Implement local-first Recall architecture and daemon transport

AGENTS.md

@@ -0,0 +1,24 @@
+<claude-mem-context>
+# Memory Context
+
+# [Recall/hamburg] recent context, 2026-05-07 10:45am PDT
+
+Legend: 🎯session 🔴bugfix 🟣feature 🔄refactor ✅change 🔵discovery ⚖️decision 🚨security_alert 🔐security_note
+Format: ID TIME TYPE TITLE
+Fetch details: get_observations([IDs]) | Search: mem-search skill
+
+Stats: 9 obs (3,300t read) | 133,379t work | 98% savings
+
+### Apr 20, 2026
+7 10:24a ⚖️ Recall/Mumbai App — Full-Solution Expansion Prompt Requested
+8 " 🔵 Recall/Mumbai — Existing Architecture Bottlenecks Confirmed
+9 " ✅ Plan File Repurposed as Full Product Vision Master Prompt
+12 11:54a ⚖️ Recall — Full Product Vision Defined as Agent Build Prompt
+13 " 🟣 Phase 1A — Local AI Captioning Module Designed (captioner.py)
+14 " 🟣 Phase 1B–1C — Concurrent Ingest + FastAPI Daemon Architecture Designed
+15 " 🟣 Phase 2 — Six Source Connectors Designed with BaseConnector Interface
+16 " 🟣 Phase 1D + Phase 3 — Raycast HTTP Client Rewrite and Source-Filter UX Designed
+17 " ✅ New Dependencies Added to pyproject.toml for All Phases
+
+Access 133k tokens of past work via get_observations([IDs]) or mem-search skill.
+</claude-mem-context>

pyproject.toml

@@ -5,7 +5,7 @@ build-backend = "setuptools.build_meta"
 [project]
 name = "vector-embedded-finder"
 version = "0.2.0"
-description = "Local multimodal memory with semantic search, powered by Gemini Embedding 2 and ChromaDB"
+description = "Local-first multimodal memory with hybrid semantic search, sqlite durability, and a persistent Recall daemon"
 requires-python = ">=3.11"
 license = "MIT"
 dependencies = [
@@ -26,6 +26,9 @@ dependencies = [
     "requests-oauthlib>=1.3.0",
     "beautifulsoup4>=4.12.0",
     "pypdf>=4.0.0",
+    "hnswlib>=0.8.0",
+    "sentence-transformers>=3.0.0",
+    "Pillow>=10.0.0",
 ]
 
 [project.optional-dependencies]

raycast/package.json

@@ -4,7 +4,7 @@
   "title": "Recall",
   "description": "Search local files and connected apps with semantic memory",
   "icon": "command-icon.png",
-  "author": "hughp",
+  "author": "ayush",
   "categories": [
     "Productivity"
   ],