From d25cf41d7b763b4dffdae92f62ab24cb6840d406 Mon Sep 17 00:00:00 2001 From: Ariel Memory Date: Fri, 7 Aug 2026 22:25:27 +0200 Subject: [PATCH 1/2] chore: sort imports --- core/episodic.py | 2 +- core/memory.py | 4 +- core/session.py | 2 +- demo.py | 2 +- features/audit_trail.py | 2 +- features/auth.py | 2 +- features/backup_cron.py | 3 +- features/compression.py | 2 +- features/import_export.py | 2 +- features/rate_limiting.py | 2 +- features/secrets.py | 2 +- graph/epistemic.py | 2 +- graph/temporal.py | 2 +- lifecycle/consolidation.py | 2 +- lifecycle/forgetting.py | 2 +- mcp_server/server.py | 3 +- mcp_server/tools_layer.py | 2 +- mcp_server/tools_ops.py | 8 ++-- mcp_server/utils/privacy.py | 1 - rag/conflict.py | 3 +- rag/engine.py | 4 +- rag/search.py | 2 +- shared/archived_memories.py | 2 +- shared/dream_buffer.py | 2 +- shared/embeddings.py | 2 +- shared/read_only.py | 3 +- shared/saga.py | 2 +- tests/benchmark_memory.py | 2 +- tests/test_auth_crypto.py | 1 + tests/test_conflict_bm25.py | 1 + .../test_features/test_backup_path_safety.py | 4 +- .../test_import_export_path_safety.py | 1 + tests/test_features_coverage.py | 17 +++---- tests/test_hypothesis.py | 34 ++++++++------ tests/test_importance_middleware.py | 1 + tests/test_importance_scheduler.py | 3 +- tests/test_importance_v2.py | 1 + tests/test_mcp/test_tools_e2e.py | 46 ++++++++++--------- tests/test_mcp/test_tools_unit.py | 15 +++--- tests/test_memory_types.py | 8 ++-- tests/test_rag_chunking.py | 1 + tests/test_rag_no_legacy_api.py | 1 + tests/test_rag_scoring.py | 1 + tests/test_saga_behavior.py | 5 +- tests/test_shared/test_connection.py | 3 +- tests/test_shared/test_embeddings_unit.py | 1 + tests/test_shared/test_middleware_unit.py | 7 +-- tests/test_shared/test_migrations_coverage.py | 2 + tests/test_shared/test_read_only_coverage.py | 1 + .../test_shared/test_saga_crypto_coverage.py | 4 +- tests/test_shared/test_saga_crypto_wiring.py | 3 +- tests/test_shared/test_saga_unit.py | 3 +- tests/test_threshold_training.py | 2 +- tests/test_typed_consolidation.py | 3 +- tests/test_typed_forgetting.py | 4 +- tests/test_wiki/test_manager.py | 1 + tests/test_wiki/test_path_safety.py | 1 + wiki/manager.py | 2 +- 58 files changed, 139 insertions(+), 107 deletions(-) diff --git a/core/episodic.py b/core/episodic.py index e252dcbb..0f047e66 100644 --- a/core/episodic.py +++ b/core/episodic.py @@ -2,13 +2,13 @@ L3 EpisodicMemory — async important moments with emotional weight """ -from shared.constants import DB_NAME import json import time from dataclasses import dataclass from typing import Optional from shared.connection import AsyncConnectionManager, connection_manager +from shared.constants import DB_NAME @dataclass diff --git a/core/memory.py b/core/memory.py index c1051c55..e6548ea8 100644 --- a/core/memory.py +++ b/core/memory.py @@ -2,7 +2,6 @@ L4 CoreMemory — async key-value facts with importance and typed memory (B7) """ -from shared.constants import DB_NAME import json import logging import time @@ -10,6 +9,7 @@ from typing import Any from shared.connection import AsyncConnectionManager, connection_manager +from shared.constants import DB_NAME logger = logging.getLogger(__name__) @@ -64,8 +64,8 @@ async def save( from shared.memory_types import ( MemoryKind, default_importance, - kind_for_text, get_policy, + kind_for_text, validate_kind, ) diff --git a/core/session.py b/core/session.py index 698b2996..c8ad0180 100644 --- a/core/session.py +++ b/core/session.py @@ -2,7 +2,6 @@ L2 SessionStore — async session history with indexes """ -from shared.constants import DB_NAME import json import time import uuid @@ -10,6 +9,7 @@ from typing import Optional from shared.connection import AsyncConnectionManager, connection_manager +from shared.constants import DB_NAME @dataclass diff --git a/demo.py b/demo.py index 46602a07..e2da8966 100644 --- a/demo.py +++ b/demo.py @@ -39,7 +39,7 @@ async def run_demo(): print("[1/6] Initializing components...") from core import MemoryManager from features.backup import BackupManager - from features.secrets import encrypt_json, decrypt_json + from features.secrets import decrypt_json, encrypt_json from graph.epistemic import EpistemicGraph from rag.engine import RAGEngine from shared.connection import connection_manager diff --git a/features/audit_trail.py b/features/audit_trail.py index 4738c929..1d2d6e26 100644 --- a/features/audit_trail.py +++ b/features/audit_trail.py @@ -2,12 +2,12 @@ AuditTrail — async, SQLite-based audit logging with rotation """ -from shared.constants import DB_NAME import json import time from typing import Any, Optional from shared.connection import AsyncConnectionManager, connection_manager +from shared.constants import DB_NAME class AuditTrail: diff --git a/features/auth.py b/features/auth.py index d34b7405..f6e4cc19 100644 --- a/features/auth.py +++ b/features/auth.py @@ -12,7 +12,7 @@ from pathlib import Path from typing import Any, Optional -from features.secrets import encrypt_json, decrypt_json +from features.secrets import decrypt_json, encrypt_json logger = logging.getLogger(__name__) diff --git a/features/backup_cron.py b/features/backup_cron.py index 8251775f..f50fdaae 100644 --- a/features/backup_cron.py +++ b/features/backup_cron.py @@ -93,9 +93,10 @@ def _loop(self): def _fire_nightly_hooks(self): """Trigger nightly maintenance hooks for both layers.""" try: - from hooks.registry import hook_registry import asyncio + from hooks.registry import hook_registry + for layer in ["user", "agent"]: asyncio.run(hook_registry.fire("nightly", layer, {"trigger": "backup_cron"})) except Exception as e: diff --git a/features/compression.py b/features/compression.py index e5b51ea1..66cad8b1 100644 --- a/features/compression.py +++ b/features/compression.py @@ -2,11 +2,11 @@ MemoryCompressor — async dedup and compression """ -from shared.constants import DB_NAME import time from typing import Optional from shared.connection import AsyncConnectionManager, connection_manager +from shared.constants import DB_NAME class MemoryCompressor: diff --git a/features/import_export.py b/features/import_export.py index 43bb5702..129ba49e 100644 --- a/features/import_export.py +++ b/features/import_export.py @@ -2,13 +2,13 @@ Import/Export — async import/export memory between instances """ -from shared.constants import DB_NAME import json import time from pathlib import Path from typing import Any, Optional from shared.connection import AsyncConnectionManager, connection_manager +from shared.constants import DB_NAME from shared.path_safety import safe_resolve diff --git a/features/rate_limiting.py b/features/rate_limiting.py index 521d8176..8031d55c 100644 --- a/features/rate_limiting.py +++ b/features/rate_limiting.py @@ -2,13 +2,13 @@ Rate Limiter — async SQLite-based per-user rate limiting + WebSocket connection limiting """ -from shared.constants import DB_NAME import threading import time from typing import Any, Optional from config import config from shared.connection import AsyncConnectionManager, connection_manager +from shared.constants import DB_NAME class RateLimiter: diff --git a/features/secrets.py b/features/secrets.py index daaf8c95..c6c497d0 100644 --- a/features/secrets.py +++ b/features/secrets.py @@ -19,8 +19,8 @@ logger = logging.getLogger(__name__) try: - from nacl.secret import SecretBox from nacl.pwhash import argon2id + from nacl.secret import SecretBox from nacl.utils import random as nacl_random _HAS_NACL = True diff --git a/graph/epistemic.py b/graph/epistemic.py index 912c2a1e..a9d88bd1 100644 --- a/graph/epistemic.py +++ b/graph/epistemic.py @@ -2,7 +2,6 @@ Epistemic Graph — async, layer-aware tags and relations """ -from shared.constants import DB_NAME import json import logging import time @@ -10,6 +9,7 @@ from typing import Any, Optional from shared.connection import connection_manager +from shared.constants import DB_NAME logger = logging.getLogger(__name__) diff --git a/graph/temporal.py b/graph/temporal.py index 0a4875c2..d1f77235 100644 --- a/graph/temporal.py +++ b/graph/temporal.py @@ -2,12 +2,12 @@ Temporal Graph - time-based memory relations """ -from shared.constants import DB_NAME import time from dataclasses import dataclass from typing import Any, Optional from shared.connection import connection_manager +from shared.constants import DB_NAME @dataclass diff --git a/lifecycle/consolidation.py b/lifecycle/consolidation.py index 708c4bbc..157b000c 100644 --- a/lifecycle/consolidation.py +++ b/lifecycle/consolidation.py @@ -3,10 +3,10 @@ Type-aware promotion with memory_kind support. """ -from shared.constants import DB_NAME from typing import Any, Optional from shared.connection import AsyncConnectionManager, connection_manager +from shared.constants import DB_NAME from shared.memory_types import MemoryKind, get_policy, validate_kind diff --git a/lifecycle/forgetting.py b/lifecycle/forgetting.py index 15e73207..eec5f731 100644 --- a/lifecycle/forgetting.py +++ b/lifecycle/forgetting.py @@ -2,7 +2,6 @@ Forgetting System — type-aware decay, archiving, compression """ -from shared.constants import DB_NAME import logging import time from pathlib import Path @@ -10,6 +9,7 @@ from config import config from shared.connection import AsyncConnectionManager, connection_manager +from shared.constants import DB_NAME from shared.memory_types import ( MemoryKind, apply_decay, diff --git a/mcp_server/server.py b/mcp_server/server.py index 711c4b44..cb76164f 100644 --- a/mcp_server/server.py +++ b/mcp_server/server.py @@ -120,11 +120,10 @@ async def _periodic_tasks(): def _register_all_tools(): - from mcp_server.registry import get_all_tools - # Importing these modules triggers self-registration into the registry import mcp_server.tools_layer # noqa: F401 import mcp_server.tools_ops # noqa: F401 + from mcp_server.registry import get_all_tools for name, func in get_all_tools().items(): mcp.tool(name=name)(func) diff --git a/mcp_server/tools_layer.py b/mcp_server/tools_layer.py index 8355031d..08035eec 100644 --- a/mcp_server/tools_layer.py +++ b/mcp_server/tools_layer.py @@ -5,7 +5,6 @@ Caching is applied to context_inject and recall. """ -from shared.constants import DB_NAME import hashlib import logging import re @@ -26,6 +25,7 @@ ) from mcp_server.registry import _get_ctx, register_tool from mcp_server.utils.privacy import strip_secrets +from shared.constants import DB_NAME from shared.metrics import metrics logger = logging.getLogger(__name__) diff --git a/mcp_server/tools_ops.py b/mcp_server/tools_ops.py index 6ed97295..fb642419 100644 --- a/mcp_server/tools_ops.py +++ b/mcp_server/tools_ops.py @@ -3,13 +3,10 @@ Merged into action-based tools to reduce tool count. """ -from shared.constants import DB_NAME import asyncio import time from pathlib import Path -from typing import Optional - -from typing import Any +from typing import Any, Optional from mcp.server.fastmcp import Context @@ -23,6 +20,7 @@ SearchResult, ) from mcp_server.registry import _get_ctx, register_tool +from shared.constants import DB_NAME from shared.metrics import metrics @@ -169,9 +167,9 @@ async def memory_cleanup( metrics.inc("tool_calls") metrics.inc("tool_cleanup") - from features.compression import MemoryCompressor from features.audit_trail import AuditTrail from features.backup_cron import backup_cron + from features.compression import MemoryCompressor from shared.dream_buffer import DreamBuffer from shared.saga import saga_watchdog diff --git a/mcp_server/utils/privacy.py b/mcp_server/utils/privacy.py index e0a40e9f..930d3691 100644 --- a/mcp_server/utils/privacy.py +++ b/mcp_server/utils/privacy.py @@ -1,7 +1,6 @@ import re from typing import List, Pattern - _CREDENTIAL_PATTERNS: List[Pattern] = [ re.compile(r"\b(sk-[A-Za-z0-9]{20,})\b"), re.compile(r"\b(sk-ant-[A-Za-z0-9-]{20,})\b"), diff --git a/rag/conflict.py b/rag/conflict.py index fe3e4af8..0fca75b7 100644 --- a/rag/conflict.py +++ b/rag/conflict.py @@ -3,13 +3,12 @@ Uses BM25 + char-trigram Jaccard hybrid for similarity (B3). """ -from shared.constants import DB_NAME import math import uuid from typing import Any from shared.connection import AsyncConnectionManager, connection_manager - +from shared.constants import DB_NAME # ─── B3: BM25 + char-trigram similarity ─── diff --git a/rag/engine.py b/rag/engine.py index 3d790132..84db62ed 100644 --- a/rag/engine.py +++ b/rag/engine.py @@ -3,13 +3,13 @@ All DB operations via AsyncConnectionManager (aiosqlite). """ -from shared.constants import DB_NAME import hashlib import logging from pathlib import Path from typing import Any, Literal, Optional, cast from shared.connection import AsyncConnectionManager, connection_manager +from shared.constants import DB_NAME logger = logging.getLogger(__name__) @@ -211,7 +211,7 @@ async def ingest_text( return page_id async def search(self, query: str, user_id: str = "default", strategy: Optional[StrategyT] = None, limit: int = 10) -> list[dict[str, Any]]: - from rag.search import search_fts5, search_binary, search_rrf, auto_strategy, apply_type_boost, materialize_candidates, format_result + from rag.search import apply_type_boost, auto_strategy, format_result, materialize_candidates, search_binary, search_fts5, search_rrf strategy = strategy or self.search_strategy if strategy == "auto": diff --git a/rag/search.py b/rag/search.py index 0c2d69dc..4b9d4195 100644 --- a/rag/search.py +++ b/rag/search.py @@ -3,8 +3,8 @@ import logging from typing import Any -from shared.constants import DB_NAME from shared.connection import AsyncConnectionManager +from shared.constants import DB_NAME logger = logging.getLogger(__name__) diff --git a/shared/archived_memories.py b/shared/archived_memories.py index cb9396e2..7146df44 100644 --- a/shared/archived_memories.py +++ b/shared/archived_memories.py @@ -2,10 +2,10 @@ ArchivedMemories — async archived memory storage """ -from shared.constants import DB_NAME from typing import Any, Optional from shared.connection import AsyncConnectionManager, connection_manager +from shared.constants import DB_NAME class ArchivedMemories: diff --git a/shared/dream_buffer.py b/shared/dream_buffer.py index f8ff2161..a05ea4f1 100644 --- a/shared/dream_buffer.py +++ b/shared/dream_buffer.py @@ -2,12 +2,12 @@ DreamBuffer — async staging memories with TTL """ -from shared.constants import DB_NAME import json import time from typing import Any, Optional from shared.connection import AsyncConnectionManager, connection_manager +from shared.constants import DB_NAME class DreamBuffer: diff --git a/shared/embeddings.py b/shared/embeddings.py index aa979da5..b16c654e 100644 --- a/shared/embeddings.py +++ b/shared/embeddings.py @@ -2,13 +2,13 @@ Embeddings — async SQLite cache with multilingual model """ -from shared.constants import DB_NAME import hashlib import re import struct from typing import Optional from shared.connection import AsyncConnectionManager, connection_manager +from shared.constants import DB_NAME DEFAULT_MODEL = "intfloat/multilingual-e5-small" _model = None diff --git a/shared/read_only.py b/shared/read_only.py index 78109ce6..836dc583 100644 --- a/shared/read_only.py +++ b/shared/read_only.py @@ -2,14 +2,13 @@ ReadOnlyReplica — async read-only DB copy for dashboard/metrics """ -from typing import Optional - import logging import shutil import sqlite3 import threading import time from pathlib import Path +from typing import Optional logger = logging.getLogger(__name__) diff --git a/shared/saga.py b/shared/saga.py index 2f7dc94c..7900267e 100644 --- a/shared/saga.py +++ b/shared/saga.py @@ -23,7 +23,7 @@ SAGA_DIR = Path.home() / ".mcp-ariel-memory" / "sagas" try: - from features.secrets import encrypt_json, decrypt_json, is_encrypted_blob + from features.secrets import decrypt_json, encrypt_json, is_encrypted_blob _HAS_ENCRYPTION = True except ImportError: diff --git a/tests/benchmark_memory.py b/tests/benchmark_memory.py index bd1de465..28d1a90d 100644 --- a/tests/benchmark_memory.py +++ b/tests/benchmark_memory.py @@ -53,7 +53,7 @@ async def run(): def benchmark_encrypt(n: int = 100): - from features.secrets import encrypt_json, decrypt_json + from features.secrets import decrypt_json, encrypt_json data = {"key": "value", "number": 42, "list": [1, 2, 3]} diff --git a/tests/test_auth_crypto.py b/tests/test_auth_crypto.py index efa169e3..0c843424 100644 --- a/tests/test_auth_crypto.py +++ b/tests/test_auth_crypto.py @@ -2,6 +2,7 @@ import json import os + import pytest diff --git a/tests/test_conflict_bm25.py b/tests/test_conflict_bm25.py index 3a8a3277..5ac96304 100644 --- a/tests/test_conflict_bm25.py +++ b/tests/test_conflict_bm25.py @@ -1,6 +1,7 @@ """Tests for B3: BM25 + char-trigram conflict similarity.""" import pytest + from rag.conflict import ( ConflictResolver, bm25_pair_similarity, diff --git a/tests/test_features/test_backup_path_safety.py b/tests/test_features/test_backup_path_safety.py index d549a07d..6ac828ed 100644 --- a/tests/test_features/test_backup_path_safety.py +++ b/tests/test_features/test_backup_path_safety.py @@ -1,8 +1,10 @@ """Tests for backup path traversal prevention.""" -import json import asyncio +import json + import pytest + from features.backup import BackupManager diff --git a/tests/test_features/test_import_export_path_safety.py b/tests/test_features/test_import_export_path_safety.py index 4683ae37..c767af65 100644 --- a/tests/test_features/test_import_export_path_safety.py +++ b/tests/test_features/test_import_export_path_safety.py @@ -1,6 +1,7 @@ """Tests for import_export path traversal prevention.""" import pytest + from features.import_export import ImportExport diff --git a/tests/test_features_coverage.py b/tests/test_features_coverage.py index 1ea2d3e2..846e9edc 100644 --- a/tests/test_features_coverage.py +++ b/tests/test_features_coverage.py @@ -1,14 +1,14 @@ """Tests to boost coverage for features/ modules.""" import asyncio -import pytest +import pytest # ── typed_export ── def test_typed_export_import(): - from features.typed_export import do_export, do_reclassify, do_backfill + from features.typed_export import do_backfill, do_export, do_reclassify assert callable(do_export) assert callable(do_reclassify) @@ -209,8 +209,8 @@ def test_agent_hooks_decision_made(): def test_wiki_add_and_list(tmp_path): - from wiki.manager import WikiManager from shared.connection import AsyncConnectionManager + from wiki.manager import WikiManager wiki_dir = tmp_path / "wiki" wiki_dir.mkdir() @@ -224,8 +224,8 @@ def test_wiki_add_and_list(tmp_path): def test_wiki_agent_layer(tmp_path): - from wiki.manager import WikiManager from shared.connection import AsyncConnectionManager + from wiki.manager import WikiManager wiki_dir = tmp_path / "wiki_agent" wiki_dir.mkdir() @@ -241,8 +241,8 @@ def test_wiki_agent_layer(tmp_path): def test_wiki_disabled_type_raises(tmp_path): - from wiki.manager import WikiManager from shared.connection import AsyncConnectionManager + from wiki.manager import WikiManager wiki_dir = tmp_path / "wiki_disabled" wiki_dir.mkdir() @@ -255,8 +255,8 @@ def test_wiki_disabled_type_raises(tmp_path): def test_wiki_enabled_types(tmp_path): - from wiki.manager import WikiManager from shared.connection import AsyncConnectionManager + from wiki.manager import WikiManager wiki_dir = tmp_path / "wiki_types" wiki_dir.mkdir() @@ -268,8 +268,8 @@ def test_wiki_enabled_types(tmp_path): def test_wiki_list_and_count(tmp_path): - from wiki.manager import WikiManager from shared.connection import AsyncConnectionManager + from wiki.manager import WikiManager cm = AsyncConnectionManager(base_dir=str(tmp_path)) wm = WikiManager(layer="user", base_dir=str(tmp_path / "wiki"), cm=cm) @@ -301,9 +301,10 @@ def test_backup_cron_backup_now(tmp_path): def test_backup_cron_start_stop(tmp_path): - from features.backup_cron import BackupCron import os + from features.backup_cron import BackupCron + os.environ.pop("BACKUP_CRON_DISABLED", None) bc = BackupCron(base_dir=str(tmp_path)) bc.start() diff --git a/tests/test_hypothesis.py b/tests/test_hypothesis.py index 0eef30d2..52fbcf76 100644 --- a/tests/test_hypothesis.py +++ b/tests/test_hypothesis.py @@ -8,7 +8,7 @@ import time import pytest -from hypothesis import given, settings, assume +from hypothesis import assume, given, settings from hypothesis import strategies as st # ── Fixed-dimension strategies (avoid assume() filtering) ── @@ -120,7 +120,8 @@ def test_update_weights_clamped(self, relevance, novelty, type_boost): try: import numpy as np - from rag.quantize import embed_to_binary, hamming_distance, hamming_to_score, _packed_bytes + + from rag.quantize import _packed_bytes, embed_to_binary, hamming_distance, hamming_to_score HAS_NUMPY = True except ImportError: @@ -179,7 +180,7 @@ def test_hamming_to_score_monotonic(self, distance): # features/secrets.py — encrypt/decrypt roundtrip # ═══════════════════════════════════════════════════════════════ -from features.secrets import encrypt_json, decrypt_json +from features.secrets import decrypt_json, encrypt_json class TestSecretsProperties: @@ -332,7 +333,8 @@ def reader(): import asyncio import tempfile -from shared.middleware import MiddlewareContext, ImportanceGateMiddleware + +from shared.middleware import ImportanceGateMiddleware, MiddlewareContext class TestImportanceGateProperties: @@ -370,7 +372,7 @@ async def handler(c): # shared/memory_types.py — decay and archive invariants # ═══════════════════════════════════════════════════════════════ -from shared.memory_types import apply_decay, can_archive, kind_for_text, MemoryKind +from shared.memory_types import MemoryKind, apply_decay, can_archive, kind_for_text class TestMemoryTypeProperties: @@ -434,7 +436,7 @@ def test_resolve_stays_within_base(self, target): # features/secrets.py — encrypt/decrypt roundtrip # ═══════════════════════════════════════════════════════════════ -from features.secrets import encrypt_json, decrypt_json +from features.secrets import decrypt_json, encrypt_json class TestSecretsProperties: @@ -557,6 +559,7 @@ def test_similarity_symmetric(self, v1, v2): # ═══════════════════════════════════════════════════════════════ import uuid + from shared.connection import AsyncConnectionManager @@ -827,6 +830,7 @@ class TestMemoryStateMachine: @settings(max_examples=30, deadline=None) def test_remember_forget_invariant(self, n_operations, seed): import random + from core.memory import CoreMemory rng = random.Random(seed) @@ -966,6 +970,7 @@ async def chaotic_execute(self, *args, **kwargs): def chaos_api_timeout(monkeypatch): """Simulate slow API responses (2s delay).""" import time + from features.secrets import encrypt_json original_encrypt = encrypt_json @@ -995,9 +1000,10 @@ def handler(signum, frame): def test_chaos_db_locked_graceful(chaos_db_locked): """Code should handle database locked errors gracefully.""" + import tempfile + from features.audit_trail import AuditTrail from shared.connection import AsyncConnectionManager - import tempfile cm = AsyncConnectionManager(base_dir=tempfile.mkdtemp()) at = AuditTrail(cm=cm) @@ -1012,10 +1018,10 @@ def test_chaos_db_locked_graceful(chaos_db_locked): def test_chaos_api_timeout_does_not_hang(chaos_api_timeout): """Slow API should not block indefinitely.""" - from features.secrets import encrypt_json - import time + from features.secrets import encrypt_json + start = time.time() result = encrypt_json({"test": "data"}) elapsed = time.time() - start @@ -1142,8 +1148,8 @@ class TestWikiCRUDLogic: """Verify wiki add/update/search/delete maintains consistency.""" def test_wiki_lifecycle(self): - from wiki.manager import WikiManager from shared.connection import AsyncConnectionManager + from wiki.manager import WikiManager async def t(): import tempfile @@ -1165,8 +1171,8 @@ async def t(): asyncio.run(t()) def test_wiki_type_isolation(self): - from wiki.manager import WikiManager from shared.connection import AsyncConnectionManager + from wiki.manager import WikiManager async def t(): import tempfile @@ -1237,7 +1243,7 @@ class TestImportanceGateLogic: """Verify importance gate blocks/allows based on threshold.""" def test_low_importance_blocked(self): - from shared.middleware import MiddlewareContext, ImportanceGateMiddleware + from shared.middleware import ImportanceGateMiddleware, MiddlewareContext async def t(): async def handler(c): @@ -1251,7 +1257,7 @@ async def handler(c): asyncio.run(t()) def test_high_importance_allowed(self): - from shared.middleware import MiddlewareContext, ImportanceGateMiddleware + from shared.middleware import ImportanceGateMiddleware, MiddlewareContext async def t(): async def handler(c): @@ -1268,7 +1274,7 @@ async def handler(c): asyncio.run(t()) def test_non_matching_tool_passes(self): - from shared.middleware import MiddlewareContext, ImportanceGateMiddleware + from shared.middleware import ImportanceGateMiddleware, MiddlewareContext async def t(): async def handler(c): diff --git a/tests/test_importance_middleware.py b/tests/test_importance_middleware.py index b5b2fa90..a8dfdb45 100644 --- a/tests/test_importance_middleware.py +++ b/tests/test_importance_middleware.py @@ -1,6 +1,7 @@ """Tests for importance middleware using ImportanceScorer.""" import pytest + from shared.middleware import ImportanceGateMiddleware, MiddlewareContext, MiddlewarePipeline diff --git a/tests/test_importance_scheduler.py b/tests/test_importance_scheduler.py index 7bf5a26a..25a71154 100644 --- a/tests/test_importance_scheduler.py +++ b/tests/test_importance_scheduler.py @@ -1,10 +1,11 @@ """Tests for importance scheduler.""" import time + import pytest -from shared.connection import AsyncConnectionManager from lifecycle.importance_scheduler import ImportanceScheduler, SchedulerConfig +from shared.connection import AsyncConnectionManager @pytest.fixture diff --git a/tests/test_importance_v2.py b/tests/test_importance_v2.py index 0eb5c5ad..a579dcd3 100644 --- a/tests/test_importance_v2.py +++ b/tests/test_importance_v2.py @@ -1,6 +1,7 @@ """Tests for Importance v2 — multi-signal scorer.""" import pytest + from shared.importance import ImportanceScorer diff --git a/tests/test_mcp/test_tools_e2e.py b/tests/test_mcp/test_tools_e2e.py index aca3d1fc..bb29e576 100644 --- a/tests/test_mcp/test_tools_e2e.py +++ b/tests/test_mcp/test_tools_e2e.py @@ -4,29 +4,31 @@ No global connection_manager is used, so no aiosqlite hang on exit. """ -import pytest from unittest.mock import MagicMock -from shared.connection import AsyncConnectionManager -from shared.migrations import MigrationManager + +import pytest + from mcp_server.tools_layer import ( - memory_remember, - memory_recall, - memory_forget, - memory_session_start, - memory_session_end, - memory_episode_save, + memory_context, + memory_context_inject, + memory_episode_get, + memory_episode_list, memory_episode_recall, + memory_episode_save, + memory_forget, memory_graph_add, + memory_graph_edges, + memory_graph_nodes, memory_graph_query, - memory_stats, - memory_context_inject, + memory_recall, + memory_remember, + memory_session_end, memory_session_list, - memory_episode_list, - memory_episode_get, - memory_graph_nodes, - memory_graph_edges, - memory_context, + memory_session_start, + memory_stats, ) +from shared.connection import AsyncConnectionManager +from shared.migrations import MigrationManager @pytest.fixture @@ -36,14 +38,14 @@ async def app(tmp_path): mm = MigrationManager(cm=cm) await mm.migrate() - from shared.cache import MemoryCache - from graph.epistemic import EpistemicGraph - from wiki.manager import WikiManager - from lifecycle.emotion_trigger import EmotionTrigger + from core import MemoryManager as MM from features.rate_limiting import RateLimiter - from hooks.user_hooks import UserHooks + from graph.epistemic import EpistemicGraph from hooks.agent_hooks import AgentHooks - from core import MemoryManager as MM + from hooks.user_hooks import UserHooks + from lifecycle.emotion_trigger import EmotionTrigger + from shared.cache import MemoryCache + from wiki.manager import WikiManager class App: pass diff --git a/tests/test_mcp/test_tools_unit.py b/tests/test_mcp/test_tools_unit.py index e0c66890..5b01e7e2 100644 --- a/tests/test_mcp/test_tools_unit.py +++ b/tests/test_mcp/test_tools_unit.py @@ -1,20 +1,21 @@ """Tests for mcp_server/tools_layer.py — tools with correct mock ctx.""" +from unittest.mock import AsyncMock, MagicMock + import pytest -from unittest.mock import MagicMock, AsyncMock + from mcp_server.tools_layer import ( _fire_hook, - memory_remember, - memory_recall, - memory_forget, - memory_session_start, - memory_session_end, memory_episode_save, + memory_forget, memory_graph_add, + memory_recall, + memory_remember, + memory_session_end, + memory_session_start, memory_stats, ) - # ── Helpers ── diff --git a/tests/test_memory_types.py b/tests/test_memory_types.py index b6574b9f..c1051f66 100644 --- a/tests/test_memory_types.py +++ b/tests/test_memory_types.py @@ -1,16 +1,18 @@ """Tests for shared/memory_types.py — 13 typed memory categories.""" import math + import pytest + from shared.memory_types import ( - MemoryKind, _REGISTRY, + MemoryKind, apply_decay, + boost_for_query, can_archive, + get_policy, kind_for_text, validate_kind, - boost_for_query, - get_policy, ) diff --git a/tests/test_rag_chunking.py b/tests/test_rag_chunking.py index 2c8681bb..9039391c 100644 --- a/tests/test_rag_chunking.py +++ b/tests/test_rag_chunking.py @@ -1,6 +1,7 @@ """Tests for chunk_text with overlap.""" import pytest + from rag.chunking import chunk_text diff --git a/tests/test_rag_no_legacy_api.py b/tests/test_rag_no_legacy_api.py index 5021f5b8..c4cd35f4 100644 --- a/tests/test_rag_no_legacy_api.py +++ b/tests/test_rag_no_legacy_api.py @@ -1,6 +1,7 @@ """Verify deprecated RAG methods are removed and don't appear via shadow paths.""" import pytest + from rag.engine import RAGEngine diff --git a/tests/test_rag_scoring.py b/tests/test_rag_scoring.py index 2283f1eb..8f2b8c96 100644 --- a/tests/test_rag_scoring.py +++ b/tests/test_rag_scoring.py @@ -1,6 +1,7 @@ """Tests for rag/scoring.py — parametrized.""" import pytest + from rag.scoring import CorpusStats, ScoredCandidate, Scorer, ScoringWeights diff --git a/tests/test_saga_behavior.py b/tests/test_saga_behavior.py index 4776535b..8769a090 100644 --- a/tests/test_saga_behavior.py +++ b/tests/test_saga_behavior.py @@ -1,10 +1,11 @@ """Tests for saga behavior — compensation, retry, idempotency.""" import asyncio + import pytest -from shared.saga import Saga -import shared.connection as _conn_mod +import shared.connection as _conn_mod +from shared.saga import Saga # ── Compensation ── diff --git a/tests/test_shared/test_connection.py b/tests/test_shared/test_connection.py index 6fd3c689..3b4145f3 100644 --- a/tests/test_shared/test_connection.py +++ b/tests/test_shared/test_connection.py @@ -1,11 +1,10 @@ """Tests for shared/connection.py — remaining unit tests.""" import asyncio +import sys import uuid from pathlib import Path -import sys - sys.path.insert(0, str(Path(__file__).parent.parent.parent)) diff --git a/tests/test_shared/test_embeddings_unit.py b/tests/test_shared/test_embeddings_unit.py index 9123cb37..dc29de9e 100644 --- a/tests/test_shared/test_embeddings_unit.py +++ b/tests/test_shared/test_embeddings_unit.py @@ -1,6 +1,7 @@ """Tests for shared/embeddings.py — remaining unit tests.""" import pytest + from shared.embeddings import similarity diff --git a/tests/test_shared/test_middleware_unit.py b/tests/test_shared/test_middleware_unit.py index f41b2893..2f9cf8cf 100644 --- a/tests/test_shared/test_middleware_unit.py +++ b/tests/test_shared/test_middleware_unit.py @@ -1,11 +1,12 @@ """Tests for shared/middleware.py — essential behavior.""" import asyncio + from shared.middleware import ( - MiddlewareContext, - ImportanceGateMiddleware, - DedupMiddleware, AuditMiddleware, + DedupMiddleware, + ImportanceGateMiddleware, + MiddlewareContext, MiddlewarePipeline, ) diff --git a/tests/test_shared/test_migrations_coverage.py b/tests/test_shared/test_migrations_coverage.py index 1ae9fc4a..435260c9 100644 --- a/tests/test_shared/test_migrations_coverage.py +++ b/tests/test_shared/test_migrations_coverage.py @@ -1,7 +1,9 @@ """Tests for shared/migrations.py — behavior tests.""" import asyncio + import pytest + from shared.migrations import MigrationManager diff --git a/tests/test_shared/test_read_only_coverage.py b/tests/test_shared/test_read_only_coverage.py index 9cddf4cb..46bbdb01 100644 --- a/tests/test_shared/test_read_only_coverage.py +++ b/tests/test_shared/test_read_only_coverage.py @@ -1,6 +1,7 @@ """Tests for shared/read_only.py — essential behavior.""" import sqlite3 + from shared.read_only import ReadOnlyReplica diff --git a/tests/test_shared/test_saga_crypto_coverage.py b/tests/test_shared/test_saga_crypto_coverage.py index 82ac60c9..63f5aa80 100644 --- a/tests/test_shared/test_saga_crypto_coverage.py +++ b/tests/test_shared/test_saga_crypto_coverage.py @@ -2,8 +2,10 @@ import json import warnings -import pytest from pathlib import Path + +import pytest + from shared.saga_crypto import read_state, read_state_legacy_or_encrypted, write_state_atomic diff --git a/tests/test_shared/test_saga_crypto_wiring.py b/tests/test_shared/test_saga_crypto_wiring.py index 1951fbe3..de405f02 100644 --- a/tests/test_shared/test_saga_crypto_wiring.py +++ b/tests/test_shared/test_saga_crypto_wiring.py @@ -1,8 +1,9 @@ """Verify that saga._load_state and backup_cron._load_state use saga_crypto functions.""" import inspect -from shared import saga + from features import backup_cron +from shared import saga def test_saga_load_state_uses_read_state(): diff --git a/tests/test_shared/test_saga_unit.py b/tests/test_shared/test_saga_unit.py index 8ba90bc8..fd632853 100644 --- a/tests/test_shared/test_saga_unit.py +++ b/tests/test_shared/test_saga_unit.py @@ -3,12 +3,13 @@ import asyncio import json import time + from shared.saga import ( Saga, SagaStep, SagaWatchdog, - create_consolidation_saga, create_backup_saga, + create_consolidation_saga, ) diff --git a/tests/test_threshold_training.py b/tests/test_threshold_training.py index 60a95bcb..164f6401 100644 --- a/tests/test_threshold_training.py +++ b/tests/test_threshold_training.py @@ -3,6 +3,7 @@ import numpy as np import pytest +from rag.engine import RAGEngine from rag.quantize import ( binary_from_threshold_array, load_thresholds, @@ -10,7 +11,6 @@ supervised_threshold, train_supervised_thresholds, ) -from rag.engine import RAGEngine from shared.connection import AsyncConnectionManager diff --git a/tests/test_typed_consolidation.py b/tests/test_typed_consolidation.py index 26812993..60d1df23 100644 --- a/tests/test_typed_consolidation.py +++ b/tests/test_typed_consolidation.py @@ -1,8 +1,9 @@ """Tests for typed consolidation — type-aware promotion.""" import pytest -from shared.connection import AsyncConnectionManager + from lifecycle.consolidation import ConsolidationEngine +from shared.connection import AsyncConnectionManager from shared.memory_types import MemoryKind diff --git a/tests/test_typed_forgetting.py b/tests/test_typed_forgetting.py index 49b8df2d..05545f38 100644 --- a/tests/test_typed_forgetting.py +++ b/tests/test_typed_forgetting.py @@ -1,10 +1,12 @@ """Tests for typed forgetting — type-aware decay and archive.""" import time + import pytest -from shared.connection import AsyncConnectionManager + from lifecycle.forgetting import ForgettingSystem from shared.archived_memories import ArchivedMemories +from shared.connection import AsyncConnectionManager @pytest.fixture diff --git a/tests/test_wiki/test_manager.py b/tests/test_wiki/test_manager.py index d62316f6..0b4f8d9c 100644 --- a/tests/test_wiki/test_manager.py +++ b/tests/test_wiki/test_manager.py @@ -1,6 +1,7 @@ """Tests for WikiManager — unified wiki with layer separation.""" import pytest + from wiki.manager import WikiManager diff --git a/tests/test_wiki/test_path_safety.py b/tests/test_wiki/test_path_safety.py index 97f50cd9..e9bb250d 100644 --- a/tests/test_wiki/test_path_safety.py +++ b/tests/test_wiki/test_path_safety.py @@ -1,6 +1,7 @@ """Tests for FileWiki path traversal prevention.""" import pytest + from wiki.manager import WikiManager diff --git a/wiki/manager.py b/wiki/manager.py index 9ad694ed..541acd36 100644 --- a/wiki/manager.py +++ b/wiki/manager.py @@ -4,7 +4,6 @@ Layers: user, agent, shared. """ -from shared.constants import DB_NAME import json import time from dataclasses import dataclass @@ -12,6 +11,7 @@ from typing import Any, Optional from shared.connection import AsyncConnectionManager, connection_manager +from shared.constants import DB_NAME from shared.path_safety import safe_resolve from wiki.shared import ( get_enabled_types, From a5e41fe85463f146fbe9c6f53feb6b46762b0696 Mon Sep 17 00:00:00 2001 From: Ariel Memory Date: Fri, 7 Aug 2026 22:29:25 +0200 Subject: [PATCH 2/2] chore: fix 300+ lint errors and modernize syntax --- .claude/CLAUDE.md | 109 + .pytest_cache/v/cache/lastfailed | 6 + .pytest_cache/v/cache/nodeids | 414 +++ core/__init__.py | 6 +- core/episodic.py | 7 +- core/reflex.py | 3 +- core/session.py | 5 +- docs/research/RESEARCH-ideas.md | 688 +++++ features/audit_trail.py | 14 +- features/auth.py | 25 +- features/backup.py | 20 +- features/backup_cron.py | 30 +- features/compression.py | 7 +- features/dashboard.py | 4 +- features/import_export.py | 6 +- features/rate_limiting.py | 6 +- graph/epistemic.py | 13 +- graph/temporal.py | 6 +- hooks/registry.py | 9 +- hooks/shared.py | 10 +- hooks/user_hooks.py | 11 +- lifecycle/consolidation.py | 10 +- lifecycle/emotion_trigger.py | 12 +- lifecycle/forgetting.py | 13 +- lifecycle/importance_scheduler.py | 7 +- mcp_server/registry.py | 4 +- mcp_server/server.py | 10 +- mcp_server/tools_layer.py | 52 +- mcp_server/tools_ops.py | 18 +- mcp_server/utils/circuit_breaker.py | 16 +- mcp_server/utils/privacy.py | 9 +- rag/conflict.py | 4 +- rag/engine.py | 31 +- rag/multi_source.py | 8 +- rag/quantize.py | 13 +- rag/router.py | 8 +- rag/scoring.py | 20 +- shared/archived_memories.py | 10 +- shared/dream_buffer.py | 12 +- shared/embeddings.py | 9 +- shared/importance.py | 8 +- shared/memory_types.py | 4 +- shared/middleware.py | 21 +- shared/migrations.py | 37 +- shared/read_only.py | 7 +- shared/saga.py | 65 +- shared/saga_crypto.py | 11 +- ...264\320\260 \320\275\320\260 aiosqlite.md" | 2 +- tests/benchmark_perf.py | 8 +- tests/test_conflict_bm25.py | 2 +- tests/test_hypothesis.py | 9 +- tests/test_rag_chunking.py | 2 +- tests/test_saga_behavior.py | 5 +- tests/test_threshold_training.py | 4 +- uv.lock | 2488 +++++++++++++++++ wiki/manager.py | 22 +- 56 files changed, 3986 insertions(+), 374 deletions(-) create mode 100644 .claude/CLAUDE.md create mode 100644 .pytest_cache/v/cache/lastfailed create mode 100644 .pytest_cache/v/cache/nodeids create mode 100644 docs/research/RESEARCH-ideas.md create mode 100644 uv.lock diff --git a/.claude/CLAUDE.md b/.claude/CLAUDE.md new file mode 100644 index 00000000..a100221b --- /dev/null +++ b/.claude/CLAUDE.md @@ -0,0 +1,109 @@ +# CLAUDE.md + + + + + +## IMPORTANT: Codebase Intelligence Instructions for mcp-ariel-memory + +> This repository is indexed by [Repowise](https://repowise.dev). +> Use the MCP tools below for orientation, discovery, and enriched context +> (documentation, ownership, history, decisions). **Always verify against +> actual source files before making changes** — the index may be stale. + +Last indexed: 2026-07-15 (commit 9a92a0f) +### Entry Points +- `__main__.py` +- `mcp_server/server.py` +### Tech Stack +**Languages:** Python +**Frameworks:** Pydantic + +**Infra:** Docker, Docker Compose### Architectural Layers +| Layer | Files | Purpose | +|-------|-------|---------| +| Application | 66 | | +| Service | 5 | | +| Config | 19 | | +| Utility | 21 | | +| Docs & Tooling | 43 | | +| Test | 55 | | + +### Guided Tour (12 steps) +1. `README.md` +2. `server.py` +3. `__main__.py` +4. `index.js` +5. `connection.py` +6. `config.py` +... and 6 more steps +### Hotspots (High Churn) +| File | Churn | 90d Commits | Owner | +|------|-------|-------------|-------| +| `rag/engine.py` | 99.2th %ile | 32 | Ariel Memory | +| `tests/test_mcp/test_tools_e2e.py` | 98.5th %ile | 9 | Ariel Memory | +| `tests/test_hypothesis.py` | 97.7th %ile | 7 | Ariel Memory | +| `mcp_server/tools_layer.py` | 96.9th %ile | 20 | Ariel Memory | +| `shared/saga.py` | 96.2th %ile | 19 | Ariel Memory | + +## Code health +Three signals: **defect risk** (the overall score), **maintainability** (smells that hurt readability/change-cost without predicting bugs), and **performance** (static performance RISK: I/O-in-loop / N+1 shapes that waste work, high-precision/low-recall). Maintainability and performance are co-equal views, never blended into the defect headline. See `docs/CODE_HEALTH.md`. + +Defect risk, Hotspot health: 4.74/10 (stable) · +Average: 7.11/10 · +Worst: 1.0/10 (`shared/saga.py`) +Maintainability, Average: 8.71/10 +Performance risk, Average: 9.82/10 + +### Critical biomarkers +- `tests/test_integration.py` — churn risk — impact −2.4 +- `features/rate_limiting.py` — untested hotspot — impact −2.0 +- `features/audit_trail.py` — untested hotspot — impact −2.0 +- `graph/epistemic.py` — untested hotspot — impact −2.0 +- `graph/temporal.py` — untested hotspot — impact −2.0 + +### Repowise MCP Tools + +This repo has the Repowise MCP server configured. The tools below answer questions `grep`/`Read` cannot. Every response carries an `_meta` envelope with `index_age_days`, `indexed_commit`, and a `stale_warning` only when the index has actually diverged from HEAD — silence means the index is current. + +**When to call which tool:** + +| Tool | What only this tool answers | +|------|------------------------------| +| `get_answer(question)` | Synthesised answer with citations and a content-grounded `confidence`. First call for "how does X work" / "where is Y" / "why is Z". Value questions may return `grounding: "extracted"` — the verbatim source line, no synthesis involved. On low confidence returns `best_guesses` with one-line justifications. | +| `get_context(targets=[...])` | Triage card for files/modules/symbols — title, summary, signatures, `hotspot` bit, `decision_records` titles, `symbol_id`s. File targets auto-upgrade to a `verified` skeleton (every signature, ~37% of a full Read). `include=["callers"]` works on file targets too (import + call rollup). | +| `get_symbol(...)` | Source bytes with live-verified bounds. Three forms: `"path.py::Name"` (indexed symbol), `"path.py:140-180"` (live range read, ≤200 lines), `"repowise#"` (omission ref). Index misses return `fallback_lines` from a live grep instead of a dead end. | +| `search_codebase(query, mode?, kind?, symbol_kind?)` | Hybrid code search. `mode="auto"` (default) routes by query shape: an identifier → indexed symbol hits (`symbol_id`/`file`/line bounds — pipe into `get_symbol`), a path → file pages (pipe into `get_context`), prose → wiki-semantic search, mixed → hybrid (symbols first). Force a branch with `mode=symbol\|path\|concept\|hybrid`. Concept hits carry `search_method` (`embedding` vs `bm25` fallback); decision records rank below file pages unless the query is why-shaped. | +| `get_why(query, targets?)` | Architectural decision archaeology — *why* the code is shaped this way. Call before refactors or pattern divergences. Falls back to git archaeology when no ADRs exist for a file. | +| `get_risk(targets, changed_files?)` | What history says about touching these files: churn, owners, blast radius. Pass `changed_files` for PR mode → returns a `directive` (`will_break`, `missing_cochanges`, `missing_tests`). | +| `get_health(targets?, include?)` | Code-health scores + biomarker findings (defect / maintainability / performance pillars). Self-check before a PR — read the same signals the merge-gate judges your change on. Default is lean; opt in with `include`: `["accuracy"]` (does the score rank the buggy files first — precision@K + `lift`), `["signals"]` (per-file prior-defects / churn / owners / degree, targeted mode), `["churn_complexity"]` (volatile-and-complex danger-zone files), `["biomarkers"]` (all findings), and a dimension name `["performance"]` / `["defect"]` / `["maintainability"]` to filter findings to one pillar. | +| `get_dead_code(...)