0.6.17最新未发布

Hermes Plugin Abstraction, Codex Fixes & Safer Upsert

This release is mainly reliability work. Hermes now has a clearer memory-plugin abstraction path, Codex plugin install/update behavior is more dependable, and memory upsert-by-ID flows are safer for CLI and integration automation.

亮点

Hermes plugin now follows a native memory-provider abstraction, making cross-tool memory flow more predictable than older prompt-only setups
Codex plugin install paths and version detection are fixed, so plugin setup and update awareness are much more reliable
Memory upsert-by-ID is now first-class: create-or-update behavior works across API and Hermes save flow to reduce duplicate memories
Long conversations are easier to query: thread-level message search is now available across agent/tooling surfaces, and ranking is more authority-aware

新增

改进

修复

0.6.162026年4月3日

OpenCode Integration & Load-Stability Hardening

This release adds OpenCode plugin support and includes a new Nowledge Mem Exchange (Chrome extension) update. It also ships major RAM and database-memory stability work: idle memory is dramatically lower on Apple Silicon, graph search memory pressure is reduced with auto-scaling buffer pool, and graph/thread/feed paths are much less likely to stall while background knowledge processing is active.

亮点

新增

改进

修复

0.6.152026年4月1日

Pi, OpenCode & Hermes Integrations, Trustworthy Distillation & Search Reliability

This release adds Pi, OpenCode, and Hermes Agent integrations, improves trust and reliability in memory workflows, and expands bulk import. It also hardens the remote embedding provider rollout introduced in 0.6.14, so search-index setup and operation are now much steadier across remote and local paths. Review agent-created crystals before they influence search, preserve who said what during distillation, and import Claude and Raycast archives in bulk.

亮点

新增

改进

修复

0.6.142026年3月31日

Remote Embeddings, Agent-Friendly CLI & Reliability Upgrade

This release expands remote-first workflows and tightens stability across AI Now, graph, search, and background processing. You can now run search indexing with remote embedding providers (Pro), use a much more automation-friendly `nmem` CLI, and rely on calmer AI Now sessions with stronger retrieval and rendering behavior.

亮点

新增

修复

0.6.132026年3月24日

Auto-Learn, Context Picker & Seamless Reconnection

Sources in your Library can now learn automatically after indexing, and you can attach existing knowledge — sources, memories, or past conversations — when composing in the Feed. Claude Desktop now works from one bundle across macOS and Windows, remote clients recover gracefully from server outages, update checks respect your platform, and macOS gains a menu-bar background mode.

亮点

Turn on Auto-learn in Settings → Memory Processing, and new sources extract knowledge automatically after indexing — no more clicking Learn one by one
Attach sources, memories, or past conversations when composing in the Feed — search across all your knowledge, pick what's relevant, and ask questions grounded in context
AI Now now reads your own history more naturally: broad prompts can pull from recent threads and show cleaner thread/library cards instead of raw tool JSON
AI Now sessions feel calmer under heavy tool output, with less redraw noise and fewer unnecessary follow-up questions before first lookup
Claude Desktop extension now installs on macOS and Windows with no separate Python or Node setup
OpenClaw long-running sessions now sync reliably — large repetitive thread backups no longer fail on oversized CLI payloads
Mobile and web apps detect when your server goes offline and show a clear status screen instead of a technical error message
On macOS, you can now keep Mem in the menu bar after closing the main window; the Dock icon returns automatically when you open the app again
Labels now propagate to crystals, merged knowledge, and search results — label-based filtering works reliably everywhere
Browser extension capture is now much smarter: Manual Distill can create or update multiple memories from one conversation, and browser-created memories now keep a reliable link back to the full thread

新增

Auto-learn sources: an opt-in toggle in Settings → Memory Processing that automatically extracts knowledge from new sources after indexing. Manual Learn always takes priority over auto-learn tasks
Context picker in the Feed: a new button in the Feed toolbar lets you search and attach Library sources, memories, or past conversations when composing. Selected items appear as chips and the resulting memory links back to them
Labels on ingestion: the upload API, file-path ingestion, and batch endpoints now accept labels — tag sources at the point of capture from the CLI, integrations, or the API
Claude Desktop extension now installs on macOS and Windows with no separate Python or Node setup. For remote access, it reads the same shared config file as the `nmem` CLI
New macOS Menu Bar & Dock preference: after you close the main window, Mem can stay in the top menu bar instead of remaining in the Dock. When you reopen the window, the Dock icon comes back automatically
The `nmem` CLI is now automatically configured when the desktop app generates an API key — no more manually copying credentials
Connect your phone in seconds: the desktop app can now show a QR code in Access Anywhere settings. Scan it from the mobile or web login screen to connect instantly — no more typing long URLs and API keys
`nmem status` and the TUI now show whether you're connected locally or to a remote server — no more guessing which Mem you're talking to
Sources in the Library can now be organized with labels — the same label system used for memories now extends to sources, so you can tag, filter, and group your reference material

