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Fix memory_save and agent_remember: write observation when sessionId provided to link memory to session

Merge branch 'main' of https://huggingface.co/spaces/Yash030/agentmemory-python

Implement memory_antigravity_sync_all master sync tool

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Expose missing MCP tools for Pinned Slots, Actions, and crystallization (Crystals)

feat: implement memory_antigravity_sync natively in Python

Fix auto_session_start: proper parsing of sessions list and upsert logic

Document Antigravity sync automation workaround

Fix double stdin read bug in prompt_submit.py hook

Add logging to prompt_submit hook

Allow dynamic AGENTMEMORY_URL and AGENTMEMORY_SECRET in stdio MCP wrapper

feat: connect CLI reads AGENTMEMORY_URL and SECRET from env

Merge remote-tracking branch 'origin/main'

feat: add Python plugin system, multi-agent connect CLI, and MCP tool expansions

fix: filter unnamed/random-ID folder nodes from graph

docs: rewrite all MD files for Python project + fix graph node colors

fix: graph nodes show correct unique colors (hsl->hex conversion)

fix: unique folder colors, edge labels on hover only, stronger repulsion

fix: better folder graph layout — bigger nodes, always-on labels, wider spring

feat: rewrite graph tab to show project folders as nodes

feat: rewrite graph tab to show project folders as nodes

feat: add folder filter dropdown to memories tab

trigger deploy after updating database

fix: auto-complete dangling active sessions on new session start

fix: resolve semantic and procedural memory dashboard display issue

refactor: filter sessions by full project folder paths and support Uncategorized category

feat: rename sessions using agent summary title, display narrative summary, and add folder-wise filter to sessions tab

feat: implement memory consolidation, session summarization, and fix StateKV list/get KeyError

refactor: remove DOLT_AUTO_COMMIT guard from commit_if_enabled

feat: migrate from Dolt/MySQL to SQLite for faster boot and sync

perf: use snapshot_download for faster restore on Space boot

perf: skip backup when no files changed using mtime fingerprint

fix: use upload_folder for backup (prevents 429 rate limits) and auto-create second-brain dir

feat: auto-migrate legacy state_store.db to Dolt SQL on first boot

fix: auto-inject AGENTMEMORY_SECRET into viewer so dashboard authenticates without manual token entry