` | Tiered unreachable / unused-export / zombie-package findings. Run before a cleanup sprint, not before a targeted fix. | +| `get_overview(repo?)` | Architecture map + `tool_guide` recipes. One-time orientation; skip on subsequent calls in the same session. | + +**Trust protocol — when a response replaces reading the source:** +- `verified: true` on any response means the served content was checked against the live working tree. **Never follow a verified response with a Read of the same lines** — you would be paying twice for identical bytes. +- `get_answer` with `confidence: "high"` or `grounding: "extracted"` is content-grounded (asserted values were verified against retrieved source; ≥1 citation is source-backed). Cite it directly. `quotes` entries `{path, lines, quote}` are verbatim live source — quote them instead of re-reading. +- Reading code: `get_context` skeleton first (~37% of a full Read), then `get_symbol` for bodies, `"path.py:a-b"` range reads for anything between symbols. Raw `Read` is for files the index marks `mostly_full` or cannot serve. +- The **only** re-read triggers: `bounds: "approximate"`, `_meta.stale_warning`, `search_method: "bm25"`, or `confidence: "low"`/`retrieval_quality: "weak"`. +- Disallowed rationalizations for extra reads: "just to be safe", "to double-check the tool", "to see the full context" (use the skeleton / a range read), "the file might have changed" (that is what `verified` already checked). + +**Composition tips:** +- `get_answer` → if `confidence` is `medium`/`low`, follow `best_guesses[0].file` or `fallback_targets[0]` into `get_context`, then `get_symbol` for bytes. +- `get_context` returns `decision_records` titles → `get_why(targets=[...])` for the rationale; `hotspot: true` → `get_risk` before editing. +- PR review → `get_risk(targets=[...], changed_files=[...])`; read the `directive` block first. +- A `tombstone` error means the file was deleted/renamed since indexing — follow `successor_paths`. + +### Output Distillation + +- Prefer `repowise distill ` for noisy commands — test runs, builds, `git status`/`log`/`diff`, searches, file listings. It runs the command unchanged (exit code preserved) and prints a compact, errors-first rendering; every error line survives. +- Output may contain a marker like `[repowise#a1b2c3d4e5f6: 230 lines omitted (~6.1k tokens); restore: repowise expand a1b2c3d4e5f6]`. The omitted content is fully preserved — run `repowise expand ` to retrieve it, or `repowise expand -q ` for just the matching lines. +- Never re-run a command to see omitted output; expand the marker instead. +- For structure-level questions about a large indexed file ("what's in here", "which function handles X"), `get_context(["path"], include=["skeleton"])` returns the file with bodies elided — every signature plus the bodies of the most central symbols — at a fraction of the cost of a full Read. + +### Codebase Conventions +**Commands:** +- Test: `pytest` +- Lint: `ruff check .` +- Typecheck: `mypy .` + + diff --git a/.pytest_cache/v/cache/lastfailed b/.pytest_cache/v/cache/lastfailed new file mode 100644 index 00000000..88b2c60a --- /dev/null +++ b/.pytest_cache/v/cache/lastfailed @@ -0,0 +1,6 @@ +{ + "tests/test_hypothesis.py::test_chaos_db_locked_graceful": true, + "tests/test_importance_scheduler.py::test_scheduler_rescores_big_delta": true, + 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"tests/test_rag_scoring.py::test_corpus_stats[10-counts1-999-0.0]", + "tests/test_rag_scoring.py::test_corpus_stats[10-counts2-1-0.3]", + "tests/test_rag_scoring.py::test_novelty[counts0-0-1-0.0]", + "tests/test_rag_scoring.py::test_novelty[counts1-100-1-1.0]", + "tests/test_rag_scoring.py::test_novelty[counts2-100-1-0.0]", + "tests/test_rag_scoring.py::test_novelty_capped", + "tests/test_rag_scoring.py::test_rank_async", + "tests/test_rag_scoring.py::test_rank_sync_novelty", + "tests/test_rag_scoring.py::test_rank_sync_ordering", + "tests/test_rag_scoring.py::test_rank_sync_type_boost", + "tests/test_rag_scoring.py::test_relevance_score[0.5-None-0.5]", + "tests/test_rag_scoring.py::test_relevance_score[0.6-0.8-0.7]", + "tests/test_rag_scoring.py::test_scored_candidate", + "tests/test_rag_scoring.py::test_scoring_weights[kwargs0-expected0]", + "tests/test_rag_scoring.py::test_scoring_weights[kwargs1-expected1]", + "tests/test_rag_scoring.py::test_type_boost[-0.0]", + "tests/test_rag_scoring.py::test_type_boost[None-0.0]", + "tests/test_rag_scoring.py::test_type_boost[code-0.05]", + "tests/test_rag_scoring.py::test_type_boost[decision-0.1]", + "tests/test_rag_scoring.py::test_type_boost[error-0.12]", + "tests/test_rag_scoring.py::test_type_boost[note-0.02]", + "tests/test_rag_scoring.py::test_type_boost[random-0.0]", + "tests/test_rag_scoring.py::test_type_boost[spec-0.08]", + "tests/test_rag_search_facade.py::TestAutoStrategy::test_auto_strategy[-fts]", + "tests/test_rag_search_facade.py::TestAutoStrategy::test_auto_strategy[python-fts]", + "tests/test_rag_search_facade.py::TestAutoStrategy::test_auto_strategy[redis cluster-fts]", + "tests/test_rag_search_facade.py::TestAutoStrategy::test_auto_strategy[redis high throughput-hybrid]", + "tests/test_rag_search_facade.py::TestFormatResult::test_preserves_short_content", + "tests/test_rag_search_facade.py::TestFormatResult::test_truncates_long_content", + "tests/test_rag_search_facade.py::TestMaterializeCandidates::test_deduplicates_by_id", + "tests/test_rag_search_facade.py::TestMaterializeCandidates::test_merge_scores", + "tests/test_rag_search_facade.py::TestSearchStrategyInit::test_custom_strategy", + "tests/test_rag_search_facade.py::TestSearchStrategyInit::test_default_strategy_is_fts", + "tests/test_rag_search_facade.py::TestStrategyType::test_strategy_literal_valid", + "tests/test_rag_search_facade.py::TestUnifiedSearch::test_search_auto_long_query_uses_hybrid", + "tests/test_rag_search_facade.py::TestUnifiedSearch::test_search_auto_short_query_uses_fts", + "tests/test_rag_search_facade.py::TestUnifiedSearch::test_search_defaults_to_fts", + "tests/test_rag_search_facade.py::TestUnifiedSearch::test_search_empty_database", + "tests/test_rag_search_facade.py::TestUnifiedSearch::test_search_explicit_fts", + "tests/test_rag_search_facade.py::TestUnifiedSearch::test_search_hybrid_strategy", + "tests/test_rag_search_facade.py::TestUnifiedSearch::test_search_mib_strategy", + "tests/test_rag_search_facade.py::TestUnifiedSearch::test_search_respects_limit", + "tests/test_rag_search_facade.py::TestUnifiedSearch::test_search_unknown_strategy_raises", + "tests/test_rag_search_facade.py::TestUnifiedSearch::test_search_user_filtering", + "tests/test_router_improvements.py::test_entity_extraction_filters_stopwords", + "tests/test_router_improvements.py::test_entity_extraction_preserves_short_non_stopwords", + "tests/test_router_improvements.py::test_flat_keywords_merges_ru_en", + "tests/test_router_improvements.py::test_graph_keywords_ru_and_en", + "tests/test_router_improvements.py::test_recent_keywords_ru_and_en", + "tests/test_router_improvements.py::test_route_returns_strategy", + "tests/test_router_improvements.py::test_wiki_keywords_ru_and_en", + "tests/test_saga_behavior.py::test_compensation_rolls_back", + "tests/test_saga_behavior.py::test_idempotent_replay", + "tests/test_saga_behavior.py::test_nested_saga", + "tests/test_saga_behavior.py::test_retry_compensates", + "tests/test_saga_behavior.py::test_retry_gives_up", + "tests/test_saga_behavior.py::test_retry_succeeds_after_transient", + "tests/test_saga_behavior.py::test_success_no_compensation", + "tests/test_secrets.py::test_dotenv_does_not_override_existing", + "tests/test_secrets.py::test_dotenv_roundtrip[# comment\\n\\nMCP_MASTER_KEY=real-value\\n-real-value]", + "tests/test_secrets.py::test_dotenv_roundtrip[MCP_MASTER_KEY=from-dotenv-test-from-dotenv-test]", + "tests/test_secrets.py::test_is_encrypted_blob", + "tests/test_secrets.py::test_master_key_caches", + "tests/test_secrets.py::test_master_key_derivation", + "tests/test_secrets.py::test_tampered_ciphertext_rejected", + "tests/test_shared/test_connection.py::test_connection_rollback", + "tests/test_shared/test_connection.py::test_connection_stale_reopen", + "tests/test_shared/test_embeddings_unit.py::test_similarity_opposite", + "tests/test_shared/test_embeddings_unit.py::test_similarity_zero_vector", + "tests/test_shared/test_middleware_unit.py::test_audit_sets_metadata", + "tests/test_shared/test_middleware_unit.py::test_dedup_catches_duplicates", + "tests/test_shared/test_middleware_unit.py::test_gate_allows_high", + "tests/test_shared/test_middleware_unit.py::test_gate_blocks_low", + "tests/test_shared/test_middleware_unit.py::test_pipeline_runs", + "tests/test_shared/test_migrations_coverage.py::test_migrate_idempotent", + "tests/test_shared/test_migrations_coverage.py::test_migrate_returns_version_info", + "tests/test_shared/test_migrations_coverage.py::test_migrate_runs", + "tests/test_shared/test_path_safety.py::test_safe_resolve_dot_dot_within_base", + "tests/test_shared/test_path_safety.py::test_safe_resolve_empty_string", + "tests/test_shared/test_path_safety.py::test_safe_resolve_realpath_within_base", + "tests/test_shared/test_path_safety.py::test_safe_resolve_symlink_escape_raises", + "tests/test_shared/test_read_only_coverage.py::test_get_conn_after_sync", + "tests/test_shared/test_read_only_coverage.py::test_start_stop_auto_sync", + "tests/test_shared/test_read_only_coverage.py::test_sync_creates_replica", + "tests/test_shared/test_read_only_coverage.py::test_sync_updates_last_sync_time", + "tests/test_shared/test_saga_crypto_coverage.py::test_read_state_legacy_raises_for_missing", + "tests/test_shared/test_saga_crypto_coverage.py::test_read_state_legacy_reads_encrypted", + "tests/test_shared/test_saga_crypto_coverage.py::test_read_state_legacy_rotates_to_encrypted", + "tests/test_shared/test_saga_crypto_coverage.py::test_read_state_raises_for_missing", + "tests/test_shared/test_saga_crypto_coverage.py::test_read_state_reads_encrypted", + "tests/test_shared/test_saga_crypto_coverage.py::test_write_read_roundtrip", + "tests/test_shared/test_saga_crypto_coverage.py::test_write_state_atomic_chmod_error", + "tests/test_shared/test_saga_crypto_coverage.py::test_write_state_atomic_creates_encrypted_file", + "tests/test_shared/test_saga_crypto_coverage.py::test_write_state_atomic_creates_parent_dirs", + "tests/test_shared/test_saga_crypto_coverage.py::test_write_state_atomic_replaces_existing", + "tests/test_shared/test_saga_crypto_wiring.py::test_backup_cron_load_state_uses_read_state", + "tests/test_shared/test_saga_crypto_wiring.py::test_saga_load_state_uses_read_state", + "tests/test_shared/test_saga_unit.py::test_backup_saga_execute", + "tests/test_shared/test_saga_unit.py::test_cleanup_state", + "tests/test_shared/test_saga_unit.py::test_compute_idempotency_key_deterministic", + "tests/test_shared/test_saga_unit.py::test_compute_idempotency_key_none_without_fn", + "tests/test_shared/test_saga_unit.py::test_consolidation_saga_execute", + "tests/test_shared/test_saga_unit.py::test_create_backup_saga", + "tests/test_shared/test_saga_unit.py::test_create_consolidation_saga", + "tests/test_shared/test_saga_unit.py::test_get_cached_result_none", + "tests/test_shared/test_saga_unit.py::test_is_already_completed_false", + "tests/test_shared/test_saga_unit.py::test_load_state_missing", + "tests/test_shared/test_saga_unit.py::test_load_state_roundtrip", + "tests/test_shared/test_saga_unit.py::test_save_state_creates_file", + "tests/test_shared/test_saga_unit.py::test_watchdog_cleanup_completed", + "tests/test_shared/test_saga_unit.py::test_watchdog_get_stuck_sagas", + "tests/test_shared/test_saga_unit.py::test_watchdog_recover_nonexistent", + "tests/test_shared/test_saga_unit.py::test_watchdog_recover_sets_manual_review", + "tests/test_shared/test_saga_unit.py::test_watchdog_start_stop", + "tests/test_shared/test_shared.py::test_archived_memories", + "tests/test_shared/test_shared.py::test_dream_buffer", + "tests/test_shared/test_shared.py::test_embedding_cache", + "tests/test_shared/test_shared.py::test_metrics", + "tests/test_shared/test_shared.py::test_middleware", + "tests/test_threshold_training.py::TestRAGEngineThresholds::test_binary_for_uses_direct_thresholds", + "tests/test_threshold_training.py::TestRAGEngineThresholds::test_thresholds_attribute", + "tests/test_threshold_training.py::TestRAGEngineThresholds::test_thresholds_from_training_apply", + "tests/test_threshold_training.py::TestSaveLoadThresholds::test_load_missing_returns_none", + "tests/test_threshold_training.py::TestSaveLoadThresholds::test_round_trip", + "tests/test_threshold_training.py::TestSaveLoadThresholds::test_saved_thresholds_work_with_binarize", + "tests/test_threshold_training.py::TestSupervisedThresholdExisting::test_empty_raises", + "tests/test_threshold_training.py::TestSupervisedThresholdExisting::test_returns_correct_shape", + "tests/test_threshold_training.py::TestTrainSupervisedThresholds::test_bad_dim_raises", + "tests/test_threshold_training.py::TestTrainSupervisedThresholds::test_pos_and_neg", + "tests/test_threshold_training.py::TestTrainSupervisedThresholds::test_pos_only", + "tests/test_threshold_training.py::TestTrainSupervisedThresholds::test_with_emb_fn", + "tests/test_typed_consolidation.py::test_consolidation_keeps_low_importance_instruction", + "tests/test_typed_consolidation.py::test_consolidation_promotes_fact_with_kind", + "tests/test_typed_consolidation.py::test_consolidation_skips_low_importance_fact", + "tests/test_typed_forgetting.py::test_archive_handles_expired_goal", + "tests/test_typed_forgetting.py::test_archive_never_touches_rule_or_instruction", + "tests/test_typed_forgetting.py::test_archive_old_low_importance_fact", + "tests/test_typed_forgetting.py::test_decay_never_touches_instruction", + "tests/test_typed_forgetting.py::test_decay_touches_fact", + "tests/test_wiki/test_manager.py::test_agent_wiki_add_and_get", + "tests/test_wiki/test_manager.py::test_user_wiki_add_and_get", + "tests/test_wiki/test_manager.py::test_wiki_agent_enabled_types", + "tests/test_wiki/test_manager.py::test_wiki_count", + "tests/test_wiki/test_manager.py::test_wiki_delete", + "tests/test_wiki/test_manager.py::test_wiki_disabled_type_raises", + "tests/test_wiki/test_manager.py::test_wiki_enabled_types", + "tests/test_wiki/test_manager.py::test_wiki_list_all", + "tests/test_wiki/test_manager.py::test_wiki_list_by_type", + "tests/test_wiki/test_manager.py::test_wiki_rejects_traversal", + "tests/test_wiki/test_manager.py::test_wiki_search", + "tests/test_wiki/test_manager.py::test_wiki_type_isolation", + "tests/test_wiki/test_manager.py::test_wiki_update", + "tests/test_wiki/test_path_safety.py::test_delete_rejects_absolute_path", + "tests/test_wiki/test_path_safety.py::test_delete_rejects_traversal", + "tests/test_wiki/test_path_safety.py::test_get_rejects_absolute_path", + "tests/test_wiki/test_path_safety.py::test_get_rejects_traversal", + "tests/test_wiki/test_path_safety.py::test_update_rejects_absolute_path", + "tests/test_wiki/test_path_safety.py::test_update_rejects_traversal", + "tests/test_wiki/test_wiki.py::test_file_wiki_add_search", + "tests/test_wiki/test_wiki.py::test_file_wiki_count", + "tests/test_wiki/test_wiki.py::test_file_wiki_enabled_types" +] \ No newline at end of file diff --git a/core/__init__.py b/core/__init__.py index 19cc383e..b8ba2f1f 100644 --- a/core/__init__.py +++ b/core/__init__.py @@ -3,7 +3,7 @@ Two-layer: user facts + agent identity """ -from typing import Dict, List, Optional +from typing import Optional from config import config from shared.connection import AsyncConnectionManager, connection_manager @@ -31,7 +31,7 @@ async def remember(self, key: str, value: str, importance: float = 0.5) -> int: return await self.l4.save(self.user_id, key, value, importance) async def recall(self, query: str, limit: int = 10) -> list[dict]: - cache_key = "recall:%s:%s:%d" % (self.user_id, query, limit) + cache_key = f"recall:{self.user_id}:{query}:{limit}" cached = self._cache.get(cache_key) if self._cache else None if cached is not None: return cached @@ -72,7 +72,7 @@ def __init__(self, cm: AsyncConnectionManager | None = None, cache=None): self.layers: dict[str, MemoryLayer] = {} def get_layer(self, layer_type: str, user_id: str = "default") -> MemoryLayer: - key = "%s:%s" % (layer_type, user_id) + key = f"{layer_type}:{user_id}" if key not in self.layers: self.layers[key] = MemoryLayer(layer_type, user_id, cm=self._cm, cache=self._cache) return self.layers[key] diff --git a/core/episodic.py b/core/episodic.py index 0f047e66..6b402a4a 100644 --- a/core/episodic.py +++ b/core/episodic.py @@ -5,7 +5,6 @@ import json import time from dataclasses import dataclass -from typing import Optional from shared.connection import AsyncConnectionManager, connection_manager from shared.constants import DB_NAME @@ -42,7 +41,7 @@ async def _init_db(self): """, ) - async def save(self, user_id: str, summary: str, emotional_weight: float = 0.5, tags: Optional[list[str]] = None) -> int: + async def save(self, user_id: str, summary: str, emotional_weight: float = 0.5, tags: list[str] | None = None) -> int: conn = await self._cm.get(DB_NAME) cursor = await conn.execute( "INSERT INTO episodes (user_id, summary, emotional_weight, tags, created_at) VALUES (?, ?, ?, ?, ?)", @@ -101,13 +100,13 @@ async def archive_old(self, user_id: str, days: int = 90) -> int: memory_type="episode", importance=row["emotional_weight"], original_id=row["episode_id"], - reason="inactive_%dd" % days, + reason=f"inactive_{days}d", ) archived_count += 1 ids = [row["episode_id"] for row in rows] placeholders = ",".join(["?"] * len(ids)) - await conn.execute("DELETE FROM episodes WHERE episode_id IN (%s)" % placeholders, ids) + await conn.execute(f"DELETE FROM episodes WHERE episode_id IN ({placeholders})", ids) await conn.commit() return archived_count diff --git a/core/reflex.py b/core/reflex.py index 22a71b58..f8d18c9e 100644 --- a/core/reflex.py +++ b/core/reflex.py @@ -7,7 +7,6 @@ from collections import deque from dataclasses import dataclass from pathlib import Path -from typing import Optional @dataclass @@ -19,7 +18,7 @@ class ReflexEntry: class ReflexBuffer: - def __init__(self, max_size: int = 50, persist_path: Optional[str] = None): + def __init__(self, max_size: int = 50, persist_path: str | None = None): self.max_size = max_size self.persist_path = persist_path self._buffer: deque[ReflexEntry] = deque(maxlen=max_size) diff --git a/core/session.py b/core/session.py index c8ad0180..3e540f3b 100644 --- a/core/session.py +++ b/core/session.py @@ -6,7 +6,6 @@ import time import uuid from dataclasses import dataclass, field -from typing import Optional from shared.connection import AsyncConnectionManager, connection_manager from shared.constants import DB_NAME @@ -57,7 +56,7 @@ async def create_session(self, user_id: str) -> str: await conn.commit() return session_id - async def close_session(self, session_id: str, summary: str = "", state_deltas: Optional[dict] = None, topics: Optional[list[str]] = None): + async def close_session(self, session_id: str, summary: str = "", state_deltas: dict | None = None, topics: list[str] | None = None): conn = await self._cm.get(DB_NAME) await conn.execute( "UPDATE sessions SET summary=?, state_deltas=?, topics=?, ended_at=? WHERE session_id=?", @@ -80,7 +79,7 @@ async def get_session_summary(self, user_id: str) -> str: return "No sessions yet." return "\n".join([f"- {s.summary[:80]}" for s in sessions if s.summary]) - async def count_sessions(self, user_id: Optional[str] = None) -> int: + async def count_sessions(self, user_id: str | None = None) -> int: conn = await self._cm.get(DB_NAME) if user_id: cursor = await conn.execute("SELECT COUNT(*) FROM sessions WHERE user_id=?", (user_id,)) diff --git a/docs/research/RESEARCH-ideas.md b/docs/research/RESEARCH-ideas.md new file mode 100644 index 00000000..5cc7a35b --- /dev/null +++ b/docs/research/RESEARCH-ideas.md @@ -0,0 +1,688 @@ +# Research: Ideas for mcp-ariel-memory + +> Сборник идей из референс-репозиториев для развития mcp-ariel-memory. +> Статус: поиск идей, не разработка. + +--- + +## Заметки из предыдущих сессий + +### 2026-07-10 — консолидированные идеи из 15+ репозиториев + +**Priority 1 — easy wins (low effort, high value):** +1. Session quality scoring (icarus): 5-component (depth, decision, recall_usage, linked_entries, user_engagement) +2. Recall telemetry: track recalled vs actually used → usage_rate metric +3. Auto training_value classification via DECISION_RE + OUTCOME_RE regex +4. Daily brief tool: pending work + recent activity + suggested action in one call +5. 