre-compilation (#828)
- Extract locked filing block into helper to keep `mine_convos` under C901 complexity
### Documentation
- Add `docs/CLOSETS.md` — closet layer overview
- Fix stale `milla-jovovich/*` org URLs in website and plugin manifests (#787)
- Fix remaining stale org URLs in contributor docs (#808)
- Rewrite `README.md` and `mempalaceofficial.com` benchmark pages to remove category-error cross-system comparisons (R@5 retrieval recall had been listed next to competitor QA accuracy under one column), remove the retracted "+34% palace boost" claim from the surfaces where it had remained, replace the `100%` Haiku-rerank headline with the honest held-out `98.4%` R@5, drop the LoCoMo `100%` top-50 row (retrieval-bypass artefact), and fix the broken `aya-thekeeper/mempal` reproduction URL (#875)
- Add `docs/HISTORY.md` as the canonical home for corrections, retractions, and public notices; move the 2026-04-07 "Note from Milla & Ben" and the 2026-04-11 impostor-domain notice out of `README.md`
- Add v3.3.0 reproduction result JSONLs and the deterministic `seed=42` 50/450 LongMemEval split under `benchmarks/` — every BENCHMARKS.md claim reproduces exactly
2026-04-13 22:25:01 -03:00
### Internal
- Add test coverage for `mine_lock`, closets, entity metadata, BM25, and diary
- Verify `mine_lock` via disjoint critical-section intervals
- Serialize `mine_lock` concurrency test with multiprocessing
- Make diary state path assertion platform-neutral
- Add `TestTunnels` coverage for cross-wing tunnel operations
- Ruff format with CI-pinned version (0.4.x); format `mempalace/palace.py`
---
## [3.2.0] — 2026-04-12
### Packaging
- Remove `chromadb<0.7` upper bound — unblocks installs against chromadb 1.x palaces (#690)
- Bump version to 3.2.0 across `pyproject.toml`, `mempalace/version.py`, README badge, and OpenClaw SKILL (#761)
### Security
- Harden palace deletion, WAL redaction, and MCP search input handling (#739)
- Consistent input validation, argument whitelisting, concurrency safety, and WAL fixes (#647)
- Remove hardcoded credential paths from benchmark runners (#177)
- Remove global SSL verification bypass in convomem_bench (#176)
### Bug Fixes
- Parse Claude.ai privacy export with `messages` key and sender field (#685, #677)
- Detect mtime changes in `_get_client` to prevent stale HNSW index (#757)
- Hash full content in `tool_add_drawer` drawer ID — stable re-mines (#716)
- Remove 10k drawer cap from status display (#707, #603)
- Correct typo in entity_detector interactive classification prompt (#755)
- Prevent convo_miner from re-processing 0-chunk files on every run (#732, #654)
- Remove silent 8-line AI response truncation in convo_miner (#708, #692)
- Store full AI response in convo_miner exchange chunking (#695)
- Fix `mine --dry-run` TypeError on files with room=None (#687, #586)
- Skip arg whitelist for handlers accepting `**kwargs` (#684, #572)
- Allow Unicode in `sanitize_name()` — Latvian, CJK, Cyrillic (#683, #637)
- Auto-repair BLOB seq_ids from chromadb 0.6→1.5 migration (#664)
- Remove no-op `ORT_DISABLE_COREML` env var (#653, #397)
- Disambiguate hook block reasons to name MemPalace explicitly (#666)
- Use epsilon comparison for mtime to prevent unnecessary re-mining (#610)
- Correct token count estimate in compress summary (#609)
- Implement MCP ping health checks (#600)
- Align `cmd_compress` dict keys with `compression_stats()` return values (#569)
- Skip unreachable reparse points in `detect_rooms_from_folders` on Windows (#558)
- Prevent HNSW index bloat from duplicate `add()` calls (#544, #525)
- Purge stale drawers before re-mine to avoid hnswlib segfault (#544)
- Mitigate system prompt contamination in search queries (#385, #333)
- Count Codex `user_message` turns in `_count_human_messages` (#373, #347)
- Paginate large collection reads and surface errors in MCP tools (#371, #339, #338)
- Expand `~` in split command directory argument (#361)
- Ignore `wait_for_previous` argument to support Gemini MCP clients (#322)
- Close KnowledgeGraph SQLite connections in test fixtures (#450)
- Remove duplicate cache variable declarations in mcp_server.py (#449)
- Add `--yes` flag to init instructions for non-interactive use (#682, #534)
- Add `mcp` command with setup guidance (#315)
### New Features
- i18n support — 8 languages (en, es, fr, de, ja, ko, zh-CN, zh-TW) (#718)
- New MCP tools: get/list/update drawer, hook settings, export (#667, #635)
- `mempalace migrate` — recover palaces from different ChromaDB versions (#502)
- Add OpenClaw/ClawHub skill (#491)
- Backend seam for pluggable storage backends (#413)
### Improvements
- Disable broken auto-bump workflow (#414)
- Improve agent readiness — AGENTS.md, dependabot, CODEOWNERS, labels (#497)