修复

AI Now now uses recent conversation threads and correct Library source-reading tools more reliably, so broad history questions don’t depend only on Working Memory
Thread and Library retrieval results now render as calmer dedicated cards instead of raw JSON-like output
Memory, graph, community, crystal, Working Memory, and thread cards now use more consistent spacing and headers across AI Now
Memory mode and plan/graph card routing are more stable, with fewer scroll-position jumps during graph-heavy conversations
Reduced accidental hot-path logging and unnecessary graph redraws make long tool-heavy AI Now sessions less flickery
Obsidian vault lookup is less likely to stall: direct vault-name candidates are tried before full vault listing
Browser extension Manual Distill now reads conversations more intelligently instead of flattening them into one quick save — it can inspect the thread selectively, check what already exists in Mem, and create or update multiple memories when that leads to a better result
Browser-created memories now keep stronger provenance — when the extension writes a new memory, it first makes sure the conversation is backed up as a canonical thread in Mem, so you can trace where that knowledge came from later
Labels now carry through to crystals and merged knowledge — when Background Intelligence distills or merges memories, the labels from source memories come along. Label-based filtering is now reliable across all knowledge types
Memory search results now include labels — integrations like Claude Code and Cursor can see and filter by labels in search results
Mobile and web clients no longer show a raw "Load failed" error when the server is unreachable — a clear reconnection screen appears instead, with automatic retry every few seconds
If the server goes down while you're using the app, you're taken to the reconnection screen rather than seeing broken views — the app resumes right where you left off once the server is back
Desktop update checks are now platform-aware. If a new build is available for macOS first, Windows and Linux devices keep seeing their own newest available build instead of a version they cannot install yet
Thread source filters now work across your whole conversation history. The source menu lists every imported source, and selecting one refreshes the full paginated thread list instead of filtering only the current page
The Threads source menu now scrolls cleanly when you have many sources, and icons like Gemini CLI, OpenClaw, Antigravity, Grok, Manus, and OpenWebUI render correctly
Custom providers (SiliconFlow, together.ai, and other OpenAI-compatible services) now work reliably in AI Now — previously they could pass the connection test in Settings but fail when you started a conversation
AI Now no longer hangs on startup when the agent process fails to launch — the error now appears immediately with diagnostic details instead of an infinite loading spinner
GitHub Copilot with Codex models (like gpt-5.1-codex-mini) now works in AI Now — these models are automatically routed to the correct API endpoint
GitHub Copilot headers updated across all integrations to match the current API, fixing authentication errors that appeared with newer Copilot releases
ChatGPT Subscription models now work for background knowledge extraction — previously the request was silently misrouted and fell back to local processing
OpenRouter models no longer fail with 400 errors during knowledge extraction — the provider is now correctly identified so requests go to the right API endpoint
The desktop app no longer gets stuck on a white screen during startup when the loading view hands off to the main app
The `nmem` CLI no longer shows a cryptic "Resource doesn't exist" error when the server is unreachable — it now explains the problem clearly and, for first-time remote users, shows exactly how to set up `~/.nowledge-mem/config.json`
Server URLs with a trailing slash (e.g. `https://mem.example.com/`) no longer cause silent connection failures across the CLI, TUI, and all integrations
OpenClaw long and repetitive sessions now back up reliably — thread sync no longer tries to squeeze whole conversation histories through one oversized CLI command, so repeated cron-style captures keep syncing instead of failing mid-session

0.6.122026年3月17日

Crash-Loop Recovery, VPN Connectivity & Mobile Fixes

Fixes crash-loop recovery, improves remote connectivity for Tailscale and VPN users, and resolves Android mobile app installation issues.

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新增

修复

0.6.112026年3月16日

iOS Access, Smarter Remote AI & Reliability Upgrades

Nowledge Mem now supports iOS as a remote client, and AI Now can work across devices using the LLM provider configured on your remote server. This release also improves `nmem` key management and fixes a broad set of reliability issues across remote ingest, headless Linux, and feed/library workflows.

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新增

改进

修复

0.6.102026年3月13日

Windows In-App Updates & Remote Access Reliability

Windows updates now work like macOS — download and install without leaving the app. The uninstaller also shuts down cleanly instead of force-killing. This release also improves remote web access reliability and CLI behavior.

亮点

新增

Server capabilities endpoint lets remote clients adapt their UI based on what the server supports

改进

修复

0.6.92026年3月12日

Remote Access, Graph API & Windows Startup Stability

This release expands remote access and graph integration capabilities while hardening Windows startup behavior. The desktop app can now run in client mode to connect to a remote Mem instance, and external clients can explore graph neighborhoods through a shared HTTP API.

亮点

新增

改进

修复

平台

Agents like Claude Code running inside WSL can now use `nmem` directly — the Windows CLI installer creates a lightweight bridge script that connects to the desktop app without additional network setup

0.6.82026年3月10日

Lower Memory Footprint, Smaller Indexes & Startup Hardening

This release dramatically cuts memory and disk pressure for long-running desktop usage, while fixing reliability issues in deep-learn, background task retry, Access Anywhere readiness, and Windows startup flows.