6 analytical perspectives for wiki_summarize (pluton): practical/epistemic/psychological/social/temporal/metacognitive +6. Auto-maintained INDEX.md for wiki categories + +**Priority 2 — moderate effort:** +7. Wiki lint tool с schema enforcement (6 checks: frontmatter, required fields, broken wikilinks, missing index, page length, unknown tags) — из memory-wiki-plugin +8. Ref chain linking (review_of + revises) между wiki entries +9. Promotion pipeline: detect preference signals → candidates → wiki pages +10. Secret detection on wiki ingest (GitHub PATs, API keys, PEM headers) +11. SPLIT/MERGE/RETIRE organic wiki operations + +**Priority 3 — major features:** +12. Dream cycle consolidation pipeline (pluton): mine→curate→compress→inject +13. CONTEXT.md compression: auto-generated ~3000 char summary for system prompt + +### Оценка репозиториев (из сессии 2026-07-10) + +| Репозиторий | Что даёт | Установable? | +|---|---|---| +| hermes-memory-wiki-kit | FTS5 search, wiki_graph, wiki_health, 9 tools, auto-capture | Нет (plugin) | +| icarus-plugin | LLM extraction (OpenRouter), multi-source injection, CREATIVE.md fix | Нет (plugin) | +| pluton | Dream Memory, 6 perspectives, organic wiki ops, auto INDEX.md | Нет (plugin) | +| memory-wiki-plugin | Schema enforcement, promotion pipeline, secret detection, 55 tests | Нет (plugin) | +| Acontext | Skill memory, progressive disclosure, auto task detection | Нет (needs PG+S3+Redis+RabbitMQ) | +| agent-config | /recall protocol, shared skills SSOT | Нет (10+ repos ecosystem) | + +### Ключевые концепции + +- **Acontext "skill = memory"**: Wiki entries как Markdown skill files, progressive disclosure +- **/recall protocol**: 4-axis context recovery: session spine → conscious markers → expand → semantic → day-axis +- **hermes-memory-wiki-kit signal scoring**: corrections=5, decisions=4, preferences=4, config=2, URLs=1. Auto-capture at score>8 +- **icarus multi-source**: fabric + Qdrant + sessions FTS5 + facts FTS5. Writes to CREATIVE.md (не MEMORY.md!) + +--- + +## Источники + +| Репозиторий | Описание | Статус | +|---|---|---| +| MemOS | Persistent memory for AI agents | general-1 ✓ | +| GPTCache | Semantic cache for LLM queries | general-1 ✓ | +| Selective_Context | Context compression | general-1 ✓ | +| agent-second-brain | Voice notes → knowledge base + daily report | general-2 ✓ | +| omem | Shared memory between agents | general-2 ✓ | +| Nocturne Memory | Long-term memory for MCP agents | general-2 ✓ | +| codebase-memory-mcp | Code memory for AI agents | general-3 ✓ | +| Command-Center-AI | Eternal context engine | general-3 ✓ | +| MoltBrain | AI brain architecture | general-3 ✓ | +| memorymuse | Self-aware AI with persistent memory | general-4 ✓ | +| llm-context-compressor | Context compression | general-4 ✓ | +| agent-context-code | Code context for agents | general-4 ✓ | + +--- + +## agent-second-brain + +Telegram-ассистент: голосовые заметки → транскрипция → классификация → задачи + Obsidian vault + daily report. Забывание по шкале Эbbinghaus (5 уровней: Core → Active → Warm → Cold → Archive). + +### Ключевые фичи + +**1. Graduated Touch Protocol** +Вместо сброса памяти в "active" при чтении — продвижение на один уровень за раз: `archive → cold → warm → active`. Повторные чтения = сильная память. + +```python +# memory-engine.py cmd_touch() +if current_tier == "archive": + target_days = (warm_threshold + cold_threshold) // 2 + new_tier = "cold" +elif current_tier == "cold": + target_days = (active_threshold + warm_threshold) // 2 + new_tier = "warm" +``` + +**Для mcp-ariel-memory**: Реализовать постепенное продвижение вместо бинарного "обращался/не обращался". + +**2. Creative Recall** +Случайная выборка из холодных/архивных записей для дивергентного мышления — "прочитай эти карточки и найди неожиданные связи". + +**Для mcp-ariel-memory**: Добавить инструмент `creative_recall` — рандомный сэмпл из cold tier. + +**3. Context Budget Calculator** +Отслеживание токенов: цель <25KB (6,000 токенов) для always-loaded контекста. Каждый 1KB = ~250 токенов на ход экономии. + +**Для mcp-ariel-memory**: Добавить трекинг потребления токенов по уровням. + +**4. Vault Health Scoring (100 баллов)** +Авто-детект осиротевших записей, починка сломанных ссылок, генерация MOC (Map of Content). + +**Для mcp-ariel-memory**: Добавить диагностику хранилища — осиротевшие воспоминания, предложение связей. + +**5. 3-Phase Daily Pipeline** +Capture → Execute → Reflect. Каждая фаза = чистый JSON для следующей. + +**Для mcp-ariel-memory**: Структурировать write pipeline как явные фазы с JSON-чекпоинтами. + +--- + +## omem (ourmem) + +Production MCP memory server. Rust + TypeScript. 11-stage hybrid retrieval, 7-decision reconciliation, 3-tier sharing (Personal/Team/Org), Weibull decay. + +### Ключевые фичи + +**1. 11-Stage Retrieval Pipeline** +``` +parallel_search → rrf_fusion → rrf_normalize → min_score_filter → topk_cap +→ cross_encoder → bm25_floor → decay_boost → importance_weight → length_norm +→ hard_cutoff → mmr_diversity +``` + +Ключевые новшества: +- **BM25 Floor** (Stage 7): Если BM25 score ≥ 0.75, floor = pre_rerank_score × 0.95 — защищает точные совпадения от штрафа rerankera +- **Length Normalization** (Stage 10): Штрафует многословные записи через `log₂(len/500)` — длинные записи не доминируют +- **Weibull Decay Boost** (Stage 8): β=0.8 (Core), β=1.0 (Working), β=1.3 (Peripheral) +- **MMR Diversity** (Stage 12): Jaccard dedup с порогом 0.85 + +**Для mcp-ariel-memory**: BM25 floor + length normalization — дешёвые улучшения качества поиска. + +**2. 7-Decision Reconciliation Engine** +| Решение | Эффект | +|---|---| +| CREATE | Новая память | +| MERGE | Обновить существующую | +| SKIP | Дубликат, игнорировать | +| SUPERSEDE | Новая заменяет старую | +| SUPPORT | Увеличить confidence +0.1 | +| CONTEXTUALIZE | Новая с отношением к существующей | +| CONTRADICT | Конфликт (temporal → SUPERSEDE) | + +**Для mcp-ariel-memory**: Реализовать хотя бы CREATE/MERGE/SKIP/SUPERSEDE. + +**3. Dual-Stream Write** +``` +Messages → Session Store (sync, <50ms) → Background Task (async LLM extraction) +``` +Сырые данные сохраняются сразу, LLM-обработка асинхронно. + +**Для mcp-ariel-memory**: Разделить fast-path хранение от slow-path извлечения знаний. + +**4. Admission Control (5-dimensional scoring)** +``` +composite = 0.1·utility + 0.1·confidence + 0.1·novelty + 0.1·recency + 0.6·type_prior +``` +Category priors: Profile=0.95, Preferences=0.90, Patterns=0.85, Cases=0.80, Entities=0.75, Events=0.45 + +**Для mcp-ariel-memory**: Фильтровать перед сохранением — не хранить всё подряд. + +**5. Weibull Decay Model** +```python +recency = exp(-λ · t^β) +λ = ln(2) / (half_life × exp(1.5 × importance)) +β = 0.8 (Core) | 1.0 (Working) | 1.3 (Peripheral) +``` + +**Для mcp-ariel-memory**: Заменить линейный decay на Weibull. β-параметр по уровням — элегантное решение. + +**6. Noise Filter (3-layer)** +1. Regex patterns (приветствия, благодарности) +2. Vector prototype matching (cosine ≥ 0.82) +3. Feedback learning (до 200 векторов шума) + +**Для mcp-ariel-memory**: Добавить фильтрацию шума с обучением от обратной связи. + +**7. Multi-Level Content (l0/l1/l2)** +Каждая запись: +- `content`: Оригинал +- `l0_abstract`: Однострочное саммари +- `l1_overview`: Структурированный markdown (2-5 строк) +- `l2_content`: Полный нарратив + +**Для mcp-ariel-memory**: Хранить прогрессивные саммари для разных уровней доступа. + +**8. Space-Based Sharing with Provenance** +Физические копии (не ссылки) с полной отслеживаемостью lineage: +```json +{ + "shared_from_space": "personal/alice-uuid", + "shared_from_memory": "original-memory-uuid", + "source_version": 3 +} +``` + +**Для mcp-ariel-memory**: Добавить provenance tracking при шаринге между агентами. + +--- + +## Nocturne Memory + +Python MCP сервер для персональной памяти AI. Графовая модель (Node → Memory → Edge → Path), SQLite/PostgreSQL, FTS5, namespace изоляция. + +### Ключевые фичи + +**1. Graph Data Model** +``` +Node (UUID, версия-независимый) + └── Memory (версии контента, deprecated, migrated_to) +Edge (parent→child, priority + disclosure) +Path (URI cache: domain://path → edge) +``` + +Ключевой инсайт: **Node — версия-независимая сущность**. Обновление контента создаёт новую Memory-строку, граф не трогается. + +**Для mcp-ariel-memory**: Разделить идентификацию сущности от версий контента. + +**2. Version Chain with Migration Tracking** +```python +class Memory: + migrated_to = Column(Integer) # Указывает на преемника +``` +При обновлении старая запись: `deprecated=True, migrated_to=new_id`. + +**Для mcp-ariel-memory**: Реализовать цепочки версий — откат, аудит, история. + +**3. Glossary Keywords (豆辞典)** +Ключевые слова связаны с нодами и всплывают при поиске. Доменная лексика. + +**Для mcp-ariel-memory**: Добавить систему глоссария — доменные термины для улучшения ретриеваля. + +**4. Weighted Random Recall** +```python +staleness_days = max((now - last).total_seconds() / 86400.0, 0.5) +mult = max(0.5 ** max(0, priority), 1e-12) +weights.append(staleness_days * mult) +``` +Старые + приоритетные записи всплывают чаще. + +**Для mcp-ariel-memory**: Заменить чистый рандом на взвешенный (staleness × priority). + +**5. Orphan Detection and Recovery** +Диагностика: stale nodes, crowded nodes (>10 детей), orphaned nodes, duplicate aliases. + +**Для mcp-ariel-memory**: Добавить инструменты диагностики — осиротевшие, переполненные, дублирующие записи. + +**6. Access Logging with Context** +Отслеживание не только "когда", но и "почему" была обращена память. + +**Для mcp-ariel-memory**: Данные для расчёта decay и аналитики использования. + +--- + +## Сравнительная таблица + +| Паттерн | agent-second-brain | omem | Nocturne | Возможность для mcp-ariel-memory | +|---|---|---|---|---| +| Decay | Линейный (0.015/день) | Weibull (β по уровням) | Нет (только staleness) | Заменить линейный на Weibull | +| Уровни | 5 (core→archive) | 3 (Core/Working/Peripheral) | По приоритету | Adopt tier-specific decay rates | +| Поиск | Сканирование файлов | 11-stage hybrid | Только FTS5 | Добавить BM25 floor + length norm | +| Dedup/Reconciliation | Нет | 7-decision engine | Version chain | Реализовать MERGE/SKIP/SUPERSEDE | +| Граф | Wiki-links | Flat per-space | Node/Edge/Path graph | Hybrid: graph + wiki-links | +| Random recall | Чистый рандом | Нет | Staleness × priority | Weighted random recall | +| Noise filter | Нет | 3-layer + feedback learning | Нет | Добавить noise filter с обучением | +| Versioning | Нет | Version field + staleness | Version chain + rollback | Version chains для аудита | + +--- + +## ТОП-5 идей по приоритету + +1. **Weibull Decay с tier-specific β** (omem) — Core помнятся долго (β=0.8), peripheral забываются быстро (β=1.3). Главное улучшение качества памяти. + +2. **7-Decision Reconciliation** (omem) — Минимум: CREATE/MERGE/SKIP/SUPERSEDE. Предотвращает раздувание памяти и поддерживает консистентность. + +3. **Graduated Tier Promotion** (agent-second-brain) — Не прыгать в "core" при обращении. Продвигать по одному уровню. Spaced repetition = сильные воспоминания. + +4. **BM25 Floor Protection** (omem) — Если BM25 ≥ 0.75, защищать от штрафа rerankera. Дешёвое улучшение качества поиска. + +5. **Version Chains с Rollback** (Nocturne) — Хранить deprecated записи с `migrated_to` указателями. Аудит, откат, исторический анализ. + +--- + +## Дополнительные идеи + +- **Obsidian export** (R1 из roadmap) — реализовать на основе agent-second-brain vault-системы +- **Daily report** — автоматический дайджест памяти (из agent-second-brain) +- **Voice → memory pipeline** — голосовые заметки через Telegram (из agent-second-brain) +- **Shared memory spaces** — Peronal/Team/Org изоляция (из omem) +- **Namespace isolation** — мульти-персональная память (из Nocturne) +- **Dashboard с diff/rollback** — визуальный ревью памяти (из Nocturne) +- **Semantic cache** — кэширование повторяющихся LLM-запросов (из GPTCache) +- **Progressive summaries** — l0/l1/l2 уровни детализации (из omem) +- **Noise learning** — обучение от обратной связи что считать шумом (из omem) +- **Token budget tracking** — потребление токенов по уровням (из agent-second-brain) + +--- + +## MemOS + +"Memory Operating System" для LLMs. +43.7% accuracy vs OpenAI Memory. Multi-modal, graph-backed, Dream pipeline. + +### Ключевые фичи + +**1. Dream Pipeline (фоновая консолидация)** +5-стадийный pipeline, работает когда пользователь отсутствует: +``` +Signal Store (накопление) → Motive Formation (LLM решает что консолидировать) +→ Direct Recall (поиск связанных) → Consolidation Reasoning (LLM "мечтает") +→ Persistence (сохранение insight) +``` + +Ключевой инсайт: **Hypothetical Deduction Gate** — Dream actions сохраняются ТОЛЬКО если содержат `hypothetical_question` (какой вопрос помогает ответить). Zero-confidence → skip. Предотвращает низкокачественную консолидацию. + +**Для mcp-ariel-memory**: Реализовать Dream pipeline — после N новых memories запускать фоновую консолидацию с LLM. Автоматическое создание insights вместо ручной реорганизации. + +**2. DreamMemoryLifecycle** +`last_hit_at`, `hit_count`, `usefulness_score`, `invalidated_by_feedback`. Архивирование: no hits in 7 days → archive, low usefulness → archive. + +**Для mcp-ariel-memory**: Lifecycle tracking для каждой memory — hit tracking, usefulness scoring, auto decay. + +**3. Multi-Cube Knowledge Base** +Изолированные memory cubes с контролируемым шарингом и динамической композицией. + +**Для mcp-ariel-memory**: Multi-tenant memory cubes — per-user/per-agent/per-project изоляция. + +**4. Modular Search Pipeline** +`search_pipeline.py`, `rerank_pipeline.py`, `filter_pipeline.py`, `enhancement_pipeline.py` — каждая стадия pluggable. + +**Для mcp-ariel-memory**: Разбить текущий монолитный search на явные stages: query parsing → vector → FTS5 → rerank → filter → post-process. + +**5. Memory Feedback API** +Нatural-language обратная связь для коррекции memories. + +**Для mcp-ariel-memory**: Пользователь корректирует memories на естественном языке. + +--- + +## GPTCache + +Семантический кэш для LLM. 10x дешевле, 100x быстрее. Плагинная архитектура. + +### Ключевые фичи + +**1. Pluggable Pipeline Architecture** +Каждая stage — swappable function: +``` +cache_enable → pre_embedding → embedding → data_manager → similarity_evaluation → post_process +``` + +**Для mcp-ariel-memory**: Сделать retrieval pipeline плагинным — каждая stage заменяется. + +**2. 7 Similarity Evaluation Strategies** +- SearchDistanceEvaluation — raw vector distance +- OnnxModelEvaluation — trained duplicate detection +- KReciprocalEvaluation — reciprocal rank fusion +- CohereRerankEvaluation — external reranker +- SequenceMatchEvaluation — weighted multi-signal +- TimeEvaluation — time-decayed similarity +- SbertCrossencoderEvaluation — cross-encoder + +**Для mcp-ariel-memory**: Multi-signal reranking — combine semantic + temporal + frequency. + +**3. LLM Semantic Verification Gate** +После поиска cache hit — lightweight LLM call для верификации что cached answer реально отвечает на вопрос. + +**Для mcp-ariel-memory**: Верификация retrieval results — LLM проверяет что найденная memory реально отвечает на query. + +**4. Temperature-Based Cache Bypass** +Вызывающий контрольлирует freshness vs cost. Temperature=2 → всегда bypass cache. + +**Для mcp-ariel-memory**: Контроль "recency bias" — можно запросить свежие memories или все. + +**5. Time-Decayed Similarity** +`final_score = semantic_similarity * time_decay(created_at)`. Свежие memories получают boost. + +**Для mcp-ariel-memory**: Factor recency в ranking — старые memories нуждаются в большем semantic relevance. + +--- + +## Selective_Context + +Компрессия контекста через self-information (surprisal). 2x больше контекста в фиксированном window. + +### Ключевые фичи + +**1. Self-Information Scoring** +```python +self_info = [-logprob for logprob in logprobs] +``` +Каждый token/phrase/sentence оценивается по surprisal. High self-info = неожиданный/новый = важный. + +**Для mcp-ariel-memory**: Self-information как importance signal для memories — principled, model-based, не heuristic. + +**2. Multi-Level Lexical Units** +3 уровня гранулярности: sentence → phrase (spaCy noun chunks) → token. + +**Для mcp-ariel-memory**: Multi-granularity chunking — phrases вместо фиксированных чанков. + +**3. Threshold-Based Masking** +`ppl_threshold = np.percentile(self_info, mask_ratio * 100)` — маскирование units ниже порога. + +**Для mcp-ariel-memory**: Компрессия memories при превышении context budget — keep most informative. + +**4. Conversation-Aware Processing** +Ролевые префиксы с высоким self-info (100.0) для сохранения turn boundaries. + +**Для mcp-ariel-memory**: Preserve conversation structure при компрессии. + +--- + +## codebase-memory-mcp + +Чистый-C движок графа знаний кода. Tree-sitter AST, 14 MCP инструментов, 155 языков. Multi-pass pipeline. + +### Ключевые фичи + +**1. RAM-First Pipeline с LZ4** +Всё индексирование в памяти с LZ4 HC компрессией, затем дамп в SQLite. Нулевой footprint после индексации. + +**Для mcp-ariel-memory**: Использовать in-memory SQLite для операций индексации, затем компактировать на диск. + +**2. Function Registry с каскадным resolution** +Каскад стратегий: exact QN → import-aware → fuzzy bare name. Confidence scoring 0.0–1.0. + +**Для mcp-ariel-memory**: Применить к сущностям памяти — "этот факт упоминает 'auth system' — это то же что 'authentication module' из сессии 3?" Score it. + +**3. Louvain Community Detection** +Автообнаружение функциональных модулей через кластеризацию рёбер вызовов. + +**Для mcp-ariel-memory**: Запустить community detection на графе памяти — автообнаружение кластеров тем (авторизация, JWT, token refresh). + +**4. MinHash + LSH Near-Clone Detection** +`SIMILAR_TO` рёбра с Jaccard scoring. `SEMANTICALLY_RELATED` рёбра (score ≥ 0.80). + +**Для mcp-ariel-memory**: Обнаружение дублей/перекрытий между сессиями. При сохранении — проверка на похожесть. + +**5. Multi-Pass Pipeline** +``` +structure → definitions → calls → usages → semantic → similarity → semantic_edges +→ gitdiff → route_nodes → infrascan → cross_repo → tests +``` +Каждый pass изолирован и добавляет свой тип знаний. + +**Для mcp-ariel-memory**: Отдельные pass для извлечения сущностей, построения связей, temporal linking, конфликтов. + +**6. Shared Graph Artifact** +`.codebase-memory/graph.db.zst` — сжатый снапшот в репозитории. Команды.skip reindex. + +**Для mcp-ariel-memory**: Ship compressed memory snapshot с проектом. Новые агенты загружаются из снапшота. + +--- + +## Command-Center-AI — Eternal Context Engine (ECE) + +Локальный AI memory layer. Obsidian Markdown + LanceDB vector search. Решает проблему context window compaction. + +### Ключевые фичи + +**1. Rule-Based Memory Classifier (~1ms)** +```python +LONG_TERM_PATTERNS = [ + (r"\b(always|never|prefers?|decided|from now on|rule:)\b", "decision", 0.9), + (r"\b(i am|i'm|my name|my identity)\b", "identity", 0.8), + (r"\b(0-tolerance|mandatory|non-negotiable|core directive)\b", "directive", 0.95), +] +``` +Без LLM, ~1ms, покрывает 90% случаев. Force overrides: "remember this" → always long_term. + +**Для mcp-ariel-memory**: Заменить LLM-based классификацию на regex patterns. Быстро, дёшево, надёжно. + +**2. Bootstrap / Anti-Compaction Recovery** +```python +SESSION_HANDOFF.md # что было сделано, что дальше +ACTIVE_CONTEXT.md # текущий working set +FRESHNESS.md # timestamp каждого файла +bootstrap_agent(reason="session_start") # полное восстановление +``` + +**Для mcp-ariel-memory**: Реализовать `record_handoff` в конце сессии и `bootstrap_agent` в начале. Критично для multi-session. + +**3. Store Protection** +Rate limiter: 30 writes/min. Dedup: 0.92 similarity threshold → skip near-identical. + +**Для mcp-ariel-memory**: Rate limit per agent + dedup перед сохранением. Без этого memory раздувается быстро. + +**4. Query Expansion from Vault Vocabulary** +```python +# Embed query, find N nearest tokens in vault vocabulary +# Append them to query for both vector and BM25 paths +expansion_terms = [self.vocab_tokens[i] for i in top_indices] +return query + " " + " ".join(expansion_terms) +``` + +**Для mcp-ariel-memory**: Построить vocabulary index из всех хранимых memories. При поиске расширять запрос терминами из vault. + +**5. Nightly Maintenance** +Cache purge, short-term TTL expiry (30 дней), freshness report, doctor check. + +**Для mcp-ariel-memory**: Автоочистка сессионных memories, TTL expiry, проверка здоровья. + +**6. Privacy Namespaces** +`vault/agents/{agent_id}/` — per-agent изоляция. Cloud AIs не видят除非 explicitly requested. + +**Для mcp-ariel-memory**: Multi-agent изоляция — каждый агент видит только свою память + shared. + +--- + +## MoltBrain + +Long-term memory для AI агентов. SQLite + ChromaDB. PostToolUse hooks для авто-захвата. + +### Ключевые фичи + +**1. 3-Layer Search Workflow** +``` +1. search(query) → лёгкий индекс с ID (~50-100 токенов/результат) +2. timeline(anchor=ID) → контекст вокруг интересных результатов +3. get_observations([IDs]) → полные детали ТОЛЬКО для отфильтрованных +``` + +**Для mcp-ariel-memory**: Гениально для экономии токенов. Не возвращать полные memories при поиске — сначала индекс, потом контекст, потом детали. + +**2. PostToolUse Auto-Capture** +```typescript +// Авто-захват вывода инструментов — без явного "store" +observationHandler.execute(input: { sessionId, toolName, toolInput, toolResponse, cwd }) +``` + +**Для mcp-ariel-memory**: Авто-захват из использования инструментов. Агент читает файл → результат автоматически становится memory. + +**3. Observation Schema** +```typescript +interface ObservationInput { + type: 'discovery' | 'decision' | 'code_change' | ...; + facts: string[]; # отдельные факты + narrative: string; # свободный текст + concepts: string[]; # теги концепций + files_read: string[]; + files_modified: string[]; +} +``` + +**Для mcp-ariel-memory**: Структурированный schema с отдельными facts + narrative + concepts. Facts индивидуально searchable, concepts для кластеризации. + +**4. Context Cache с Invalidation** +Кэш по (project + session + query + limit), TTL 10 минут. При обновлении memory — инвалидация. + +**Для mcp-ariel-memory**: Кэширование сгенерированного контекста с умной инвалидацией. + +**5. Session Lifecycle Hooks** +``` +SessionStart → inject context from memory +PostToolUse → capture output, extract facts +Stop → generate summary +``` + +**Для mcp-ariel-memory**: Три хука: начало (инжект), во время (авто-захват), конец (саммари). + +--- + +## TencentDB Agent Memory + +Слоистая память для OpenClaw/Hermes агентов. Символическая память (Mermaid canvas) + L0→L3 pyramid. -61% токенов, +51% pass rate. + +### Ключевые фичи + +**1. Symbolic Memory (Mermaid Canvas)** +Вместо многословных логов — компактный Mermaid syntax. Node ID ссылаются на полный текст. + +**Для mcp-ariel-memory**: Символьная компрессия —摘要记忆追踪 в компактном graph representation. + +**2. Progressive Disclosure** +Верхние уровни (personas, canvases) в Markdown для людей; нижние (raw text) в БД для retrieval. + +**Для mcp-ariel-memory**: Возвращать саммари сначала, drill down по требованию. + +**3. Full Traceability** +Каждая абстракция ссылается на ground-truth evidence. "Persona → Scenario → Atom → Conversation". + +**Для mcp-ariel-memory**: Гарантировать трассируемость — каждая memory abstraction связана с источником. + +--- + +## PRISM (Epistemic Graph RAG) + +Типизированный эпистемический граф поверх vector store. 