### Documentation
- Add CLAUDE.md and mission/principles to AGENTS.md (#720)
- Add VitePress documentation site (#439)
- Add warning about fake MemPalace websites (#598)
- Fix stale org URLs and PR branch target in contributor docs (#679)
2026-04-13 22:25:01 -03:00
- Fix misaligned architecture diagram (#734, #733)
- Add ROADMAP.md — v3.1.1 stability patch and v4.0.0-alpha plan
### Internal
- ruff format convo_miner.py (#741)
- ruff format all Python files (#675)
- CI: trigger tests on develop branch PRs and pushes (#674)
- CI: fix GitHub Pages publishing (#691)
---
## [3.1.0] — 2026-04-09
### Security
- Harden inputs, fix shell injection, optimize DB access (#387)
- Sanitize SESSION_ID in save hook to prevent path traversal (#141)
- Sanitize error responses and remove `sys.exit` from library code (#139)
- Shell injection fix in hooks, Claude Code mining, chromadb pin (#114)
### Bug Fixes
- MCP null args hang, repair infinite recursion, OOM on large files (#399)
- Release ChromaDB handles before rmtree on Windows (#392)
- Use `os.utime` in mtime test for Windows compatibility (#392)
- Negotiate MCP protocol version instead of hardcoding (#324)
- Use upsert and deterministic IDs to prevent data stagnation (#140)
- Make `drawer_id` deterministic for idempotent writes (#387)
- Honest AAAK stats — word-based token estimator, lossy labels (#147)
- Room detection checks keywords against folder paths (#145)
- Use actual detected room in mine summary stats (#165)
- Honour `--palace` flag in mcp_server (#264)
- Preserve default KG path when `--palace` not passed (#270)
- `--yes` flag skips all interactive prompts in init (#123)
- Repair command, split args, Claude export, room keywords (#119)
- Replace Unicode separator in convo_miner.py for Windows compatibility (#129)
- Coerce MCP integer arguments to native Python int (#84)
- Batch ChromaDB reads to avoid SQLite variable limit (#66)
- Respect nested .gitignore rules during mining (#78)
- Narrow bare `except Exception` to specific types where safe (#54)
- Mark MD5 as non-security in miner drawer ID generation (#53)
- Remove dead code and duplicate set items in entity_registry.py (#42)
- Silence ChromaDB telemetry warnings and CoreML segfault on Apple Silicon (#236)
- Unify package and MCP version reporting (#16)
- Fix broken AAAK Dialect link in README (#238)
- Update input prompt for entity confirmation (#83)
- Preserve CLI exit codes, log tracebacks, sanitize search errors (#139)
- Enable SQLite WAL mode and add consistent LIMIT to KG timeline (#136)
- Add limit=10000 safety cap to all unbounded ChromaDB `.get()` calls (#137)
- Re-mine modified files, idempotent `add_drawer`, cleanup ChromaDB handles (#140)
- Resolve formatting, regression logic, and pytest defaults (#270)
- Use `parse_known_args` to allow importing mcp_server during pytest (#270)
### New Features
- Package MemPalace as standard Claude and Codex plugins (#270)
- Add OpenAI Codex CLI JSONL normalizer (#61)
- Add Codex plugin support with hooks, commands, and documentation (#270)
- Add command documentation for help, init, mine, search, and status (#270)
### Improvements
- Cache ChromaDB `PersistentClient` instead of re-instantiating per call (#135)
- Tighten chromadb version range and add `py.typed` marker (#142)
- Consolidate split known-names config loading (#22)
- CI: add separate jobs for Windows and macOS testing
- CI: Upgrade GitHub Actions for Node 24 compatibility (#55)
### Documentation
- Add Gemini CLI setup guide and integration section (#106)
- Add beginner-friendly hooks tutorial (#103)
- Align MCP setup examples with shipped server (#21)
- Honest README update — own the mistakes, fix the claims
### Internal
- Expand test coverage from 20 to 92 tests, migrate to uv (#131)
- Add scale benchmark suite — 106 tests (#223)
- Increase test coverage from 30% to 85%, fix Windows encoding bugs (#281)
- Add WAL mode and entity timeline limit assertions
- Add coverage for `file_already_mined` mtime check
---
## [3.0.0] — 2026-04-06
Initial public release.
- Palace architecture with day-based rooms, drawers (verbatim), and closets (searchable index)
- AAAK compression dialect for memory folding
- Knowledge graph with entity detection and timeline queries
- MCP server for Claude, Codex, and Gemini integration
- CLI: `init`, `mine`, `search`, `status`, `compress`, `repair`, `split`
- Benchmark suite with recall and scale tests
- README with MCP flow, local model flow, and specialist agent documentation
2026-04-13 22:25:01 -03:00
---
[Unreleased]: https://github.com/MemPalace/mempalace/compare/v3.2.0...HEAD
[3.2.0]: https://github.com/MemPalace/mempalace/compare/v3.1.0...v3.2.0
[3.1.0]: https://github.com/MemPalace/mempalace/compare/v3.0.0...v3.1.0
[3.0.0]: https://github.com/MemPalace/mempalace/releases/tag/v3.0.0