亮点

新增

改进

修复

0.6.72026年3月10日

Sharper Integrations, Safer Access & Better Diagnostics

This release makes Nowledge Mem easier to connect to the tools you already use. Gemini CLI and Cursor setup are clearer, thread save is more reliable in remote setups, browser and import flows are stronger, and everyday diagnostics are easier to act on.

亮点

新增

改进

Integration pages now use clearer product language, calmer visual hierarchy, dedicated command blocks, and more useful first-time setup guidance
Search ranking now accounts for memory confidence from real usage signals like search, open, and read, helping well-validated memories surface earlier
Automatic labeling now applies on creation and reuses your existing label vocabulary for more consistent organization
AI Now `@` picker now spans memories, threads, and Library sources in one place
Large file workflows in AI Now are faster: the agent now prefers search and sample-first analysis before full reads
Library status language is clearer: "Searchable" versus "Deep-learned" with filter support and batch deep-learn actions

修复

Thread save reliability improved: `nmem t save --from claude-code|codex|gemini-cli` now parses local session files without requiring server-side agent-path access
Gemini CLI now separates full thread save from resumable handoff summaries, making capture behavior clearer during long coding sessions
Subscription status and premium gating now use one unified access contract across Plans, AI Now, Remote LLM, and backend checks, reducing misleading states
Windows second-launch boot failure fixed for 0.6.5 and 0.6.6 upgrade paths, including stale CLI wrapper and stale-port recovery handling
AI Now now surfaces provider and startup failures inline and keeps chat context visible, with copyable diagnostics instead of silent hangs
Search results now show correct confidence values, separate from relevance score, and agent-assigned labels are visible consistently across surfaces
Plugin toggles in AI Now now actually filter tools, including custom MCP tool dedup fixes
ChatGPT Subscription and GitHub Copilot OAuth flows now work correctly in the CLI and TUI test-connection flow
Memory distillation no longer fails to blank output silently: it falls back to the local LLM or returns clear failure details
Browser extension reliability updates: Grok detection on x.com and improved unsupported-browser messaging for failed AI-access checks

平台

Linux package uninstall parity: both `nmem` and `browse-now` symlinks are now cleaned up consistently
Startup path resolution is more resilient across macOS, Windows, and Linux after updates, including plugin, CLI, and Python fallback paths

0.6.62026年3月4日

Data Transfer, Startup Reliability & Integration Stability, Claude Code Plugin refactor

This release adds experimental export/import data transfer and hardens startup reliability across platforms. Obsidian and Apple Notes behaviors are more predictable, Windows idle GPU usage is eliminated, and UI consistency is polished.

亮点

New experimental Data Transfer: export a portable snapshot and import it later with merge/skip/overwrite modes and automatic backup
Critical Windows PATH corruption fix: startup no longer rewrites expandable PATH entries and breaks other CLI tools
Windows idle GPU burn is eliminated by making the aurora background static
Startup reliability is stronger across Linux/macOS/Windows, including RPM runtime self-healing and safer DB path recovery
Obsidian integration now uses official CLI workflow with robust fallbacks for real-world vault edge cases
Claude Code plugin v0.7.0: full lifecycle hooks for Working Memory, session capture, and per-turn search/save nudge

新增

Data Transfer (Experimental): export a portable snapshot and import into another install with merge/skip/overwrite options, selective inclusion toggles, and a safety backup before import
Claude Code plugin v0.7.0: Working Memory loaded at session start/resume/clear, async session capture after every response, and per-turn behavioral nudge with search/save syntax
nmem-cli config file support: set remote connection once in ~/.nowledge-mem/config.json (flags > env > config > defaults). `nmem status` now shows where values came from.

改进

Windows GPU usage is now near-zero at idle: aurora background is static by default, removing continuous recomposition load
AI Now and secondary surfaces now use a more consistent Phosphor icon system with unified sizing/weight behavior
v0.6 UI/ICON polish across thread detail cards, glowing cards, and pagination for cleaner visual hierarchy
Obsidian setup guide now uses full-screen screenshot preview for faster first-time setup
Obsidian plugin now uses official CLI tools as source of truth for better multi-vault consistency

修复

平台

0.6.52026年2月28日

Windows Startup Recovery & Intel Mac Reliability

This hotfix removes a startup blocker on some Windows machines, improves Intel macOS compatibility, and tightens provider reliability so AI Now and remote-model workflows fail less often and recover faster.