10 типов рёбер, spreading activation. + +### Ключевые фичи + +**1. Epistemic Edge Types** +``` +supports, refutes, supersedes, derives_from, specializes, +contradicts, qualifies, temporal_precedes, causal_enables, contextualizes +``` + +**Для mcp-ariel-memory**: Memories могут поддерживать, опровергать, заменять друг друга. Эпистемические связи вместо простого "related to". + +**2. Spreading Activation** +Query → seed nodes → activation через typed edges → nodes с множественными путями = highest rank. + +**Для mcp-ariel-memory**: Активация распространяется через связи памяти. Memories с несколькими независимыми путями = высший приоритет. + +**3. Result Bucketing** +``` +PRIMARY, SUPPORTING, CONTRASTING, QUALIFYING, SUPERSEDED +``` + +**Для mcp-ariel-memory**: Организовать результаты по эпистемической роли. + +--- + +## Neuroca (NeuroCognitive Architecture) + +Multi-tiered memory (STM/MTM/LTM), биологически-вдохновлённый. Консолидация, decay, importance scoring. + +### Ключевые фичи + +**1. Memory Consolidation** +Автоматическое продвижение STM → MTM → LTM на основе частоты обращения и важности. + +**Для mcp-ariel-memory**: Автоматическая консолидация — короткая память продвигается в долгосрочную. + +**2. Dynamic Backend Selection** +Система выбирает storage backend (in-memory для STM, SQLite/Vector DB для MTM/LTM) автоматически. + +**Для mcp-ariel-memory**: Разные storage для разных уровней жизни памяти. + +--- + +## context-mode + +MCP сервер для контекст-песочницы. Сохраняет raw tool data вне контекста, индексирует в FTS5. 315KB → 5.4KB (98% reduction). + +### Ключевые фичи + +**1. Context Sandboxing** +Сырые данные вне context window. Индекс и retrieval только нужного. + +**Для mcp-ariel-memory**: Memory sandboxing — не заливать все relevant memories в контекст, а индексировать и возвращать только нужное. + +**2. "Think in code" paradigm** +Агент пишет скрипты для анализа данных вместо чтения файлов в контекст. + +**Для mcp-ariel-memory**: Сократить context bloat от retrieval. + +--- + +## Сводная таблица: ВСЕ репозитории + +| Репозиторий | Ключевая идея | Приоритет | +|---|---|---| +| omem | 11-stage retrieval + 7-decision reconciliation | ★★★★★ | +| MemOS | Dream pipeline + lifecycle tracking | ★★★★★ | +| Nocturne | Node/Memory versioning + disclosure routing | ★★★★★ | +| agent-second-brain | Graduated tier promotion + creative recall | ★★★★☆ | +| ECE | Rule-based classifier + bootstrap/handoff | ★★★★☆ | +| MoltBrain | 3-layer search + PostToolUse auto-capture | ★★★★☆ | +| TencentDB | Symbolic Mermaid memory + progressive disclosure | ★★★★☆ | +| GPTCache | LLM verification gate + time-decayed similarity | ★★★★☆ | +| Selective_Context | Self-information scoring for importance | ★★★☆☆ | +| PRISM | Epistemic edge types + spreading activation | ★★★☆☆ | +| codebase-memory-mcp | Multi-pass pipeline + Louvain communities | ★★★☆☆ | +| Neuroca | STM→LTM consolidation + dynamic backends | ★★★☆☆ | +| context-mode | Context sandboxing | ★★☆☆☆ | + +--- + +## ФИНАЛЬНЫЙ ТОП-15 идей + +| # | Идея | Откуда | Влияние | +|---|---|---|---| +| 1 | **Dream Pipeline (фоновая консолидация)** | MemOS | Автоматическое создание insights из кластеров memories | +| 2 | **7-Decision Reconciliation** | omem | Предотвращает раздувание, поддерживает консистентность | +| 3 | **Weibull Decay с tier-specific β** | omem | Главное улучшение качества decay | +| 4 | **BM25 Floor Protection** | omem | Дешёвое улучшение качества поиска | +| 5 | **Epistemic Edge Types** | PRISM | Memories поддерживают/опровергают друг друга | +| 6 | **Rule-Based Memory Classifier** | ECE | Замена LLM на regex, ~1ms | +| 7 | **3-Layer Search Workflow** | MoltBrain | 10x экономия токенов | +| 8 | **Graduated Tier Promotion** | agent-second-brain | Spaced repetition для memories | +| 9 | **Bootstrap/Handoff Protocol** | ECE | Выживание после compaction | +| 10 | **Version Chains с Rollback** | Nocturne | Аудит, откат, история | +| 11 | **Self-Information Scoring** | Selective_Context | Principled importance signal | +| 12 | **LLM Semantic Verification** | GPTCache | Верификация retrieval results | +| 13 | **PostToolUse Auto-Capture** | MoltBrain | Авто-захват без усилий | +| 14 | **Noise Filter с feedback learning** | omem | Обучение от коррекций | +| 15 | **Dual-Stream Write** | omem | Fast sync + async extraction | diff --git a/features/audit_trail.py b/features/audit_trail.py index 1d2d6e26..12af45c8 100644 --- a/features/audit_trail.py +++ b/features/audit_trail.py @@ -4,14 +4,14 @@ import json import time -from typing import Any, Optional +from typing import Any from shared.connection import AsyncConnectionManager, connection_manager from shared.constants import DB_NAME class AuditTrail: - def __init__(self, cm: Optional["AsyncConnectionManager"] = None): + def __init__(self, cm: "AsyncConnectionManager" | None = None): self._cm = cm or connection_manager async def _init_db(self): @@ -32,7 +32,7 @@ async def _init_db(self): """, ) - async def log(self, user_id: str, action: str, layer: Optional[str] = None, target_id: Optional[str] = None, details: Optional[dict] = None): + async def log(self, user_id: str, action: str, layer: str | None = None, target_id: str | None = None, details: dict | None = None): conn = await self._cm.get(DB_NAME) await conn.execute( "INSERT INTO audit_log (user_id, action, layer, target_id, details, timestamp) VALUES (?, ?, ?, ?, ?, ?)", @@ -40,7 +40,7 @@ async def log(self, user_id: str, action: str, layer: Optional[str] = None, targ ) await conn.commit() - async def get_history(self, user_id: str, limit: int = 50, action: Optional[str] = None) -> list[dict[str, Any]]: + async def get_history(self, user_id: str, limit: int = 50, action: str | None = None) -> list[dict[str, Any]]: conn = await self._cm.get(DB_NAME) if action: cursor = await conn.execute( @@ -65,7 +65,7 @@ async def get_history(self, user_id: str, limit: int = 50, action: Optional[str] for r in rows ] - async def count(self, user_id: Optional[str] = None) -> int: + async def count(self, user_id: str | None = None) -> int: conn = await self._cm.get(DB_NAME) if user_id: cursor = await conn.execute("SELECT COUNT(*) FROM audit_log WHERE user_id=?", (user_id,)) @@ -81,7 +81,7 @@ async def cleanup_old(self, retention_days: int = 30) -> int: await conn.commit() return cursor.rowcount - async def archive_and_prune(self, retention_days: int = 30, archive_dir: Optional[str] = None) -> dict[str, int]: + async def archive_and_prune(self, retention_days: int = 30, archive_dir: str | None = None) -> dict[str, int]: cutoff = time.time() - (retention_days * 86400) conn = await self._cm.get(DB_NAME) cursor = await conn.execute( @@ -98,7 +98,7 @@ async def archive_and_prune(self, retention_days: int = 30, archive_dir: Optiona archive_path = Path(archive_dir) archive_path.mkdir(parents=True, exist_ok=True) - archive_file = archive_path / ("audit_archive_%d.json" % int(time.time())) + archive_file = archive_path / f"audit_archive_{int(time.time())}.json" archive_data = [ { "log_id": r["log_id"], diff --git a/features/auth.py b/features/auth.py index f6e4cc19..43a9f18c 100644 --- a/features/auth.py +++ b/features/auth.py @@ -10,9 +10,10 @@ import time import warnings from pathlib import Path -from typing import Any, Optional +from typing import Any from features.secrets import decrypt_json, encrypt_json +import contextlib logger = logging.getLogger(__name__) @@ -20,7 +21,7 @@ class APIKeyAuth: """API key authentication with encrypted file persistence.""" - def __init__(self, keys_file: Optional[str] = None): + def __init__(self, keys_file: str | None = None): self.keys_file = Path(keys_file or str(Path.home() / ".mcp-ariel-memory" / "api_keys.json")) self.keys_file.parent.mkdir(parents=True, exist_ok=True) self._keys: dict[str, dict] = self._load() @@ -60,7 +61,7 @@ def _load(self) -> dict[str, dict]: logger.warning("Failed to encrypt legacy file %s: %s", self.keys_file, e) return legacy - def _save(self, data: Optional[dict[str, dict]] = None) -> None: + def _save(self, data: dict[str, dict] | None = None) -> None: """Atomic write: tmp + rename + chmod 600.""" if data is None: data = self._keys @@ -68,15 +69,11 @@ def _save(self, data: Optional[dict[str, dict]] = None) -> None: ciphertext = encrypt_json(data) with open(tmp_file, "wb") as f: f.write(ciphertext) - try: + with contextlib.suppress(OSError): os.chmod(tmp_file, 0o600) - except OSError: - pass tmp_file.replace(self.keys_file) - try: + with contextlib.suppress(OSError): os.chmod(self.keys_file, 0o600) - except OSError: - pass def create_key(self, user_id: str, label: str = "") -> str: key = "ak_" + secrets.token_hex(24) @@ -126,7 +123,7 @@ def delete_key(self, key: str) -> bool: class BearerAuth: """Bearer token authentication with encrypted persistence.""" - def __init__(self, token_file: Optional[str] = None): + def __init__(self, token_file: str | None = None): self.token_file = Path(token_file or str(Path.home() / ".mcp-ariel-memory" / "bearer_token.json")) self.token_file.parent.mkdir(parents=True, exist_ok=True) self._token = self._load_or_create() @@ -181,15 +178,11 @@ def _save(self, token: str) -> None: tmp_file = self.token_file.with_suffix(".json.tmp") with open(tmp_file, "wb") as f: f.write(ciphertext) - try: + with contextlib.suppress(OSError): os.chmod(tmp_file, 0o600) - except OSError: - pass tmp_file.replace(self.token_file) - try: + with contextlib.suppress(OSError): os.chmod(self.token_file, 0o600) - except OSError: - pass def verify(self, auth_header: str) -> bool: if not auth_header: diff --git a/features/backup.py b/features/backup.py index add62147..8716f00b 100644 --- a/features/backup.py +++ b/features/backup.py @@ -6,23 +6,24 @@ import shutil import time from pathlib import Path -from typing import Any, Optional +from typing import Any from config import config from shared.path_safety import safe_resolve +import contextlib class BackupManager: - def __init__(self, base_dir: Optional[str] = None): + def __init__(self, base_dir: str | None = None): self.base_dir = Path(base_dir or str(Path.home() / ".mcp-ariel-memory")) self.backup_dir = self.base_dir / "backups" self.backup_dir.mkdir(parents=True, exist_ok=True) - async def backup(self, label: Optional[str] = None) -> str: + async def backup(self, label: str | None = None) -> str: import uuid timestamp = int(time.time()) - name = label or "backup_%d_%s" % (timestamp, uuid.uuid4().hex[:6]) + name = label or f"backup_{timestamp}_{uuid.uuid4().hex[:6]}" dest = self.backup_dir / name dest.mkdir(parents=True, exist_ok=True) @@ -41,13 +42,10 @@ async def backup(self, label: Optional[str] = None) -> str: async def restore(self, backup_name: str) -> dict[str, Any]: src = self.backup_dir / backup_name if not src.exists(): - return {"error": "Backup not found: %s" % backup_name} + return {"error": f"Backup not found: {backup_name}"} manifest_path = src / "manifest.json" - if manifest_path.exists(): - manifest = json.loads(manifest_path.read_text(encoding="utf-8")) - else: - manifest = {"files": [f.name for f in src.glob("*.db")]} + manifest = json.loads(manifest_path.read_text(encoding="utf-8")) if manifest_path.exists() else {"files": [f.name for f in src.glob("*.db")]} restored = [] for db_file in manifest.get("files", []): @@ -66,10 +64,8 @@ def list_backups(self) -> list[dict[str, Any]]: info = {"name": d.name} manifest_path = d / "manifest.json" if manifest_path.exists(): - try: + with contextlib.suppress(Exception): info.update(json.loads(manifest_path.read_text(encoding="utf-8"))) - except Exception: - pass backups.append(info) return backups diff --git a/features/backup_cron.py b/features/backup_cron.py index f50fdaae..b25ffe5f 100644 --- a/features/backup_cron.py +++ b/features/backup_cron.py @@ -10,16 +10,17 @@ import threading import time from pathlib import Path -from typing import Any, Optional +from typing import Any from config import config from shared.path_safety import safe_resolve +import contextlib logger = logging.getLogger(__name__) class BackupCron: - def __init__(self, base_dir: Optional[str] = None): + def __init__(self, base_dir: str | None = None): self.base_dir = Path(base_dir or str(Path.home() / ".mcp-ariel-memory")) self.backup_dir = self.base_dir / "backups" self.backup_dir.mkdir(parents=True, exist_ok=True) @@ -56,8 +57,8 @@ def start(self): self._running = True self._thread = threading.Thread(target=self._loop, daemon=True) self._thread.start() - jitter_info = " (+%ds jitter)" % self.jitter_seconds if self.jitter_seconds else "" - logger.info("Backup cron started (interval=%dh%s)" % (self.interval_hours, jitter_info)) + jitter_info = f" (+{self.jitter_seconds}s jitter)" if self.jitter_seconds else "" + logger.info(f"Backup cron started (interval={self.interval_hours}h{jitter_info})") def stop(self): self._running = False @@ -74,7 +75,7 @@ def _loop(self): if now >= next_backup: jitter = random.randint(0, self.jitter_seconds) if self.jitter_seconds else 0 if jitter: - logger.info("Backup jitter: waiting %ds" % jitter) + logger.info(f"Backup jitter: waiting {jitter}s") time.sleep(jitter) self._do_backup() self._cleanup_old() @@ -87,7 +88,7 @@ def _loop(self): time.sleep(60) except Exception as e: - logger.error("Backup cron error: %s" % e) + logger.error(f"Backup cron error: {e}") time.sleep(300) def _fire_nightly_hooks(self): @@ -100,14 +101,14 @@ def _fire_nightly_hooks(self): for layer in ["user", "agent"]: asyncio.run(hook_registry.fire("nightly", layer, {"trigger": "backup_cron"})) except Exception as e: - logger.error("Nightly hook error: %s" % e) + logger.error(f"Nightly hook error: {e}") def _do_backup(self) -> str: import shutil import uuid timestamp = int(time.time()) - name = "auto_%d_%s" % (timestamp, uuid.uuid4().hex[:6]) + name = f"auto_{timestamp}_{uuid.uuid4().hex[:6]}" dest = self.backup_dir / name dest.mkdir(parents=True, exist_ok=True) @@ -159,7 +160,7 @@ def _sync_wiki(self): self._last_wiki_sync = time.time() self._save_state() except Exception as e: - logger.error("Wiki sync error: %s" % e) + logger.error(f"Wiki sync error: {e}") def backup_now(self) -> str: return self._do_backup() @@ -169,13 +170,10 @@ def restore(self, backup_name: str) -> dict[str, Any]: src = self.backup_dir / backup_name if not src.exists(): - return {"error": "Backup not found: %s" % backup_name} + return {"error": f"Backup not found: {backup_name}"} manifest_path = src / "manifest.json" - if manifest_path.exists(): - manifest = json.loads(manifest_path.read_text(encoding="utf-8")) - else: - manifest = {"files": [f.name for f in src.glob("*.db")]} + manifest = json.loads(manifest_path.read_text(encoding="utf-8")) if manifest_path.exists() else {"files": [f.name for f in src.glob("*.db")]} restored = [] for db_file in manifest.get("files", []): @@ -202,10 +200,8 @@ def list_backups(self) -> list: info = {"name": d.name} manifest_path = d / "manifest.json" if manifest_path.exists(): - try: + with contextlib.suppress(Exception): info.update(json.loads(manifest_path.read_text(encoding="utf-8"))) - except Exception: - pass backups.append(info) return backups diff --git a/features/compression.py b/features/compression.py index 66cad8b1..24bc573c 100644 --- a/features/compression.py +++ b/features/compression.py @@ -3,14 +3,13 @@ """ import time -from typing import Optional from shared.connection import AsyncConnectionManager, connection_manager from shared.constants import DB_NAME class MemoryCompressor: - def __init__(self, cm: Optional["AsyncConnectionManager"] = None): + def __init__(self, cm: "AsyncConnectionManager" | None = None): self._cm = cm or connection_manager async def deduplicate_core(self, user_id: str) -> int: @@ -43,7 +42,7 @@ async def compress_episodes(self, user_id: str, min_weight: float = 0.3) -> int: ALLOWED_TABLES = {"core_memory", "episodes", "epistemic_edges", "temporal_edges", "saga_log", "agent_wiki", "user_wiki", "file_wiki"} - async def get_stats(self, user_id: Optional[str] = None) -> dict[str, int]: + async def get_stats(self, user_id: str | None = None) -> dict[str, int]: stats = {} for name, db in [("core", "memory.db"), ("episodes", "memory.db"), ("sessions", "memory.db")]: conn = await self._cm.get(db) @@ -53,7 +52,7 @@ async def get_stats(self, user_id: Optional[str] = None) -> dict[str, int]: if t not in self.ALLOWED_TABLES: continue try: - row = await (await conn.execute("SELECT COUNT(*) FROM [%s]" % t)).fetchone() + row = await (await conn.execute(f"SELECT COUNT(*) FROM [{t}]")).fetchone() total += row[0] if row else 0 except Exception: pass diff --git a/features/dashboard.py b/features/dashboard.py index 4efde35d..a99b5834 100644 --- a/features/dashboard.py +++ b/features/dashboard.py @@ -3,7 +3,7 @@ """ from pathlib import Path -from typing import Any, Optional +from typing import Any DASHBOARD_HTML = """ @@ -157,7 +157,7 @@ class Dashboard: - def __init__(self, mm=None, data_dir: Optional[str] = None): + def __init__(self, mm=None, data_dir: str | None = None): self.data_dir = Path(data_dir or str(Path.home() / ".mcp-ariel-memory")) if mm is None: import sys diff --git a/features/import_export.py b/features/import_export.py index 129ba49e..e7358fd8 100644 --- a/features/import_export.py +++ b/features/import_export.py @@ -5,7 +5,7 @@ import json import time from pathlib import Path -from typing import Any, Optional +from typing import Any from shared.connection import AsyncConnectionManager, connection_manager from shared.constants import DB_NAME @@ -13,7 +13,7 @@ class ImportExport: - def __init__(self, cm: Optional["AsyncConnectionManager"] = None): + def __init__(self, cm: "AsyncConnectionManager" | None = None): self._cm = cm or connection_manager self.export_dir = self.base_dir / "exports" self.export_dir.mkdir(parents=True, exist_ok=True) @@ -59,7 +59,7 @@ async def export_user(self, user_id: str) -> str: filepath.write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding="utf-8") return str(filepath) - async def import_user(self, filepath: str, target_user_id: Optional[str] = None) -> dict[str, int]: + async def import_user(self, filepath: str, target_user_id: str | None = None) -> dict[str, int]: safe_resolve(self.export_dir, filepath) # raises ValueError if traversal data = json.loads(Path(filepath).read_text(encoding="utf-8")) user_id = target_user_id or data.get("user_id", "default") diff --git a/features/rate_limiting.py b/features/rate_limiting.py index 8031d55c..8c889a72 100644 --- a/features/rate_limiting.py +++ b/features/rate_limiting.py @@ -4,7 +4,7 @@ import threading import time -from typing import Any, Optional +from typing import Any from config import config from shared.connection import AsyncConnectionManager, connection_manager @@ -12,7 +12,7 @@ class RateLimiter: - def __init__(self, cm: Optional["AsyncConnectionManager"] = None): + def __init__(self, cm: "AsyncConnectionManager" | None = None): self._cm = cm or connection_manager self._max_per_user = config.get("security", "rate_limit_per_user") or 100 self._window_seconds = 60 @@ -76,7 +76,7 @@ async def cleanup_old(self) -> int: class ConnectionLimiter: """Async WebSocket/SSE connection limiter (in-memory).""" - def __init__(self, max_connections_per_user: Optional[int] = None, max_total: Optional[int] = None): + def __init__(self, max_connections_per_user: int | None = None, max_total: int | None = None): self._max_per_user = max_connections_per_user or config.get("security", "max_ws_per_user") or 5 self._max_total = max_total or config.get("security", "max_ws_total") or 100 self._connections: dict[str, set[str]] = {} diff --git a/graph/epistemic.py b/graph/epistemic.py index a9d88bd1..21fa4462 100644 --- a/graph/epistemic.py +++ b/graph/epistemic.py @@ -6,10 +6,11 @@ import logging import time from dataclasses import dataclass -from typing import Any, Optional +from typing import Any from shared.connection import connection_manager from shared.constants import DB_NAME +import contextlib logger = logging.getLogger(__name__) @@ -99,12 +100,10 @@ async def init_db(self): """, ) # Migration: add layer column if missing - try: + with contextlib.suppress(Exception): await self._cm.execute_script(DB_NAME, "ALTER TABLE epi_nodes ADD COLUMN layer TEXT NOT NULL DEFAULT 'user'") - except Exception: - pass - async def add_node(self, user_id: str, content: str, node_type: str, tags: Optional[list[str]] = None, confidence: float = 0.5) -> int: + async def add_node(self, user_id: str, content: str, node_type: str, tags: list[str] | None = None, confidence: float = 0.5) -> int: if tags: known = {**USER_TAGS, **AGENT_TAGS} for tag in tags: @@ -183,7 +182,7 @@ async def get_neighbors(self, node_id: int, depth: int = 1) -> list[dict[str, An for r in rows ] - async def find_path(self, source_id: int, target_id: int, max_depth: Optional[int] = None) -> list[dict[str, Any]]: + async def find_path(self, source_id: int, target_id: int, max_depth: int | None = None) -> list[dict[str, Any]]: if max_depth is None: try: from config import config @@ -207,7 +206,7 @@ async def find_path(self, source_id: int, target_id: int, max_depth: Optional[in rows = await cur.fetchall() return [{"target": r[0], "relation": r[1], "weight": r[2], "depth": r[3]} for r in rows] - async def count_nodes(self, user_id: Optional[str] = None) -> int: + async def count_nodes(self, user_id: str | None = None) -> int: conn = await self._cm.get(DB_NAME) if user_id: cur = await conn.execute("SELECT COUNT(*) FROM epi_nodes WHERE layer=? AND user_id=?", (self.layer, user_id)) diff --git a/graph/temporal.py b/graph/temporal.py index d1f77235..7653c8d1 100644 --- a/graph/temporal.py +++ b/graph/temporal.py @@ -4,7 +4,7 @@ import time from dataclasses import dataclass -from typing import Any, Optional +from typing import Any from shared.connection import connection_manager from shared.constants import DB_NAME @@ -51,7 +51,7 @@ async def init_db(self): """, ) - async def add_event(self, user_id: str, event_type: str, content: str, importance: float = 0.5, metadata: Optional[dict] = None) -> int: + async def add_event(self, user_id: str, event_type: str, content: str, importance: float = 0.5, metadata: dict | None = None) -> int: import json conn = await self._cm.get(DB_NAME) @@ -124,7 +124,7 @@ async def get_causal_chain(self, event_id: int, direction: str = "forward", limi rows = await cur.fetchall() return [{"event_id": r[0], "type": r[1], "content": r[2], "timestamp": r[3]} for r in rows] - async def count_events(self, user_id: Optional[str] = None) -> int: + async def count_events(self, user_id: str | None = None) -> int: conn = await self._cm.get(DB_NAME) if user_id: cur = await conn.execute("SELECT COUNT(*) FROM temporal_events WHERE user_id=?", (user_id,)) diff --git a/hooks/registry.py b/hooks/registry.py index aa95d25f..24bc780f 100644 --- a/hooks/registry.py +++ b/hooks/registry.py @@ -1,7 +1,7 @@ """ Hook Registry - central dispatch for all hooks -Handlers receive (context, mem) where mem is Optional[MemoryManager]. +Handlers receive (context, mem) where mem is MemoryManager | None. Each handler is registered with a layer (user/agent/both). Only handlers matching the current layer are fired. """ @@ -52,9 +52,8 @@ async def fire(self, hook_name: str, layer: str, context: dict[str, Any], mem=No known_user = _discover_hook_names(UserHooks) known_agent = _discover_hook_names(AgentHooks) - if hook_name in known_user or hook_name in known_agent: - if not config.is_hook_enabled(layer, hook_name): - return {"skipped": True, "reason": "hook_disabled"} + if (hook_name in known_user or hook_name in known_agent) and not config.is_hook_enabled(layer, hook_name): + return {"skipped": True, "reason": "hook_disabled"} handlers = self._hooks.get(hook_name, []) if not handlers: @@ -77,7 +76,7 @@ async def fire(self, hook_name: str, layer: str, context: dict[str, Any], mem=No result = await result results.append(result) except Exception as e: - logger.error("Hook %s failed: %s" % (hook_name, e)) + logger.error(f"Hook {hook_name} failed: {e}") results.append({"error": str(e)}) return {"results": results, "handler_count": len(results)} diff --git a/hooks/shared.py b/hooks/shared.py index 69fe310a..35656353 100644 --- a/hooks/shared.py +++ b/hooks/shared.py @@ -49,10 +49,7 @@ def conflict_resolver(ctx: dict[str, Any], user_id: str) -> dict[str, Any]: def auto_context(ctx: dict[str, Any], user_id: str, layer: str | None = None) -> dict[str, Any]: query = ctx.get("query", "") - if layer is not None: - router = RetrievalRouter(layer=layer, user_id=user_id) - else: - router = RetrievalRouter(user_id=user_id) + router = RetrievalRouter(layer=layer, user_id=user_id) if layer is not None else RetrievalRouter(user_id=user_id) result = run_async(router.route(query)) return {"context": result.context, "strategy": result.strategy.value} @@ -64,10 +61,7 @@ def retrieval_router( include_count: bool = False, ) -> dict[str, Any]: query = ctx.get("query", "") - if layer is not None: - router = RetrievalRouter(layer=layer, user_id=user_id) - else: - router = RetrievalRouter(user_id=user_id) + router = RetrievalRouter(layer=layer, user_id=user_id) if layer is not None else RetrievalRouter(user_id=user_id) result = run_async(router.route(query)) resp: dict[str, Any] = { "strategy": result.strategy.value, diff --git a/hooks/user_hooks.py b/hooks/user_hooks.py index dae71a9f..203bd4db 100644 --- a/hooks/user_hooks.py +++ b/hooks/user_hooks.py @@ -3,7 +3,7 @@ """ import asyncio -from typing import Any, Optional +from typing import Any from lifecycle.emotion_trigger import EmotionTrigger @@ -75,7 +75,7 @@ def _emotion_trigger(self, ctx: dict[str, Any], mem=None) -> dict[str, Any]: should, reason, weight = self.emotion_trigger.should_save(text) if should and mem: try: - summary = "%s=%s" % (ctx.get("key", "text"), text[:50]) + summary = "{}={}".format(ctx.get("key", "text"), text[:50]) asyncio.run(mem.l3.save(user_id, summary, weight, [reason])) return {"saved_episode": True, "reason": reason, "weight": weight} except Exception: @@ -106,17 +106,14 @@ def _conflict_resolver(self, ctx: dict[str, Any]) -> dict[str, Any]: def _dream_buffer(self, ctx: dict[str, Any]) -> dict[str, Any]: return {"action": "add_to_staging", "content": ctx.get("text", "")} - def _calculate_importance(self, text: str, memory_kind: Optional[str] = None) -> float: + def _calculate_importance(self, text: str, memory_kind: str | None = None) -> float: from shared.memory_types import default_importance if not text: return 0.0 # Start with type-based importance if kind specified - if memory_kind: - score = default_importance(memory_kind) - else: - score = 0.3 + score = default_importance(memory_kind) if memory_kind else 0.3 # Length heuristics if len(text) > 15: diff --git a/lifecycle/consolidation.py b/lifecycle/consolidation.py index 157b000c..ac15f45f 100644 --- a/lifecycle/consolidation.py +++ b/lifecycle/consolidation.py @@ -3,7 +3,7 @@ Type-aware promotion with memory_kind support. """ -from typing import Any, Optional +from typing import Any from shared.connection import AsyncConnectionManager, connection_manager from shared.constants import DB_NAME @@ -11,7 +11,7 @@ class ConsolidationEngine: - def __init__(self, cm: Optional[AsyncConnectionManager] = None): + def __init__(self, cm: AsyncConnectionManager | None = None): self._cm = cm or connection_manager async def consolidate_staging( @@ -45,7 +45,7 @@ async def consolidate_staging( skipped += 1 continue - key = "staging_%s" % content[:30].replace(" ", "_").lower() + key = "staging_{}".format(content[:30].replace(" ", "_").lower()) await cm.save( user_id, key, @@ -61,7 +61,7 @@ async def consolidate_staging( async def consolidate_episodes( self, user_id: str, - episodic_db: Optional[str] = None, + episodic_db: str | None = None, min_weight: float = 0.7, ) -> int: from core.memory import CoreMemory @@ -83,7 +83,7 @@ async def consolidate_episodes( summary = row["summary"] weight = row["emotional_weight"] kind = row["memory_kind"] or "fact" - key = "ep_%s" % summary[:30].replace(" ", "_").lower() + key = "ep_{}".format(summary[:30].replace(" ", "_").lower()) await cm.save(user_id, key, summary[:200], importance=weight, memory_kind=kind, source="episode_promotion") consolidated += 1 return consolidated diff --git a/lifecycle/emotion_trigger.py b/lifecycle/emotion_trigger.py index 90b8b5f2..12f3e8d2 100644 --- a/lifecycle/emotion_trigger.py +++ b/lifecycle/emotion_trigger.py @@ -4,7 +4,6 @@ """ import re -from typing import Optional EMOTION_MARKERS = { "love": [ @@ -155,7 +154,7 @@ class EmotionTrigger: - def should_save(self, message: str, emotional_state: Optional[dict] = None, state_delta: Optional[dict] = None) -> tuple[bool, str, float]: + def should_save(self, message: str, emotional_state: dict | None = None, state_delta: dict | None = None) -> tuple[bool, str, float]: msg_lower = message.lower() result = self._check_phrase_patterns(msg_lower) @@ -213,13 +212,12 @@ def _check_emoji(self, message: str) -> tuple[bool, str, float] | None: return True, f"emotion_{emotion}", weight return None - def _check_emotional_state(self, emotional_state: Optional[dict]) -> tuple[bool, str, float] | None: - if emotional_state: - if emotional_state.get("joy", 0) > 0.8 or emotional_state.get("interest", 0) > 0.8: - return True, "high_emotion", 0.6 + def _check_emotional_state(self, emotional_state: dict | None) -> tuple[bool, str, float] | None: + if emotional_state and (emotional_state.get("joy", 0) > 0.8 or emotional_state.get("interest", 0) > 0.8): + return True, "high_emotion", 0.6 return None - def _check_state_shift(self, state_delta: Optional[dict]) -> tuple[bool, str, float] | None: + def _check_state_shift(self, state_delta: dict | None) -> tuple[bool, str, float] | None: if state_delta: for key, delta in state_delta.items(): if abs(delta) > STATE_SHIFT_THRESHOLD: diff --git a/lifecycle/forgetting.py b/lifecycle/forgetting.py index eec5f731..13855509 100644 --- a/lifecycle/forgetting.py +++ b/lifecycle/forgetting.py @@ -5,7 +5,6 @@ import logging import time from pathlib import Path -from typing import Optional from config import config from shared.connection import AsyncConnectionManager, connection_manager @@ -22,7 +21,7 @@ class ForgettingSystem: - def __init__(self, cm: Optional[AsyncConnectionManager] = None, layer: str = "user"): + def __init__(self, cm: AsyncConnectionManager | None = None, layer: str = "user"): self._cm = cm or connection_manager self.layer = layer self.decay_rate = config.get_forgetting("decay_rate") or 0.01 @@ -63,7 +62,7 @@ async def decay_importance(self) -> int: logger.info("Decayed %d entries" % len(updates)) return len(updates) except Exception as e: - logger.error("Decay failed: %s" % e) + logger.error(f"Decay failed: {e}") return 0 async def archive_old_entries(self) -> int: @@ -108,7 +107,7 @@ async def archive_old_entries(self) -> int: for r in all_rows: await am.archive( user_id=r["user_id"], - content="%s=%s" % (r["key"], r["value"]), + content="{}={}".format(r["key"], r["value"]), memory_type=r["memory_kind"] or "fact", importance=r["importance"], original_id=r["entry_id"], @@ -118,12 +117,12 @@ async def archive_old_entries(self) -> int: ids = [r["entry_id"] for r in all_rows] placeholders = ",".join(["?"] * len(ids)) - await conn.execute("DELETE FROM core_memory WHERE entry_id IN (%s)" % placeholders, ids) + await conn.execute(f"DELETE FROM core_memory WHERE entry_id IN ({placeholders})", ids) await conn.commit() logger.info("Archived %d entries" % archived_count) return archived_count except Exception as e: - logger.error("Archive failed: %s" % e) + logger.error(f"Archive failed: {e}") return 0 async def compress_duplicates(self) -> int: @@ -144,7 +143,7 @@ async def compress_duplicates(self) -> int: await conn.commit() return removed except Exception as e: - logger.error("Compression failed: %s" % e) + logger.error(f"Compression failed: {e}") return 0 async def cleanup(self) -> dict[str, int]: diff --git a/lifecycle/importance_scheduler.py b/lifecycle/importance_scheduler.py index e44651e2..8db26979 100644 --- a/lifecycle/importance_scheduler.py +++ b/lifecycle/importance_scheduler.py @@ -18,7 +18,6 @@ import threading import time from dataclasses import dataclass -from typing import Optional from shared.connection import connection_manager from shared.importance import ImportanceScorer @@ -38,13 +37,13 @@ class SchedulerConfig: class ImportanceScheduler: def __init__( self, - scorer: Optional[ImportanceScorer] = None, - scheduler_config: Optional[SchedulerConfig] = None, + scorer: ImportanceScorer | None = None, + scheduler_config: SchedulerConfig | None = None, ): self.scorer = scorer or ImportanceScorer() self.cfg = scheduler_config or SchedulerConfig() self._stop_event = threading.Event() - self._thread: Optional[threading.Thread] = None + self._thread: threading.Thread | None = None def start(self) -> None: if not self.cfg.enabled or self._thread is not None: diff --git a/mcp_server/registry.py b/mcp_server/registry.py index c1843c59..ebdf13cc 100644 --- a/mcp_server/registry.py +++ b/mcp_server/registry.py @@ -4,14 +4,14 @@ """ from collections.abc import Callable -from typing import Any, Optional +from typing import Any from mcp.server.fastmcp import Context _tools: dict[str, Callable] = {} -def _get_ctx(ctx: Optional[Context]) -> Any: +def _get_ctx(ctx: Context | None) -> Any: """Extract AppContext from FastMCP lifespan context.""" if ctx is None: raise ValueError("Context is required but was None") diff --git a/mcp_server/server.py b/mcp_server/server.py index cb76164f..453e594f 100644 --- a/mcp_server/server.py +++ b/mcp_server/server.py @@ -4,7 +4,7 @@ import os import sys import time as _time -from contextlib import asynccontextmanager +from contextlib import asynccontextmanager, suppress from pathlib import Path from mcp.server.fastmcp import FastMCP @@ -70,7 +70,7 @@ async def lifespan(server: FastMCP): result = await migration_manager.migrate() import logging - logging.getLogger(__name__).info("Migrations: %s" % result) + logging.getLogger(__name__).info(f"Migrations: {result}") await asyncio.to_thread(read_only_replica.sync) @@ -104,10 +104,8 @@ async def _periodic_tasks(): yield ctx finally: periodic_task.cancel() - try: + with suppress(asyncio.CancelledError): await periodic_task - except asyncio.CancelledError: - pass importance_scheduler.stop() backup_cron.stop() @@ -408,7 +406,7 @@ class WSConnectionMiddleware(BaseHTTPMiddleware): async def dispatch(self, request, call_next): if request.url.path == "/mcp" and request.headers.get("upgrade", "").lower() == "websocket": user = request.headers.get("X-User-ID", request.client.host if request.client else "unknown") - conn_id = "%s_%s" % (user, int(time.time() * 1000)) + conn_id = f"{user}_{int(time.time() * 1000)}" acquired = ws_limiter.acquire(user, conn_id) if not acquired["allowed"]: from starlette.responses import JSONResponse diff --git a/mcp_server/tools_layer.py b/mcp_server/tools_layer.py index 08035eec..5615b4b5 100644 --- a/mcp_server/tools_layer.py +++ b/mcp_server/tools_layer.py @@ -9,7 +9,7 @@ import logging import re import time -from typing import Any, Optional +from typing import Any from mcp.server.fastmcp import Context @@ -206,7 +206,7 @@ async def memory_remember( value: str = "", importance: float = 0.5, session_id: str = "", - ctx: Optional[Context] = None, + ctx: Context | None = None, ) -> dict: """Save a fact to long-term memory (L4 CoreMemory). @@ -296,7 +296,7 @@ async def memory_recall( user_id: str = "default", query: str = "", limit: int = 10, - ctx: Optional[Context] = None, + ctx: Context | None = None, ) -> dict: """Search memory across L3 (episodes) and L4 (facts). @@ -329,7 +329,7 @@ async def memory_forget( layer: str = "user", user_id: str = "default", key: str = "", - ctx: Optional[Context] = None, + ctx: Context | None = None, ) -> dict: """Delete a fact from L4 memory. @@ -355,7 +355,7 @@ async def memory_forget( async def memory_session_start( layer: str = "user", user_id: str = "default", - ctx: Optional[Context] = None, + ctx: Context | None = None, ) -> dict: """Start a new memory session. @@ -384,7 +384,7 @@ async def memory_session_end( user_id: str = "default", session_id: str = "", summary: str = "", - ctx: Optional[Context] = None, + ctx: Context | None = None, ) -> dict: """End a session and save summary. @@ -417,7 +417,7 @@ async def memory_episode_save( summary: str = "", weight: float = 0.5, tags: list[str] | None = None, - ctx: Optional[Context] = None, + ctx: Context | None = None, ) -> dict: """Save an episode to L3 episodic memory. @@ -453,7 +453,7 @@ async def memory_episode_recall( user_id: str = "default", tag: str = "", limit: int = 10, - ctx: Optional[Context] = None, + ctx: Context | None = None, ) -> dict: """Recall episodes, optionally filtered by tag. @@ -484,7 +484,7 @@ async def memory_graph_add( content: str = "", node_type: str = "fact", tags: list[str] | None = None, - ctx: Optional[Context] = None, + ctx: Context | None = None, ) -> dict: """Add a node to the epistemic graph. @@ -527,7 +527,7 @@ async def memory_graph_query( tag: str = "", node_type: str = "", limit: int = 20, - ctx: Optional[Context] = None, + ctx: Context | None = None, ) -> dict: """Query the epistemic graph by tag or node type. @@ -559,7 +559,7 @@ async def memory_session_list( layer: str = "user", user_id: str = "default", limit: int = 10, - ctx: Optional[Context] = None, + ctx: Context | None = None, ) -> dict: """List recent memory sessions. @@ -592,7 +592,7 @@ async def memory_episode_list( user_id: str = "default", limit: int = 10, offset: int = 0, - ctx: Optional[Context] = None, + ctx: Context | None = None, ) -> dict: """List episodes from L3 episodic memory. @@ -617,7 +617,7 @@ async def memory_episode_get( layer: str = "user", user_id: str = "default", episode_id: int = 0, - ctx: Optional[Context] = None, + ctx: Context | None = None, ) -> dict: """Get a single episode by ID. @@ -652,7 +652,7 @@ async def memory_graph_nodes( user_id: str = "default", node_type: str = "", limit: int = 20, - ctx: Optional[Context] = None, + ctx: Context | None = None, ) -> dict: """List nodes from the epistemic graph. @@ -685,7 +685,7 @@ async def memory_graph_edges( user_id: str = "", node_id: int = 0, limit: int = 20, - ctx: Optional[Context] = None, + ctx: Context | None = None, ) -> dict: """List edges from the epistemic graph. @@ -740,7 +740,7 @@ async def memory_graph_edges( async def memory_stats( layer: str = "user", user_id: str = "default", - ctx: Optional[Context] = None, + ctx: Context | None = None, ) -> dict: """Get memory statistics for a layer. @@ -769,7 +769,7 @@ async def memory_stats( async def memory_context( layer: str = "user", user_id: str = "default", - ctx: Optional[Context] = None, + ctx: Context | None = None, ) -> dict: """Return compressed context summary for prompt injection (L4 top-10 + L3 top-3 + recent + wiki). @@ -790,16 +790,16 @@ async def memory_context( wiki = _get_wiki(app, layer) l4_facts = await mem.l4.get_all(user_id, 10) - facts_text = "; ".join(["%s=%s" % (f.key, f.value[:30]) for f in l4_facts]) + facts_text = "; ".join([f"{f.key}={f.value[:30]}" for f in l4_facts]) l3_episodes = await mem.l3.get_episodes(user_id, 3) - episodes_text = "; ".join(["%s" % e.summary[:50] for e in l3_episodes]) + episodes_text = "; ".join([f"{e.summary[:50]}" for e in l3_episodes]) l1_recent = mem.l1.get_recent(5) - recent_text = "; ".join(["%s: %s" % (r.role, r.content[:50]) for r in l1_recent]) + recent_text = "; ".join([f"{r.role}: {r.content[:50]}" for r in l1_recent]) wiki_entries = await wiki.list_all(3) - wiki_text = "; ".join(["[%s] %s" % (w.wiki_type, w.title) for w in wiki_entries]) + wiki_text = "; ".join([f"[{w.wiki_type}] {w.title}" for w in wiki_entries]) # Lost-in-the-Middle prevention: L4 at start+end, L2/L1 in middle context_parts = [] @@ -828,7 +828,7 @@ async def memory_context( async def memory_context_inject( layer: str = "user", user_id: str = "default", - ctx: Optional[Context] = None, + ctx: Context | None = None, ) -> dict: """Return compressed summary for prompt injection (L4 top-10 + L3 top-3). @@ -854,16 +854,16 @@ async def memory_context_inject( await _fire_hook("wiki_agent", layer, {"user_id": user_id, "query": "context_inject"}) l4_facts = await mem.l4.get_all(user_id, 10) - facts_text = "; ".join(["%s=%s" % (f.key, f.value[:30]) for f in l4_facts]) + facts_text = "; ".join([f"{f.key}={f.value[:30]}" for f in l4_facts]) l3_episodes = await mem.l3.get_episodes(user_id, 3) - episodes_text = "; ".join(["%s" % e.summary[:50] for e in l3_episodes]) + episodes_text = "; ".join([f"{e.summary[:50]}" for e in l3_episodes]) l1_recent = mem.l1.get_recent(5) - recent_text = "; ".join(["%s: %s" % (r.role, r.content[:50]) for r in l1_recent]) + recent_text = "; ".join([f"{r.role}: {r.content[:50]}" for r in l1_recent]) wiki_entries = await wiki.list_all(3) - wiki_text = "; ".join(["[%s] %s" % (w.wiki_type, w.title) for w in wiki_entries]) + wiki_text = "; ".join([f"[{w.wiki_type}] {w.title}" for w in wiki_entries]) # Lost-in-the-Middle prevention: L4 at start+end, L2/L1 in middle # LLMs remember first and last items best, middle is forgotten diff --git a/mcp_server/tools_ops.py b/mcp_server/tools_ops.py index fb642419..39d98cbb 100644 --- a/mcp_server/tools_ops.py +++ b/mcp_server/tools_ops.py @@ -6,7 +6,7 @@ import asyncio import time from pathlib import Path -from typing import Any, Optional +from typing import Any from mcp.server.fastmcp import Context @@ -29,7 +29,7 @@ async def memory_api_key( user_id: str = "default", label: str = "", api_key: str = "", - ctx: Optional[Context] = None, + ctx: Context | None = None, ) -> dict: """Manage API keys. @@ -57,7 +57,7 @@ async def memory_api_key( async def memory_backup( action: str = "status", backup_name: str = "", - ctx: Optional[Context] = None, + ctx: Context | None = None, ) -> dict: """Manage backups. @@ -86,7 +86,7 @@ async def memory_backup( async def memory_saga( action: str = "consolidate", user_id: str = "default", - ctx: Optional[Context] = None, + ctx: Context | None = None, ) -> dict: """Run sagas with auto-rollback on failure. @@ -117,7 +117,7 @@ async def memory_data( user_id: str = "default", file_path: str = "", target_user_id: str = "", - ctx: Optional[Context] = None, + ctx: Context | None = None, ) -> dict: """Import/export memory data. @@ -142,7 +142,7 @@ async def memory_data( async def memory_sync_replica( - ctx: Optional[Context] = None, + ctx: Context | None = None, ) -> dict: """Sync read-only replica for dashboard/metrics.""" metrics.inc("tool_calls") @@ -156,7 +156,7 @@ async def memory_sync_replica( async def memory_cleanup( user_id: str = "default", retention_days: int = 30, - ctx: Optional[Context] = None, + ctx: Context | None = None, ) -> dict: """Full memory cleanup: deduplicate, archive, clean staging. @@ -201,7 +201,7 @@ async def memory_cleanup( async def memory_lucidity_purge( user_id: str = "default", hours: int = 24, - ctx: Optional[Context] = None, + ctx: Context | None = None, ) -> dict: """Emergency purge: delete all data from the last N hours. @@ -285,7 +285,7 @@ async def memory_search( limit: int = 10, strategy: str = "hybrid", sources: str = "all", - ctx: Optional[Context] = None, + ctx: Context | None = None, ) -> dict: """Hybrid search across RAG + Wiki with strategy selection. diff --git a/mcp_server/utils/circuit_breaker.py b/mcp_server/utils/circuit_breaker.py index 09127862..901ec3f1 100644 --- a/mcp_server/utils/circuit_breaker.py +++ b/mcp_server/utils/circuit_breaker.py @@ -24,7 +24,7 @@ import logging import time from enum import Enum -from typing import Callable, Optional +from collections.abc import Callable logger = logging.getLogger(__name__) @@ -43,7 +43,7 @@ def __init__( threshold: int = 3, recovery_timeout: float = 30.0, name: str = "default", - on_state_change: Optional[Callable] = None, + on_state_change: Callable | None = None, ): self.threshold = threshold self.recovery_timeout = recovery_timeout @@ -64,9 +64,8 @@ def __init__( @property def state(self) -> CircuitState: - if self._state == CircuitState.OPEN: - if time.time() - self._opened_at > self.recovery_timeout: - self._transition_to(CircuitState.HALF_OPEN) + if self._state == CircuitState.OPEN and time.time() - self._opened_at > self.recovery_timeout: + self._transition_to(CircuitState.HALF_OPEN) return self._state @property @@ -93,10 +92,7 @@ def record_failure(self): self._failures += 1 self._last_failure_at = time.time() - if self._state == CircuitState.HALF_OPEN: - self._transition_to(CircuitState.OPEN) - self._opened_at = time.time() - elif self._failures >= self.threshold: + if self._state == CircuitState.HALF_OPEN or self._failures >= self.threshold: self._transition_to(CircuitState.OPEN) self._opened_at = time.time() @@ -146,7 +142,7 @@ class CircuitBreakerRegistry: def __init__(self): self._breakers: dict[str, CircuitBreaker] = {} - def get(self, name: str, threshold: int = 3, recovery_timeout: float = 30.0, on_state_change: Optional[Callable] = None) -> CircuitBreaker: + def get(self, name: str, threshold: int = 3, recovery_timeout: float = 30.0, on_state_change: Callable | None = None) -> CircuitBreaker: if name not in self._breakers: self._breakers[name] = CircuitBreaker( threshold=threshold, diff --git a/mcp_server/utils/privacy.py b/mcp_server/utils/privacy.py index 930d3691..b9b4210c 100644 --- a/mcp_server/utils/privacy.py +++ b/mcp_server/utils/privacy.py @@ -1,7 +1,7 @@ import re -from typing import List, Pattern +from re import Pattern -_CREDENTIAL_PATTERNS: List[Pattern] = [ +_CREDENTIAL_PATTERNS: list[Pattern] = [ re.compile(r"\b(sk-[A-Za-z0-9]{20,})\b"), re.compile(r"\b(sk-ant-[A-Za-z0-9-]{20,})\b"), re.compile(r"\b(ghp_[A-Za-z0-9]{36})\b"), @@ -34,10 +34,7 @@ def strip_secrets(text: str, replacement: str = "[REDACTED]") -> str: def has_secrets(text: str) -> bool: if not text: return False - for pattern in _CREDENTIAL_PATTERNS: - if pattern.search(text): - return True - return False + return any(pattern.search(text) for pattern in _CREDENTIAL_PATTERNS) def get_redacted_preview(text: str, max_length: int = 100) -> str: diff --git a/rag/conflict.py b/rag/conflict.py index 0fca75b7..4c45cb9a 100644 --- a/rag/conflict.py +++ b/rag/conflict.py @@ -92,9 +92,9 @@ async def check(self, user_id: str, new_content: str, min_similarity: float = 0. return {"content": new_content, "is_conflict": False} like_conditions = " OR ".join(["content LIKE ?" for _ in keywords]) - like_params = ["%%%s%%" % kw for kw in keywords] + like_params = [f"%{kw}%" for kw in keywords] cur = await conn.execute( - "SELECT id, content, is_conflict, conflict_group_id FROM memory_conflicts WHERE user_id=? AND (%s) LIMIT 5" % like_conditions, + f"SELECT id, content, is_conflict, conflict_group_id FROM memory_conflicts WHERE user_id=? AND ({like_conditions}) LIMIT 5", (user_id, *like_params), ) rows = await cur.fetchall() diff --git a/rag/engine.py b/rag/engine.py index 84db62ed..7c9bf7ca 100644 --- a/rag/engine.py +++ b/rag/engine.py @@ -6,10 +6,11 @@ import hashlib import logging from pathlib import Path -from typing import Any, Literal, Optional, cast +from typing import Any, Literal, cast from shared.connection import AsyncConnectionManager, connection_manager from shared.constants import DB_NAME +import contextlib logger = logging.getLogger(__name__) @@ -30,7 +31,7 @@ def __init__( layer: str = "user", binary_dim: int = 384, binary_threshold_mode: str = "naive", - binary_thresholds_path: Optional[str] = None, + binary_thresholds_path: str | None = None, thresholds=None, search_strategy: StrategyT = "fts", ): @@ -122,13 +123,11 @@ async def init_db(self): """, ) if self._fts_available: - try: + with contextlib.suppress(Exception): await self._cm.execute_script( DB_NAME, "CREATE VIRTUAL TABLE IF NOT EXISTS rag_fts USING fts5(title, content, wiki_type, content=rag_pages, content_rowid=id)", ) - except Exception: - pass async def _ingest_single_file(self, conn, page_id: int, content: str) -> int: from rag.chunking import chunk_text @@ -136,7 +135,7 @@ async def _ingest_single_file(self, conn, page_id: int, content: str) -> int: chunks = chunk_text(content) embeddings = await embed_texts(chunks) - for i, (chunk, emb) in enumerate(zip(chunks, embeddings)): + for i, (chunk, emb) in enumerate(zip(chunks, embeddings, strict=False)): bin_blob = self._binary_for(emb) if emb and len(emb) > 0 and _HAS_BINARY else None await conn.execute( "INSERT INTO rag_chunks (page_id, chunk_index, content, bin_embedding) VALUES (?, ?, ?, ?)", @@ -145,7 +144,7 @@ async def _ingest_single_file(self, conn, page_id: int, content: str) -> int: return len(chunks) async def _insert_page( - self, conn, title: str, content: str, user_id: str, page_hash: str, wiki_type: Optional[str] = None, path: str = "" + self, conn, title: str, content: str, user_id: str, page_hash: str, wiki_type: str | None = None, path: str = "" ) -> int | None: cur = await conn.execute("SELECT id FROM rag_pages WHERE sha256_hash = ? AND user_id = ?", (page_hash, user_id)) existing = await cur.fetchone() @@ -159,37 +158,35 @@ async def _insert_page( page_id = cursor.lastrowid if self._fts_available: - try: + with contextlib.suppress(Exception): await conn.execute( "INSERT INTO rag_fts(rowid, title, content, wiki_type) VALUES (?, ?, ?, ?)", (page_id, title, content, wiki_type or ""), ) - except Exception: - pass await self._ingest_single_file(conn, page_id, content) return page_id - async def ingest_file(self, filepath: Path, user_id: str = "default", wiki_type: Optional[str] = None) -> str: + async def ingest_file(self, filepath: Path, user_id: str = "default", wiki_type: str | None = None) -> str: content = filepath.read_text(encoding="utf-8") file_hash = hashlib.sha256(content.encode()).hexdigest() conn = await self._cm.get(DB_NAME) page_id = await self._insert_page(conn, filepath.stem, content, user_id, file_hash, wiki_type, str(filepath)) if page_id is None: - return "[SKIP] %s (already ingested)" % filepath.name + return f"[SKIP] {filepath.name} (already ingested)" await conn.commit() - return "[OK] %s" % filepath.name + return f"[OK] {filepath.name}" async def ingest_text( self, title: str, text: str, user_id: str = "default", - wiki_type: Optional[str] = None, + wiki_type: str | None = None, path: str = "", - relation_to: Optional[int] = None, + relation_to: int | None = None, relation_type: str = "elaborates", ) -> int: text_hash = hashlib.sha256(text.encode()).hexdigest() @@ -210,7 +207,7 @@ async def ingest_text( await conn.commit() return page_id - async def search(self, query: str, user_id: str = "default", strategy: Optional[StrategyT] = None, limit: int = 10) -> list[dict[str, Any]]: + async def search(self, query: str, user_id: str = "default", strategy: StrategyT | None = None, limit: int = 10) -> list[dict[str, Any]]: from rag.search import apply_type_boost, auto_strategy, format_result, materialize_candidates, search_binary, search_fts5, search_rrf strategy = strategy or self.search_strategy @@ -260,7 +257,7 @@ async def add_relation(self, source_id: int, target_id: int, relation_type: str ) await conn.commit() - async def count_pages(self, user_id: Optional[str] = None) -> int: + async def count_pages(self, user_id: str | None = None) -> int: conn = await self._cm.get(DB_NAME) if user_id: row = await (await conn.execute("SELECT COUNT(*) FROM rag_pages WHERE user_id=?", (user_id,))).fetchone() diff --git a/rag/multi_source.py b/rag/multi_source.py index 66abb9cf..ed259dfa 100644 --- a/rag/multi_source.py +++ b/rag/multi_source.py @@ -7,7 +7,7 @@ from __future__ import annotations import logging -from typing import Any, Dict, List +from typing import Any logger = logging.getLogger(__name__) @@ -26,7 +26,7 @@ async def search( include_rag: bool = True, include_wiki: bool = True, strategy: str = "hybrid", - ) -> List[Dict[str, Any]]: + ) -> list[dict[str, Any]]: """Search across RAG and Wiki sources, merge and deduplicate. Args: @@ -37,7 +37,7 @@ async def search( include_wiki: Include Wiki results (default True) strategy: RAG search strategy (fts, mib, hybrid, auto) """ - results: List[Dict[str, Any]] = [] + results: list[dict[str, Any]] = [] if include_rag: try: @@ -67,7 +67,7 @@ async def search( logger.warning("Wiki search failed: %s", e) # Dedup by (title, content_prefix) — RAG + Wiki may store same record twice - dedup: List[Dict[str, Any]] = [] + dedup: list[dict[str, Any]] = [] seen: set[tuple[str, str]] = set() for r in results: key = (r.get("title", ""), (r.get("content") or "")[:200]) diff --git a/rag/quantize.py b/rag/quantize.py index d62ec06e..40865de0 100644 --- a/rag/quantize.py +++ b/rag/quantize.py @@ -7,7 +7,7 @@ from __future__ import annotations -from typing import Callable, Iterable, Optional, Sequence, Tuple +from collections.abc import Callable, Iterable, Sequence try: import numpy as np @@ -95,8 +95,8 @@ def supervised_threshold( def train_supervised_thresholds( - pos_pairs: list[Tuple[Sequence[float], Sequence[float]]], - neg_pairs: list[Tuple[Sequence[float], Sequence[float]]] | None = None, + pos_pairs: list[tuple[Sequence[float], Sequence[float]]], + neg_pairs: list[tuple[Sequence[float], Sequence[float]]] | None = None, emb_fn: Callable | None = None, n_candidates: int = 50, dim: int = DEFAULT_DIM, @@ -150,10 +150,7 @@ def train_supervised_thresholds( best_t, best_score = candidates[0], -1.0 for t in candidates: agree_pos = ((pos_a[:, i] > t) == (pos_b[:, i] > t)).mean() - if len(neg_a) > 0: - agree_neg = 1.0 - ((neg_a[:, i] > t) == (neg_b[:, i] > t)).mean() - else: - agree_neg = 0.5 + agree_neg = 1.0 - ((neg_a[:, i] > t) == (neg_b[:, i] > t)).mean() if len(neg_a) > 0 else 0.5 score = 0.7 * agree_pos + 0.3 * agree_neg if score > best_score: best_score = score @@ -208,7 +205,7 @@ def hamming_to_score(distance: int, dim: int = DEFAULT_DIM) -> float: def binary_batch( embeddings: Sequence[Sequence[float]], - thresholds: Optional[Sequence[float] | float] = None, + thresholds: Sequence[float] | float | None = None, dim: int = DEFAULT_DIM, ) -> list[bytes]: """Vectorized binarization of multiple embeddings.""" diff --git a/rag/router.py b/rag/router.py index 39fc7b46..75df9215 100644 --- a/rag/router.py +++ b/rag/router.py @@ -5,7 +5,7 @@ import re from enum import Enum -from typing import Any, Optional +from typing import Any from .engine import RAGEngine @@ -141,7 +141,7 @@ def _flat_keywords(self, kind: str) -> list[str]: out.extend(v) return [kw.lower() for kw in out] - async def route(self, query: str, recent_context: Optional[list[dict]] = None) -> RouterResult: + async def route(self, query: str, recent_context: list[dict] | None = None) -> RouterResult: q = query.lower() for route in _ROUTE_TABLE: @@ -159,10 +159,10 @@ async def _match_route( self, q_lower: str, query: str, - keyword_kind: Optional[str], + keyword_kind: str | None, strategy: Strategy, confidence: float, - recent_context: Optional[list[dict]], + recent_context: list[dict] | None, ) -> RouterResult | None: """Try to match a single route. Returns RouterResult or None.""" if keyword_kind == "recent": diff --git a/rag/scoring.py b/rag/scoring.py index 4358f2f6..ae8b8a6f 100644 --- a/rag/scoring.py +++ b/rag/scoring.py @@ -8,7 +8,7 @@ import math from dataclasses import dataclass, field -from typing import Any, Dict, Optional +from typing import Any @dataclass @@ -28,17 +28,17 @@ class ScoredCandidate: page_id: int title: str content: str - wiki_type: Optional[str] + wiki_type: str | None rrf_score: float - bin_score: Optional[float] = None - hamming: Optional[int] = None + bin_score: float | None = None + hamming: int | None = None source: str = "" - memory_kind: Optional[str] = None + memory_kind: str | None = None degraded: bool = False novelty: float = 0.0 type_boost: float = 0.0 final_score: float = 0.0 - debug: Dict[str, Any] = field(default_factory=dict) + debug: dict[str, Any] = field(default_factory=dict) @dataclass @@ -46,7 +46,7 @@ class CorpusStats: """Statistics for novelty calculation based on retrieval history.""" total_retrievals: int = 0 - doc_retrieval_counts: Dict[int, int] = field(default_factory=dict) + doc_retrieval_counts: dict[int, int] = field(default_factory=dict) def prior(self, doc_id: int) -> float: """Prior probability that a document has been retrieved before. @@ -69,8 +69,8 @@ class Scorer: def __init__( self, mode: str = "rrf", - weights: Optional[ScoringWeights] = None, - corpus_stats: Optional[CorpusStats] = None, + weights: ScoringWeights | None = None, + corpus_stats: CorpusStats | None = None, ): self.mode = mode self.weights = weights or ScoringWeights() @@ -94,7 +94,7 @@ def _compute_novelty(self, candidate: ScoredCandidate) -> float: surprise = -math.log2(max(prior, 1e-6)) / math.log2(max(self.corpus_stats.total_retrievals, 2)) return min(surprise, 1.0) - def _type_boost(self, wiki_type: Optional[str]) -> float: + def _type_boost(self, wiki_type: str | None) -> float: """Simple type boost based on wiki_type.""" if not wiki_type: return 0.0 diff --git a/shared/archived_memories.py b/shared/archived_memories.py index 7146df44..207e8da8 100644 --- a/shared/archived_memories.py +++ b/shared/archived_memories.py @@ -2,14 +2,14 @@ ArchivedMemories — async archived memory storage """ -from typing import Any, Optional +from typing import Any from shared.connection import AsyncConnectionManager, connection_manager from shared.constants import DB_NAME class ArchivedMemories: - def __init__(self, cm: Optional["AsyncConnectionManager"] = None): + def __init__(self, cm: "AsyncConnectionManager" | None = None): self._cm = cm or connection_manager async def _init_db(self): @@ -31,9 +31,9 @@ async def archive( self, user_id: str, content: str, - memory_type: Optional[str] = None, - importance: Optional[float] = None, - original_id: Optional[int] = None, + memory_type: str | None = None, + importance: float | None = None, + original_id: int | None = None, reason: str = "manual", ) -> int: conn = await self._cm.get(DB_NAME) diff --git a/shared/dream_buffer.py b/shared/dream_buffer.py index a05ea4f1..2c62a648 100644 --- a/shared/dream_buffer.py +++ b/shared/dream_buffer.py @@ -4,14 +4,14 @@ import json import time -from typing import Any, Optional +from typing import Any from shared.connection import AsyncConnectionManager, connection_manager from shared.constants import DB_NAME class DreamBuffer: - def __init__(self, cm: Optional["AsyncConnectionManager"] = None): + def __init__(self, cm: "AsyncConnectionManager" | None = None): self._cm = cm or connection_manager async def _init_db(self): @@ -35,8 +35,8 @@ async def add( session_id: str, content: str, importance: float = 0.5, - event_id: Optional[str] = None, - metadata: Optional[dict] = None, + event_id: str | None = None, + metadata: dict | None = None, ) -> int: conn = await self._cm.get(DB_NAME) cursor = await conn.execute( @@ -46,7 +46,7 @@ async def add( await conn.commit() return cursor.lastrowid - async def get_staging(self, user_id: str = "default", session_id: Optional[str] = None) -> list[dict[str, Any]]: + async def get_staging(self, user_id: str = "default", session_id: str | None = None) -> list[dict[str, Any]]: conn = await self._cm.get(DB_NAME) if session_id: cursor = await conn.execute( @@ -69,7 +69,7 @@ async def get_staging(self, user_id: str = "default", session_id: Optional[str] for r in rows ] - async def clear_staging(self, user_id: str = "default", session_id: Optional[str] = None) -> int: + async def clear_staging(self, user_id: str = "default", session_id: str | None = None) -> int: conn = await self._cm.get(DB_NAME) if session_id: cursor = await conn.execute("DELETE FROM staging_memories WHERE user_id=? AND session_id=?", (user_id, session_id)) diff --git a/shared/embeddings.py b/shared/embeddings.py index b16c654e..f34b13c9 100644 --- a/shared/embeddings.py +++ b/shared/embeddings.py @@ -5,7 +5,6 @@ import hashlib import re import struct -from typing import Optional from shared.connection import AsyncConnectionManager, connection_manager from shared.constants import DB_NAME @@ -15,7 +14,7 @@ _model_name = None -def _get_model(model_name: Optional[str] = None): +def _get_model(model_name: str | None = None): global _model, _model_name target = model_name or DEFAULT_MODEL if _model is None or _model_name != target: @@ -30,7 +29,7 @@ def _get_model(model_name: Optional[str] = None): class EmbeddingCache: - def __init__(self, cm: Optional["AsyncConnectionManager"] = None, model_name: Optional[str] = None): + def __init__(self, cm: "AsyncConnectionManager" | None = None, model_name: str | None = None): self._cm = cm or connection_manager self.model_name = model_name or DEFAULT_MODEL self._dimension = 384 @@ -98,7 +97,7 @@ async def embed(self, texts: list[str]) -> list[list[float]]: if to_compute and model: compute_texts = [t for _, t in to_compute] embeddings = model.encode(compute_texts).tolist() - for (idx, text), emb in zip(to_compute, embeddings): + for (idx, text), emb in zip(to_compute, embeddings, strict=False): results[idx] = emb await self._cache(text, emb) elif to_compute: @@ -128,7 +127,7 @@ async def embed_texts(texts: list[str]) -> list[list[float]]: def similarity(a: list[float], b: list[float]) -> float: import math - dot = sum(x * y for x, y in zip(a, b)) + dot = sum(x * y for x, y in zip(a, b, strict=False)) na = sum(x * x for x in a) ** 0.5 nb = sum(x * x for x in b) ** 0.5 if na == 0 or nb == 0 or not math.isfinite(dot): diff --git a/shared/importance.py b/shared/importance.py index e851f539..8655f1f2 100644 --- a/shared/importance.py +++ b/shared/importance.py @@ -9,7 +9,7 @@ import math import re from dataclasses import dataclass, field -from typing import Dict, Iterable, Optional +from collections.abc import Iterable from shared.memory_types import ( MemoryKind, @@ -156,7 +156,7 @@ class ImportanceSignals: retrieval_signal: float = 0.0 noise_penalty: float = 0.0 - weights: Dict[str, float] = field( + weights: dict[str, float] = field( default_factory=lambda: { "base": 1.0, "length": 0.6, @@ -198,7 +198,7 @@ def __init__( self, technical_keywords_ru: Iterable[str] = _TECH_KEYWORDS_RU, technical_keywords_en: Iterable[str] = _TECH_KEYWORDS_EN, - weights: Optional[Dict[str, float]] = None, + weights: dict[str, float] | None = None, ): self.tech_ru = set(k.lower() for k in technical_keywords_ru) self.tech_en = set(k.lower() for k in technical_keywords_en) @@ -207,7 +207,7 @@ def __init__( def score( self, text: str, - kind: Optional[str | MemoryKind] = None, + kind: str | MemoryKind | None = None, retrieval_count: int = 0, seen_before: bool = False, emotion_weight: float = 0.0, diff --git a/shared/memory_types.py b/shared/memory_types.py index ca592d1e..9d82f99f 100644 --- a/shared/memory_types.py +++ b/shared/memory_types.py @@ -226,9 +226,7 @@ def can_archive( return False if days_since_update < archive_threshold_days: return False - if importance >= archive_min_importance: - return False - return True + return not importance >= archive_min_importance def kind_for_text(text: str) -> MemoryKind: diff --git a/shared/middleware.py b/shared/middleware.py index 18f4c81c..117e3501 100644 --- a/shared/middleware.py +++ b/shared/middleware.py @@ -7,7 +7,7 @@ import time from collections.abc import Callable from dataclasses import dataclass, field -from typing import Any, Optional +from typing import Any logger = logging.getLogger(__name__) @@ -55,7 +55,7 @@ async def process(self, ctx: MiddlewareContext, next: MiddlewareNext) -> Any: if len(user_requests) >= self._max: ctx.blocked = True ctx.block_reason = "Rate limit exceeded (%d/min)" % self._max - logger.warning("Rate limit hit for user %s" % ctx.user_id) + logger.warning(f"Rate limit hit for user {ctx.user_id}") return {"error": ctx.block_reason} user_requests.append(now) @@ -69,12 +69,12 @@ class AuditMiddleware(Middleware): async def process(self, ctx: MiddlewareContext, next: MiddlewareNext) -> Any: ctx.start_time = time.time() - logger.info("Tool call: %s (user=%s)" % (ctx.tool_name, ctx.user_id)) + logger.info(f"Tool call: {ctx.tool_name} (user={ctx.user_id})") result = await next(ctx) elapsed = time.time() - ctx.start_time - logger.info("Tool completed: %s in %.3fs" % (ctx.tool_name, elapsed)) + logger.info(f"Tool completed: {ctx.tool_name} in {elapsed:.3f}s") ctx.metadata["elapsed"] = elapsed return result @@ -89,7 +89,7 @@ def __init__( technical_weight: float = 0.3, question_weight: float = 0.2, scorer=None, - memory_kind_hint: Optional[str] = None, + memory_kind_hint: str | None = None, ): self._min_length = min_length self._threshold = threshold @@ -149,11 +149,10 @@ async def process(self, ctx: MiddlewareContext, next: MiddlewareNext) -> Any: ctx.block_reason = "user_id is required" return {"error": ctx.block_reason} - if ctx.tool_name in ("memory_user_remember", "memory_agent_remember"): - if not ctx.args.get("key"): - ctx.blocked = True - ctx.block_reason = "key is required" - return {"error": ctx.block_reason} + if ctx.tool_name in ("memory_user_remember", "memory_agent_remember") and not ctx.args.get("key"): + ctx.blocked = True + ctx.block_reason = "key is required" + return {"error": ctx.block_reason} return await next(ctx) @@ -169,7 +168,7 @@ def __init__(self, window_seconds: int = 5): async def process(self, ctx: MiddlewareContext, next: MiddlewareNext) -> Any: now = time.time() - key = "%s:%s:%s" % (ctx.user_id, ctx.tool_name, str(sorted(ctx.args.items()))) + key = f"{ctx.user_id}:{ctx.tool_name}:{str(sorted(ctx.args.items()))}" if key in self._recent and now - self._recent[key] < self._window: ctx.metadata["deduped"] = True diff --git a/shared/migrations.py b/shared/migrations.py index f504d55a..ae8323e8 100644 --- a/shared/migrations.py +++ b/shared/migrations.py @@ -10,6 +10,7 @@ from typing import Any from shared.connection import AsyncConnectionManager, connection_manager +import contextlib logger = logging.getLogger(__name__) @@ -271,52 +272,34 @@ async def v5_typed_memory(conn): except sqlite3.OperationalError: pass # Add memory_kind to core_memory - try: + with contextlib.suppress(sqlite3.OperationalError): await