亮点

Known issue (0.6.5): AI Now startup can fail on macOS, Windows, and Linux; dedicated hotfix is in progress
Windows users now get a direct in-app fix path when Microsoft VC++ runtime is missing
Intel macOS 15+ startup checks and search embedding path now work consistently
MiniMax Anthropic endpoint defaults are safer, reducing AI Now 404/provider mismatch failures
Configured providers can now be removed safely in both Desktop Settings and `nmem` CLI/TUI

修复

Windows startup no longer dead-ends on missing VC++ runtime (`_lbug` DLL load): Startup Flow now shows clear remediation links and the same guidance is mirrored in logs for support teams
Intel Macs on macOS 15+ are no longer incorrectly blocked before backend initialization
Intel macOS search embeddings now follow the correct non-Apple-Silicon path end-to-end, improving model download, verification, and reindex stability
Local LLM capability detection on macOS is now architecture-aware: Intel Macs correctly guide users to Remote LLM workflows
MiniMax provider defaults now favor Anthropic-compatible endpoints and remove incompatible presets that caused cross-surface failures
Moonshot CN K2.5 extension tool-loop requests now use valid payload semantics, fixing 400 errors in capture workflows
Token budget settings via `nmem config settings set` now take effect immediately — previously the API silently dropped these values so only GUI changes worked

改进

Provider lifecycle is cleaner across GUI and terminal workflows: delete providers safely and let purpose fallback resolve automatically
Intel macOS search model metadata is now shown with correct platform/backend expectations

平台

Known issue: AI Now startup regression can prevent AI Now session boot on all platforms in 0.6.5; dedicated hotfix is in progress
Bundled Ladybug fork is rebased to upstream 0.15.0 while preserving desktop-specific integration behavior

0.6.42026年2月28日

Smarter Tables, Faster Timeline & Better Agent Control

CSV/XLSX files now answer like data tools, with interactive charts and clearer tables. Large libraries and long timelines stay fast with progressive loading. You can control provider purpose from terminal workflows, while search and updates become more reliable under heavy background activity.

亮点

CSV/XLSX now auto-generate interactive charts in Feed and Library
Timeline now loads in larger batches and can jump to any calendar date on demand
Library source list now paginates progressively, keeping large collections responsive
Agent provider/model purpose can now be configured fully from `nmem` CLI/TUI
DeepSeek is now supported across desktop settings, AI Now, CLI/TUI, and extension flows
Linux `.deb` installs now support signed APT updates and safer upgrade shutdown
Apple Silicon idle memory drops significantly with automatic model unload when inactive
OpenAI-compatible local Embeddings API for tools and scripts

新增

OpenAI-compatible local Embeddings API (`/v1/embeddings`, `/v1/models`) for external tools and automation
Agent source management: Feed and Background Intelligence can now discover and delete Library sources safely in one workflow
New `nmem sources` CLI commands (`list`, `show`, `delete`) for source lifecycle control from terminal workflows
Terminal-only provider purpose control: `nmem` CLI/TUI can now set default provider and Agents (`ai_now`) purpose provider/model without opening GUI Settings
DeepSeek provider support is now end-to-end across app settings, `nmem` CLI/TUI, AI Now, and browser extension flows
Tabular intelligence: auto chart detection plus schema-based chunking makes CSV/XLSX content more searchable and answerable
Claude Desktop extension (v1.3.0): configure Remote URL + API Key directly in extension settings for Access Anywhere
Library pagination: source list loads progressively with "Load more", keeping large libraries fast
Timeline "Load more": feed loads 200 items initially and grows on demand, with calendar-aware date fetching for any historical day
Linux signed APT repository for `.deb` users: one-time setup enables normal `apt upgrade` updates
Safer Linux package upgrades: app now checkpoints and shuts down gracefully before package replacement to protect database state
AppImage auto-update now supports download, install, and restart directly in-app (same flow as macOS)

改进

Search remains responsive during heavy Background Intelligence write bursts with per-table index rebuilds and debounce scheduling
Table reading experience upgraded across Feed, Library, and AI Now with sticky headers, better scrolling, and clearer numeric alignment
Feed Agent table analysis now reads and reasons in a single pass, producing clearer analytical answers and visualizations
Library Chat keeps QA history when switching files and across window reloads, with per-source isolation
Timeline calendar click now navigates to any date, fetching just that day's events on demand instead of requiring all items pre-loaded
Windows WebView graphics usage reduced by removing redundant animated layers and pausing animations when app is not visible
Apple Silicon memory behavior improved for long-running sessions: inactive local models auto-unload and reload when needed, reducing idle RAM

修复

Feed Agent context amnesia fixed: recent sessions persist (time/turn bounded) and timeline summaries are injected for continuity
Source deletion dead-ends resolved: agents can now find source IDs, handle parse-failed sources, and avoid follow-up loop explosions
Token budget false positives removed: budget checks now match real context usage and limits are configurable in Settings and CLI
Large file preview no longer freezes Library UI; previews are capped and rendered progressively
macOS updater no longer hard-kills the backend process, preventing Kuzu WAL corruption risk during install
macOS update confirmation now uses native Tauri dialog for reliable user consent before install
TUI provider selector no longer crashes on configured custom provider IDs due to Select markup parsing
Moonshot CN K2.5 tool-loop reliability improved in browser extension: force-capture now uses Moonshot-native thinking disable semantics instead of invalid reasoning-effort values
Vega-Lite charts no longer render at zero height in Feed and AI Now responses

平台

0.6.32026年2月26日

Apple Notes, Multi-Vault & Display Zoom

Your Apple Notes are now searchable in AI Now. Connect multiple Obsidian vaults and Notion workspaces at once. Scale the whole interface with display zoom. OpenClaw and Alma plugins gain thread tools and live remote configuration.

亮点

Apple Notes: search and read your notes directly from AI Now
Multi-instance: connect as many Obsidian vaults and Notion workspaces as you need
Display zoom: scale the entire interface to your preference
OpenClaw plugin: trace any memory back to the full conversation it came from
Alma plugin: status diagnostics and live settings — change credentials without restarting

新增

Apple Notes plugin for AI Now: search and read notes from macOS Notes.app — no export needed
Multi-instance Obsidian and Notion: connect multiple vaults or workspaces, each with independent config and auth
Display zoom in Preferences: Small, Default, Large, or Extra Large — scales the whole interface
Token budget controls in CLI and TUI: view and set hourly/daily limits from the terminal
OpenClaw plugin 0.6.5: thread search and progressive message retrieval across 9 tools — trace memories back to full conversations
Thread API pagination: fetch specific pages of long conversations instead of loading everything at once
Alma plugin 0.6.3: status diagnostics, live settings reload, and Access Anywhere support — 12 tools total

改进

Notion plugin handles unexpected parameters gracefully and validates tool schemas more robustly
Plugin context uses uniform block tags — cleaner message rendering across all plugins
Agents model routing: OpenRouter tool-call validation and model ID normalization
npx Skills and Codex prompts updated with structured memory types and labels

修复

Windows Store: bundled Python runtime works reliably under MSIX packaging
Downloaded models found correctly on all platforms after cache path alignment
TUI: embedding model status no longer shows "Error - None"
Browser extension: Gemini folded messages and collapsed content captured correctly

平台

Windows: CLI wrappers (nmem, browse-now) installed to user PATH for Store and non-Store builds
macOS: Apple Notes integration — read-only, iCloud-aware

0.6.22026年2月25日

Doubao, WSL2 & Smarter Capture

Sync Doubao conversations, discover WSL2 sessions on Windows, and enjoy dramatically lower background costs with intelligent capture controls.

亮点

Doubao (豆包) conversations now sync through Exchange
Session Browser finds conversations inside WSL2 on Windows
OpenClaw autoCapture uses up to 95% fewer tokens when idle
Imported threads show clean tool summaries instead of raw output

新增

Doubao (豆包) support in Exchange: sync and export your conversations from doubao.com
WSL2 session discovery on Windows: Session Browser and Auto-Sync now find Claude Code, Codex, and OpenCode sessions inside WSL2 distributions
Multi-instance Obsidian & Notion plugins: connect multiple Obsidian vaults or Notion workspaces simultaneously, each with independent config and auth

改进

Imported threads show concise tool summaries instead of raw grep results and file dumps
MCP Live Traffic in Integrations now displays real calls and responses

修复

OpenClaw plugin: autoCapture no longer burns tokens from idle heartbeat cycles (5-layer cost defense, ~95% reduction)
OpenCode sessions re-import correctly after deletion from Session Browser
MCP Live Traffic log parsing updated for current backend format

0.6.12026年2月24日

Cost Controls & 20+ Languages

See what background intelligence costs, set your own limits, and let the system pause before you overspend. Knowledge augmentation now works in 20+ languages.

亮点

Token budget with hourly and daily limits, plus a live usage dashboard
Knowledge augmentation in 20+ languages including Chinese, Japanese, Korean, French, and German
Thread viewer handles 4,000+ messages without lag
macOS reindex uses up to 97% less GPU memory

新增

Token budget controls: set hourly and daily spending limits for background intelligence
Live token usage in Settings, the status API, and nmem status CLI
Knowledge augmentation in 20+ languages: insights, briefings, and extractions in the language you choose
Kimi Coding Plan provider support

改进

Thread detail view handles 4,000+ messages smoothly
Reindex on Apple Silicon uses up to 97% less GPU memory
Smarter PDF detection: arXiv-style links and /pdf/ routes go through the file pipeline automatically
Per-task safety net prevents single background tasks from running away
Lower memory footprint during indexing on Windows and Linux

修复

Preferred output language now persists correctly across restarts
Browser Extension: Gemini table data captured correctly
Feed: rapid consecutive submissions no longer dropped
Feed: failed URL captures no longer create broken memories
Settings: correct local model name shown instead of unrelated models
Background Intelligence sessions recover gracefully after unexpected exits
Direct PDF URLs from timelines now ingest through the file pipeline

0.6.02026年2月18日

Background Intelligence, Smart Feed & Library

Your knowledge now lives in a neutral layer that works with any AI tool. Switch freely between Claude Code, Cursor, ChatGPT, or whatever ships next. Background Intelligence builds connections and writes your daily briefing. Smart Feed, Library, and Exchange v2 round out the release.