conn.execute("ALTER TABLE core_memory ADD COLUMN memory_kind TEXT") - except sqlite3.OperationalError: - pass # Add expires_at, source, metadata to core_memory - try: + with contextlib.suppress(sqlite3.OperationalError): await conn.execute("ALTER TABLE core_memory ADD COLUMN expires_at REAL") - except sqlite3.OperationalError: - pass - try: + with contextlib.suppress(sqlite3.OperationalError): await conn.execute("ALTER TABLE core_memory ADD COLUMN source TEXT DEFAULT 'manual'") - except sqlite3.OperationalError: - pass - try: + with contextlib.suppress(sqlite3.OperationalError): await conn.execute("ALTER TABLE core_memory ADD COLUMN metadata TEXT") - except sqlite3.OperationalError: - pass await conn.execute("CREATE INDEX IF NOT EXISTS idx_core_memory_kind ON core_memory(user_id, memory_kind)") # Add memory_kind to episodes - try: + with contextlib.suppress(sqlite3.OperationalError): await conn.execute("ALTER TABLE episodes ADD COLUMN memory_kind TEXT") - except sqlite3.OperationalError: - pass await conn.execute("CREATE INDEX IF NOT EXISTS idx_episodes_kind ON episodes(user_id, memory_kind)") # Add memory_kind to rag_chunks (for type boost in search) - try: + with contextlib.suppress(sqlite3.OperationalError): await conn.execute("ALTER TABLE rag_chunks ADD COLUMN memory_kind TEXT") - except sqlite3.OperationalError: - pass migrations.append(Migration(5, "typed_memory", v5_typed_memory)) async def v6_core_memory_columns(conn): """Add expires_at, source, metadata columns to core_memory.""" - try: + with contextlib.suppress(sqlite3.OperationalError): await conn.execute("ALTER TABLE core_memory ADD COLUMN expires_at REAL") - except sqlite3.OperationalError: - pass - try: + with contextlib.suppress(sqlite3.OperationalError): await conn.execute("ALTER TABLE core_memory ADD COLUMN source TEXT DEFAULT 'manual'") - except sqlite3.OperationalError: - pass - try: + with contextlib.suppress(sqlite3.OperationalError): await conn.execute("ALTER TABLE core_memory ADD COLUMN metadata TEXT") - except sqlite3.OperationalError: - pass migrations.append(Migration(6, "core_memory_columns", v6_core_memory_columns)) diff --git a/shared/read_only.py b/shared/read_only.py index 836dc583..664c021c 100644 --- a/shared/read_only.py +++ b/shared/read_only.py @@ -8,13 +8,12 @@ import threading import time from pathlib import Path -from typing import Optional logger = logging.getLogger(__name__) class ReadOnlyReplica: - def __init__(self, source_dir: Optional[str] = None, replica_dir: Optional[str] = None): + def __init__(self, source_dir: str | None = None, replica_dir: str | None = None): self.source_dir = Path(source_dir or str(Path.home() / ".mcp-ariel-memory")) self.replica_dir = Path(replica_dir or str(Path.home() / ".mcp-ariel-memory" / "replica")) self.replica_dir.mkdir(parents=True, exist_ok=True) @@ -38,7 +37,7 @@ def sync(self) -> dict[str, int]: src_conn.close() synced[db_file] = 1 except Exception as e: - logger.error("Replica sync failed for %s: %s" % (db_file, e)) + logger.error(f"Replica sync failed for {db_file}: {e}") try: shutil.copy2(src, dst) synced[db_file] = 1 @@ -67,7 +66,7 @@ def _loop(self): self.sync() time.sleep(60) except Exception as e: - logger.error("Replica sync error: %s" % e) + logger.error(f"Replica sync error: {e}") time.sleep(300) def get_conn(self, db_name: str = "memory.db") -> sqlite3.Connection: diff --git a/shared/saga.py b/shared/saga.py index 7900267e..5d88172c 100644 --- a/shared/saga.py +++ b/shared/saga.py @@ -17,6 +17,7 @@ from enum import Enum from pathlib import Path from typing import Any +import contextlib logger = logging.getLogger(__name__) @@ -126,7 +127,7 @@ def _save_state(self): else: state_file.write_text(json.dumps(state, indent=2, default=str), encoding="utf-8") except Exception as e: - logger.error("Failed to save saga state: %s" % e) + logger.error(f"Failed to save saga state: {e}") def _load_state(self, saga_id: str) -> dict | None: """Load state from disk (supports encrypted and legacy plain JSON).""" @@ -144,10 +145,8 @@ def _cleanup_state(self): """Delete state file after completion.""" state_file = SAGA_DIR / (self._saga_id + ".json") if state_file.exists(): - try: + with contextlib.suppress(Exception): state_file.unlink() - except Exception: - pass # ─── Idempotency helpers ─── @@ -214,7 +213,7 @@ async def _record_completed(self, key: str, step_name: str, result: dict) -> Non ) await conn.commit() except Exception as e: - logger.warning("Failed to record idempotency log: %s" % e) + logger.warning(f"Failed to record idempotency log: {e}") # ─── Execute with retry + idempotency ─── @@ -234,7 +233,7 @@ async def _check_idempotency(self, step: SagaStep) -> tuple[bool, str | None]: self._data.update(step.result) self._completed_steps.append(self._current_step) self._save_state() - logger.info("Saga '%s' step '%s' replayed from cache" % (self.name, step.name)) + logger.info(f"Saga '{self.name}' step '{step.name}' replayed from cache") return True, idemp_key return False, idemp_key @@ -273,7 +272,7 @@ async def _execute_step_with_retry(self, step: SagaStep) -> None: if attempt > step.retry_attempts: logger.error("Saga '%s' step '%s' failed after %d retries: %s" % (self.name, step.name, step.retry_attempts, step_exc)) else: - logger.error("Saga '%s' step '%s' failed: %s" % (self.name, step.name, step_exc)) + logger.error(f"Saga '{self.name}' step '{step.name}' failed: {step_exc}") await self._compensate(self._current_step) self._save_state() if step_exc is not None: @@ -288,7 +287,7 @@ async def _record_step(self, step: SagaStep, idemp_key: str | None) -> None: step.status = SagaStatus.COMPLETED self._completed_steps.append(self._current_step) self._save_state() - logger.info("Saga '%s' step '%s' completed" % (self.name, step.name)) + logger.info(f"Saga '{self.name}' step '{step.name}' completed") async def execute(self, initial_data: dict | None = None) -> dict: if not self._saga_id: @@ -300,7 +299,7 @@ async def execute(self, initial_data: dict | None = None) -> dict: self._completed_steps = [] self._save_state() - logger.info("Saga '%s' started (id=%s)" % (self.name, self._saga_id)) + logger.info(f"Saga '{self.name}' started (id={self._saga_id})") try: for i, step in enumerate(self._steps): @@ -317,14 +316,14 @@ async def execute(self, initial_data: dict | None = None) -> dict: self._status = SagaStatus.COMPLETED self._cleanup_state() - logger.info("Saga '%s' completed" % self.name) + logger.info(f"Saga '{self.name}' completed") return self._data except Exception as e: if self._status != SagaStatus.COMPENSATED: self._status = SagaStatus.FAILED self._save_state() - logger.error("Saga '%s' failed: %s" % (self.name, e)) + logger.error(f"Saga '{self.name}' failed: {e}") raise async def _compensate(self, failed_step: int) -> None: @@ -351,9 +350,9 @@ async def _compensate_inner_saga(self, inner: "Saga") -> None: if inner_step.status == SagaStatus.COMPLETED and inner_step.compensation: try: await inner_step.compensation(inner_step.data) - logger.info("Saga '%s' compensated inner step '%s'" % (self.name, inner_step.name)) + logger.info(f"Saga '{self.name}' compensated inner step '{inner_step.name}'") except Exception as e: - logger.error("Saga '%s' inner compensation failed for '%s': %s" % (self.name, inner_step.name, e)) + logger.error(f"Saga '{self.name}' inner compensation failed for '{inner_step.name}': {e}") async def _compensate_step(self, step: SagaStep) -> None: """Run compensation for a single step, logging success or failure.""" @@ -361,9 +360,9 @@ async def _compensate_step(self, step: SagaStep) -> None: return try: await step.compensation(step.data) - logger.info("Saga '%s' compensated step '%s'" % (self.name, step.name)) + logger.info(f"Saga '{self.name}' compensated step '{step.name}'") except Exception as e: - logger.error("Saga '%s' compensation failed for '%s': %s" % (self.name, step.name, e)) + logger.error(f"Saga '{self.name}' compensation failed for '{step.name}': {e}") def get_state(self) -> dict: return { @@ -405,7 +404,7 @@ def _loop(self): self._check_stuck_sagas() time.sleep(self.check_interval) except Exception as e: - logger.error("Saga watchdog error: %s" % e) + logger.error(f"Saga watchdog error: {e}") time.sleep(30) def _check_stuck_sagas(self): @@ -416,10 +415,7 @@ def _check_stuck_sagas(self): for state_file in SAGA_DIR.glob("*.json"): try: blob = state_file.read_bytes() - if _HAS_ENCRYPTION and is_encrypted_blob(state_file): - state = decrypt_json(blob) - else: - state = json.loads(blob.decode("utf-8")) + state = decrypt_json(blob) if _HAS_ENCRYPTION and is_encrypted_blob(state_file) else json.loads(blob.decode("utf-8")) status = state.get("status", "") started_at = state.get("started_at", 0) @@ -437,7 +433,7 @@ def _check_stuck_sagas(self): logger.warning("Saga '%s' marked as STUCK (age=%ds)" % (saga_name, int(age))) except Exception as e: - logger.error("Error checking saga %s: %s" % (state_file.name, e)) + logger.error(f"Error checking saga {state_file.name}: {e}") def get_stuck_sagas(self) -> list[dict[str, Any]]: """Get list of stuck sagas.""" @@ -447,10 +443,7 @@ def get_stuck_sagas(self) -> list[dict[str, Any]]: for state_file in SAGA_DIR.glob("*.json"): try: blob = state_file.read_bytes() - if _HAS_ENCRYPTION and is_encrypted_blob(state_file): - state = decrypt_json(blob) - else: - state = json.loads(blob.decode("utf-8")) + state = decrypt_json(blob) if _HAS_ENCRYPTION and is_encrypted_blob(state_file) else json.loads(blob.decode("utf-8")) if state.get("status") in ("stuck", "failed", "running"): age = time.time() - state.get("started_at", 0) @@ -476,13 +469,10 @@ def recover_saga(self, saga_id: str) -> dict[str, Any] | None: try: blob = state_file.read_bytes() - if _HAS_ENCRYPTION and is_encrypted_blob(state_file): - state = decrypt_json(blob) - else: - state = json.loads(blob.decode("utf-8")) + state = decrypt_json(blob) if _HAS_ENCRYPTION and is_encrypted_blob(state_file) else json.loads(blob.decode("utf-8")) if state.get("status") != "stuck": - return {"error": "Saga is not stuck, status: %s" % state.get("status")} + return {"error": "Saga is not stuck, status: {}".format(state.get("status"))} state["status"] = "manual_review_required" state["recovered_at"] = time.time() @@ -504,10 +494,7 @@ def cleanup_completed(self) -> int: for state_file in SAGA_DIR.glob("*.json"): try: blob = state_file.read_bytes() - if _HAS_ENCRYPTION and is_encrypted_blob(state_file): - state = decrypt_json(blob) - else: - state = json.loads(blob.decode("utf-8")) + state = decrypt_json(blob) if _HAS_ENCRYPTION and is_encrypted_blob(state_file) else json.loads(blob.decode("utf-8")) if state.get("status") in ("completed", "compensated", "stuck", "failed", "manual_review_required"): if state.get("started_at", 0) < cutoff: @@ -553,7 +540,7 @@ async def _consolidation_promote(data: dict) -> dict: promoted = 0 for item in items: content = item.get("content", "") - key = "auto_%s" % content[:20].replace(" ", "_").lower() + key = "auto_{}".format(content[:20].replace(" ", "_").lower()) await mm.user_memory(user_id).remember(key, content, item.get("importance", 0.5)) promoted += 1 return {"promoted": promoted} @@ -567,15 +554,13 @@ async def _consolidation_compensate(data: dict) -> None: items = data.get("important_items", []) + data.get("staging_items", []) for item in items: content = item.get("content", "") - key = "auto_%s" % content[:20].replace(" ", "_").lower() - try: + key = "auto_{}".format(content[:20].replace(" ", "_").lower()) + with contextlib.suppress(Exception): await mm.user_memory(user_id).forget(key) - except Exception: - pass def create_consolidation_saga(user_id: str, mm=None) -> Saga: - saga = Saga("consolidation_%s" % user_id) + saga = Saga(f"consolidation_{user_id}") saga.add_step("gather", _consolidation_gather, _consolidation_compensate) saga.add_step("distill", _consolidation_distill, _consolidation_compensate) saga.add_step("promote", _consolidation_promote, _consolidation_compensate) diff --git a/shared/saga_crypto.py b/shared/saga_crypto.py index 7502142a..27667421 100644 --- a/shared/saga_crypto.py +++ b/shared/saga_crypto.py @@ -11,6 +11,7 @@ from pathlib import Path from features.secrets import decrypt_json, encrypt_json, is_encrypted_blob +import contextlib def write_state_atomic(path: Path, state: dict) -> None: @@ -24,15 +25,11 @@ def write_state_atomic(path: Path, state: dict) -> None: tmp = path.with_suffix(path.suffix + ".tmp") with open(tmp, "wb") as f: f.write(blob) - try: + with contextlib.suppress(OSError, PermissionError): os.chmod(tmp, 0o600) - except (OSError, PermissionError): - pass tmp.replace(path) - try: + with contextlib.suppress(OSError, PermissionError): os.chmod(path, 0o600) - except (OSError, PermissionError): - pass def read_state(path: Path) -> dict: @@ -52,7 +49,7 @@ def read_state_legacy_or_encrypted(path: Path) -> dict: blob = f.read() if is_encrypted_blob(path): return decrypt_json(blob) - warnings.warn(f"{path} is plain JSON; rotating to encrypted", DeprecationWarning) + warnings.warn(f"{path} is plain JSON; rotating to encrypted", DeprecationWarning, stacklevel=2) legacy = json.loads(blob.decode("utf-8")) write_state_atomic(path, legacy) return legacy diff --git "a/shared/\320\237\320\273\320\260\320\275 \320\277\320\265\321\200\320\265\321\205\320\276\320\264\320\260 \320\275\320\260 aiosqlite.md" "b/shared/\320\237\320\273\320\260\320\275 \320\277\320\265\321\200\320\265\321\205\320\276\320\264\320\260 \320\275\320\260 aiosqlite.md" index 4690a595..f43ae040 100644 --- "a/shared/\320\237\320\273\320\260\320\275 \320\277\320\265\321\200\320\265\321\205\320\276\320\264\320\260 \320\275\320\260 aiosqlite.md" +++ "b/shared/\320\237\320\273\320\260\320\275 \320\277\320\265\321\200\320\265\321\205\320\276\320\264\320\260 \320\275\320\260 aiosqlite.md" @@ -75,7 +75,7 @@ from shared.connection import AsyncConnectionManager, connection_manager # 2. Конструктор — принимает cm вместо db_path -def __init__(self, cm: Optional[AsyncConnectionManager] = None): +def __init__(self, cm: AsyncConnectionManager | None = None): self._cm = cm or connection_manager # 3. _get_conn → self._cm.get(db_name) diff --git a/tests/benchmark_perf.py b/tests/benchmark_perf.py index 4c64f641..700d0834 100644 --- a/tests/benchmark_perf.py +++ b/tests/benchmark_perf.py @@ -57,7 +57,7 @@ async def _setup_rag(tmp_path: str, n_chunks: int = 500) -> RAGEngine: async def bench_fts_search(rag: RAGEngine, n: int = 100) -> dict: """FTS5 search baseline.""" start = time.perf_counter() - for i in range(n): + for _i in range(n): query = "Redis configuration" await rag.search(query, user_id="bench", strategy="fts", limit=10) elapsed = time.perf_counter() - start @@ -67,7 +67,7 @@ async def bench_fts_search(rag: RAGEngine, n: int = 100) -> dict: async def bench_mib_search(rag: RAGEngine, n: int = 50) -> dict: """MIB binary search with batched reads.""" start = time.perf_counter() - for i in range(n): + for _i in range(n): query = "Redis configuration and performance" await rag.search(query, user_id="bench", strategy="mib", limit=10) elapsed = time.perf_counter() - start @@ -77,7 +77,7 @@ async def bench_mib_search(rag: RAGEngine, n: int = 50) -> dict: async def bench_hybrid_search(rag: RAGEngine, n: int = 50) -> dict: """Hybrid search (FTS + MIB).""" start = time.perf_counter() - for i in range(n): + for _i in range(n): query = "Redis configuration and performance" await rag.search(query, user_id="bench", strategy="hybrid", limit=10) elapsed = time.perf_counter() - start @@ -109,7 +109,7 @@ async def bench_rag_join(rag: RAGEngine, n: int = 100) -> dict: # Test a simple count with JOIN conn = await rag._cm.get("memory.db") start = time.perf_counter() - for i in range(n): + for _i in range(n): cur = await conn.execute( "SELECT COUNT(*) FROM rag_chunks c JOIN rag_pages p ON c.page_id = p.id WHERE p.user_id = ?", ("bench",), diff --git a/tests/test_conflict_bm25.py b/tests/test_conflict_bm25.py index 5ac96304..4c274fc2 100644 --- a/tests/test_conflict_bm25.py +++ b/tests/test_conflict_bm25.py @@ -27,7 +27,7 @@ def test_smart_similarity_short_uses_ngrams(): b = "Python best" s = smart_similarity(a, b) ngram = char_ngram_jaccard(a, b, 3) - assert 0.5 < s + assert s > 0.5 def test_smart_similarity_long_uses_both_signals(): diff --git a/tests/test_hypothesis.py b/tests/test_hypothesis.py index 52fbcf76..1b59831b 100644 --- a/tests/test_hypothesis.py +++ b/tests/test_hypothesis.py @@ -616,6 +616,7 @@ async def t(): # ═══════════════════════════════════════════════════════════════ from shared.cache import MemoryCache +import contextlib class TestCacheProperties: @@ -742,10 +743,8 @@ async def compensate(d): saga = Saga("logic") saga.add_step("s1", step1, compensate) saga.add_step("s2", fail) - try: + with contextlib.suppress(RuntimeError): await saga.execute() - except RuntimeError: - pass results = await mm.user_memory(user_id).recall("temp_key") assert len(results) == 0, "temp_key must be deleted after compensation" @@ -902,10 +901,8 @@ async def compensate(d): saga = Saga("comp") for i in range(n_steps): saga.add_step(f"s{i}", make_step(i), make_compensate(i)) - try: + with contextlib.suppress(RuntimeError): await saga.execute() - except RuntimeError: - pass # Steps before fail_at should be compensated for i in range(fail_at): diff --git a/tests/test_rag_chunking.py b/tests/test_rag_chunking.py index 9039391c..ab34df00 100644 --- a/tests/test_rag_chunking.py +++ b/tests/test_rag_chunking.py @@ -9,7 +9,7 @@ def test_overlap_param_now_used(): text = "Paragraph one is here.\n\n" * 30 chunks = chunk_text(text, max_size=200, overlap=50) assert all(len(c) <= 230 for c in chunks) - overlaps = sum(1 for a, b in zip(chunks, chunks[1:]) if any(line in b for line in a.split("\n\n") if line)) + overlaps = sum(1 for a, b in zip(chunks, chunks[1:], strict=False) if any(line in b for line in a.split("\n\n") if line)) assert overlaps >= len(chunks) - 1 diff --git a/tests/test_saga_behavior.py b/tests/test_saga_behavior.py index 8769a090..3e17c92b 100644 --- a/tests/test_saga_behavior.py +++ b/tests/test_saga_behavior.py @@ -6,6 +6,7 @@ import shared.connection as _conn_mod from shared.saga import Saga +import contextlib # ── Compensation ── @@ -30,10 +31,8 @@ async def compensate(d): saga = Saga("comp") saga.add_step("s1", step1, compensate) saga.add_step("s2", fail) - try: + with contextlib.suppress(RuntimeError): await saga.execute() - except RuntimeError: - pass assert len(await mm.user_memory("saga_c").recall("k2")) == 0 assert len(await mm.user_memory("saga_c").recall("k1")) > 0 diff --git a/tests/test_threshold_training.py b/tests/test_threshold_training.py index 164f6401..1f1dbbba 100644 --- a/tests/test_threshold_training.py +++ b/tests/test_threshold_training.py @@ -27,7 +27,7 @@ def _make_pairs(n=10, dim=8, seed=42): rng = np.random.RandomState(seed) base = 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class WikiManager: """Unified wiki: .md files on disk + SQLite FTS5 index, parameterized by layer.""" - def __init__(self, layer: str = "user", base_dir: Optional[str] = None, cm: Optional[AsyncConnectionManager] = None): + def __init__(self, layer: str = "user", base_dir: str | None = None, cm: AsyncConnectionManager | None = None): self.layer = layer self.base_dir = Path(base_dir or str(Path.home() / ".mcp-ariel-memory" / "wiki" / layer)) self._cm = cm or connection_manager @@ -102,7 +102,7 @@ def _type_dir(self, wiki_type: str) -> Path: d.mkdir(parents=True, exist_ok=True) return d - async def add(self, wiki_type: str, title: str, content: str, tags: Optional[list[str]] = None, importance: float = 0.5) -> str: + async def add(self, wiki_type: str, title: str, content: str, tags: list[str] | None = None, importance: float = 0.5) -> str: """Create .md file and index it. Returns file path.""" enabled = self._get_enabled_types() if enabled and wiki_type not in enabled: @@ -120,10 +120,10 @@ async def add(self, wiki_type: str, title: str, content: str, tags: Optional[lis async def update( self, file_path: str, - title: Optional[str] = None, - content: Optional[str] = None, - tags: Optional[list[str]] = None, - importance: Optional[float] = None, + title: str | None = None, + content: str | None = None, + tags: list[str] | None = None, + importance: float | None = None, ): """Update .md file and re-index.""" p = safe_resolve(self.base_dir, file_path) @@ -260,7 +260,7 @@ async def delete(self, file_path: str) -> bool: await conn.commit() return cur.rowcount > 0 - async def count(self, wiki_type: Optional[str] = None) -> int: + async def count(self, wiki_type: str | None = None) -> int: conn = await self._cm.get(DB_NAME) if wiki_type: cur = await conn.execute("SELECT COUNT(*) FROM wiki_index WHERE layer=? AND wiki_type=?", (self.layer, wiki_type)) @@ -291,7 +291,7 @@ async def reindex_all(self) -> dict[str, int]: result["errors"] += 1 return result - async def sync_external(self, external_dirs: Optional[list[str]] = None) -> dict[str, int]: + async def sync_external(self, external_dirs: list[str] | None = None) -> dict[str, int]: """Import external .md files into wiki.""" dirs = external_dirs or self.get_external_dirs() result = {"imported": 0, "skipped": 0, "errors": 0} @@ -318,7 +318,7 @@ async def sync_external(self, external_dirs: Optional[list[str]] = None) -> dict result["errors"] += 1 return result - async def _index_file(self, file_path: Path, wiki_type: str, title: str, content: str, tags: Optional[list[str]] = None, importance: float = 0.5): + async def _index_file(self, file_path: Path, wiki_type: str, title: str, content: str, tags: list[str] | None = None, importance: float = 0.5): """Index a single .md file into DB.""" import hashlib @@ -401,7 +401,7 @@ def _parse_md(self, text: str) -> dict[str, Any]: return result - def _to_md(self, title: str, content: str, tags: Optional[list[str]] = None, importance: float = 0.5) -> str: + def _to_md(self, title: str, content: str, tags: list[str] | None = None, importance: float = 0.5) -> str: """Create .md with YAML frontmatter.""" lines = ["---"] lines.append(f'title: "{title}"')