阅读发布博客

亮点

Smart Feed: one input for captures, questions, and file imports
Background Intelligence: the system finds connections, surfaces contradictions, and writes daily briefings on its own
Working Memory: a daily briefing of what matters, delivered to ~/ai-now/memory.md
Library: search PDFs, Word docs, and presentations alongside your memories
Access Mem Anywhere: one-click secure remote URL + API key for your other machines and agents
Exchange v2 (Chrome): auto-captures AI conversations across 13+ platforms
Browse-Now (Chrome): give AI agents access to your browser
Search engine rewritten in Rust with new BM25, vector search, and SOTA local embeddings
Alma plugin: native memory integration with tools, command palette actions, and auto-capture controls

新增

Smart Feed: one input for captures, questions, and file imports
Unified timeline: captures, insights, flags, and daily briefings in one stream
Background Intelligence: the system finds connections, surfaces contradictions, and writes daily briefings
Working Memory: daily briefing at ~/ai-now/memory.md, readable by any MCP agent
Memory evolution: detects when memories update, enrich, confirm, or contradict each other
Library: search PDFs, DOCX, PPTX, and Markdown alongside memories
Access Mem Anywhere: start a secure Cloudflare tunnel from Settings (Quick link or Cloudflare account mode)
Remote API auth hardening: every remote request requires your API key, with key rotation support
Exchange v2: auto-captures AI conversations across 13+ platforms (Claude, ChatGPT, Gemini, and more)
Browse-Now CLI: give AI agents access to your browser with your login sessions
Interactive graph visualization in Claude Desktop and other MCP hosts
Chinese full-text search
AI-powered search reranking with human-readable explanations
Session auto-sync: real-time watching for Claude Code, Cursor, Codex, and OpenCode
Linux headless server deployment with systemd
Full CLI for server setup, license, LLM config, and knowledge settings
New providers: ChatGPT (Codex) subscription, MiniMax, Z.AI, MoonShot AI
MCP: Graph View in Memory Search for Claude Desktop and other MCP-UI hosts
OpenClaw plugin: native memory integration for the OpenClaw agent framework
Alma plugin: native memory integration with tools, command palette actions, and optional auto-capture
Raycast extension: search memories, save insights, read Working Memory
npx Skills: one-command memory integration for any agent (search, save, Working Memory, graph exploration)
Knowledge structure: Trace → Unit → Crystal three-layer model inspired by cognitive science
Community detection: automatic topic clustering across the knowledge graph
Node importance scoring: surfaces the most influential concepts in your graph
LLM-friendly docs: every page serves clean Markdown via Accept: text/markdown header, plus /llms-full.txt and /llms.mdx endpoints

改进

Search engine rewritten: new tokenization, index engine, and SOTA local embedding models
MCP: 24 tools exposing the full knowledge surface (up from basic search/add/labels)
Visual refresh: calmer, cleaner design with content-first layouts
Search is 50% faster with native Chinese support
Graph timeline slider: filter your knowledge graph by time range
Real-time streaming: see agent thinking as it happens

修复

Graph visualization performance improved
OAuth connections silently failing on macOS
Search Index Model downloads failing on Windows
Session export showing wrong message count from Cursor
Access Mem Anywhere copy actions now survive desktop reload/restart without forcing key rotation
Cloudflare account token parsing now accepts full command formats (`service install`, `--token`, `--token=`)

平台

Linux: Full headless deployment with nmem serve and nmem service
Linux: Interactive TUI control plane for headless server management
Community: native support in DeepChat and LobeHub

0.5.112026年1月8日

MCP Browse Mode & CLI Thread Import

Browse recent threads and memories via MCP, and import Claude Code or Codex sessions directly from the CLI.

亮点

MCP: Browse threads and memories without a search query
CLI: Import Claude Code and Codex sessions with `nmem t save`
Re-import conversations without duplicates

新增

MCP list mode: browse recent threads and memories without a search query
MCP source filter: filter threads by source (e.g., 'claude-code')
CLI `nmem t save`:import Claude Code and Codex sessions as threads
Memory search now shows which thread a memory came from

改进

Claude Code skills now use nmem CLI for faster, more reliable operations
Codex custom prompts updated to use nmem CLI
Re-importing conversations appends new messages instead of failing
Automatic deduplication when re-importing the same conversation

0.5.102026年1月4日

Standalone CLI & Batch Thread Deletion

Access your Nowledge Mem from any machine with the new standalone CLI package.

亮点

Standalone CLI: pip install nmem-cli
Remote access to your Nowledge Mem server
Batch delete multiple threads at once

新增

Standalone CLI package: access Nowledge Mem from any machine
Batch thread deletion: select and delete multiple threads
MCP thread deletion tool for AI integrations

0.5.92025年12月31日

AI Now Command Execution Fix

Fixes an issue with command execution in AI Now.

亮点

Fixed AI Now command execution

修复

AI Now command execution not working correctly

0.5.82025年12月30日

Internationalization & Infographic Visualization

Full English and Chinese language support. Infographic visualizations in AI Now.

亮点

Full English & Chinese language support
Infographic visualizations in AI Now responses
Improved database reliability and performance

新增

Internationalization: full English and Chinese translations
Language switcher in Settings with automatic system detection
Infographic visualizations for research and presentation skills
Plugin auto-updates when AI Now starts
macOS compatibility check for Apple Silicon and macOS 15+

改进

Better detection and display of AI reasoning/thinking content
Markdown formatting: fixed newlines and structured content
Database reliability and data integrity on shutdown
Faster and smoother UI updates
Search and pagination performance

修复

Pro user status showing incorrectly when offline
Label changes being overwritten
Various markdown rendering issues in AI responses
Folder and file operation issues
Data loss issues

0.5.72025年12月23日

AI Conversation Discovery

Find and import your conversations from Claude Code, Cursor, and Codex with a single click.

亮点

One-click discovery of AI coding conversations
Import from Claude Code, Cursor, and Codex
Searchable model dropdown for 20+ models

新增

AI Conversation Discovery: automatically find conversations from Claude Code, Cursor, and Codex
Preview conversations before importing (project name, message count, last modified)
Batch import: select and import multiple conversations at once
Searchable model select for providers with many models

改进

Model selection shows filtered/total count for easier navigation
Faster parsing of large conversation files

0.5.62025年12月23日

16x Larger Memories & AI Now Stability

16x larger memory capacity, better AI Now stability with integrations, smoother UI.

亮点

16x larger memory capacity (up to 32,768 characters)
Improved AI Now stability with integrations
Smoother UI with stable pagination

新增

16x larger memories: up to 32,768 characters per memory
GLM-4.7 and Gemini 2.5 Flash model support

改进

AI Now stability with Notion and other integrations
Better search for long memories
Tool compatibility with Groq, OpenRouter, and more providers
More reliable AI responses across providers
Presentation and Travel Planner skill instructions
Smoother pagination and loading states

修复

Notion integration errors (400 Bad Request)
Remote LLM toggle not taking effect

0.5.52025年12月22日

Arch Linux Support & Windows Fixes

Arch Linux support, improved link handling on Windows, and a What's New button in Settings.

亮点

Arch Linux support, thanks to Hong Lan
Fixed links not opening on Windows
What's New button in Settings

新增

Arch Linux package support
What's New button in Settings → Info section

修复

Links not opening on Windows
Remote LLM configuration with custom provider only

平台

Linux: Added AppImage standalone executable

0.5.42025年12月20日

Linux Packaging & Graph Reliability

Linux packaging improvements with AppImage and RPM support, plus knowledge graph reliability enhancements.

亮点

AppImage support for most Linux distributions
RPM packages for Fedora, RHEL, CentOS, openSUSE
Orphaned entity cleanup in knowledge graph
Bi-temporal relationship tracking

新增

RPM packages for Red Hat-based distributions
Orphaned entity cleanup tool
Bi-temporal fields for relationships

改进

Community detection algorithm reliability
Entity alias matching and deduplication
Faster installation

修复

LLM provider handling for Gemini and Anthropic
AI Now tool call display
Linux AppImage archive paths

0.5.32025年12月18日

nmem CLI & New LLM Providers

New command-line interface for AI agents and power users, GitHub Copilot and DeepSeek R1 support, plus expanded conversation import options.

亮点

nmem CLI for terminal-based memory access
GitHub Copilot integration (no API key needed)
DeepSeek R1 with visible reasoning traces
ChatGPT & ChatWise ALL historical conversations import

新增

nmem CLI with memory search, thread management, markdown import
GitHub Copilot as LLM provider (uses existing subscription)
DeepSeek R1 reasoning model with extended thinking
Custom OpenAI-compatible endpoint support
ChatGPT JSON export import
ChatWise conversation import
Bulk file import, import ALL historical conversations from ChatGPT & ChatWise(more upcoming)
Message selection when distilling threads
Source thread lookup for any memory
Global keyboard shortcut customization

改进

Obsidian tag extraction with Unicode support
Wikilink parsing (header links, escaped pipes)
Thread full-text search
Automatic recovery from errors

平台

macOS: Fixed parallel inference on Apple Silicon
Windows: Fixed orphan process cleanup
Linux: Fixed blank screen on Arch Linux

0.5.22025年12月9日

Deep Research Hotfix

修复

Deep Research output parsing
Research renderer confidence level handling
Linux update download flow

0.5.12025年12月7日

Stability Hotfix

修复

Parallel inference on Apple Silicon
AI Now on Windows Store version
Linux script path detection

0.5.02025年12月5日

AI Now & Bi-Temporal Memory

AI Now personal assistant, bi-temporal memory with cognitive-science decay model, Linux desktop support.

亮点

AI Now: personal AI that knows you and your files
Bi-temporal memory with intelligent decay
Linux desktop support (Beta)
Up to 10x faster knowledge graph extraction

新增

AI Now: Personal assistant with memory, files, and app integrations
Notion, Obsidian, Apple Notes integrations for AI Now
Deep Research with multi-agent web + memory search
Document analysis (Excel, CSV, Word)
Presentation generation with PowerPoint export
Bi-temporal memory (event time vs record time)
Memory decay model inspired by cognitive science
Temporal intent detection for natural queries
Auto-update system with progress tracking

改进

Knowledge graph extraction up to 10x faster
Fast search under 100ms
Deep search up to 5x faster
Graph visualization smoothness

平台

Linux: DEB packages for Ubuntu/Debian
Linux: RPM packages for Fedora/RHEL
Linux: AUR support for Arch Linux
Linux: Dedicated launcher UI

0.4.112025年11月18日

Light Mode

Complete light mode support with theme-aware visualizations.

亮点

Light mode across all views
Entity and community search
Windows startup improvements

新增

Light mode with theme toggle in Settings
Entity search in fast search
Community search across graph
Label filtering in fast search

改进

Theme-aware graph visualization
LLM availability error reporting
Settings UI with tooltips

修复

Windows launcher startup flash
Windows console window blink

0.4.102025年11月15日

Windows Beta

Windows support arrives with all core features working.

亮点

Windows Beta release
Light mode theming
Optimized Deep Search (~6 seconds)

新增

Windows Beta with full feature support
Light mode with system theme integration
Cross-platform embedding support

改进

Deep Search optimized to ~6 seconds
Intent detection accuracy
Process cleanup on Windows

0.4.62025年10月29日

DeepChat & MCP Improvements

Native DeepChat integration and improved MCP tool definitions.

亮点

新增

改进

MCP tool argument prompts

0.4.22025年10月24日

Thread Search & Claude Code

Search across all threads and import from Claude Code and Codex.

亮点

新增

Thread search across all conversations
Claude Code plugin for conversation import
Codex integration with thread import

改进

Thread view performance
Code block rendering for large threads

0.3.12025年10月12日

Fast Search & Remote LLM

Quick memory lookup and cloud LLM provider support.

亮点

Fast search mode for quick lookup
Remote LLM provider support

新增

Fast search mode
Remote LLM provider support

改进

LLM-based intent detection

0.2.42025年9月22日

License & Updates

Pro license activation and update checker.

新增

Pro license activation
Update checker
Manual memory creation
Discord and docs links in Settings

0.2.02025年8月7日

Alpha Release

First public alpha with core memory management, knowledge graph, and MCP integration.

亮点

新增

Threads view for conversation management
Memories view with knowledge cards
Knowledge graph visualization
MCP server for Claude, Cursor, and other AI tools
Browser extension (Nowledge Mem Exchange)
Search launcher (⌘⇧Space)
Semantic search with embeddings
Graph multi-selection and lasso select
Native macOS app

Hermes Plugin Abstraction, Codex Fixes & Safer Upsert

OpenCode Integration & Load-Stability Hardening

Pi, OpenCode & Hermes Integrations, Trustworthy Distillation & Search Reliability

Remote Embeddings, Agent-Friendly CLI & Reliability Upgrade

Auto-Learn, Context Picker & Seamless Reconnection

Crash-Loop Recovery, VPN Connectivity & Mobile Fixes

iOS Access, Smarter Remote AI & Reliability Upgrades

Windows In-App Updates & Remote Access Reliability

Remote Access, Graph API & Windows Startup Stability

Lower Memory Footprint, Smaller Indexes & Startup Hardening

Sharper Integrations, Safer Access & Better Diagnostics

Data Transfer, Startup Reliability & Integration Stability, Claude Code Plugin refactor

Windows Startup Recovery & Intel Mac Reliability

Smarter Tables, Faster Timeline & Better Agent Control

Apple Notes, Multi-Vault & Display Zoom

Doubao, WSL2 & Smarter Capture

Cost Controls & 20+ Languages

Background Intelligence, Smart Feed & Library

MCP Browse Mode & CLI Thread Import

Standalone CLI & Batch Thread Deletion

AI Now Command Execution Fix

Internationalization & Infographic Visualization

AI Conversation Discovery

16x Larger Memories & AI Now Stability

Arch Linux Support & Windows Fixes

Linux Packaging & Graph Reliability

nmem CLI & New LLM Providers

Deep Research Hotfix

Stability Hotfix

AI Now & Bi-Temporal Memory

Light Mode

Windows Beta

DeepChat & MCP Improvements

Thread Search & Claude Code

Fast Search & Remote LLM

License & Updates

Alpha Release

准备试用？

Hermes Plugin Abstraction, Codex Fixes & Safer Upsert

OpenCode Integration & Load-Stability Hardening

Pi, OpenCode & Hermes Integrations, Trustworthy Distillation & Search Reliability

Remote Embeddings, Agent-Friendly CLI & Reliability Upgrade

Auto-Learn, Context Picker & Seamless Reconnection

Crash-Loop Recovery, VPN Connectivity & Mobile Fixes

iOS Access, Smarter Remote AI & Reliability Upgrades

Windows In-App Updates & Remote Access Reliability

Remote Access, Graph API & Windows Startup Stability

Lower Memory Footprint, Smaller Indexes & Startup Hardening

Sharper Integrations, Safer Access & Better Diagnostics

Data Transfer, Startup Reliability & Integration Stability, Claude Code Plugin refactor

Windows Startup Recovery & Intel Mac Reliability

Smarter Tables, Faster Timeline & Better Agent Control

Apple Notes, Multi-Vault & Display Zoom

Doubao, WSL2 & Smarter Capture

Cost Controls & 20+ Languages

Background Intelligence, Smart Feed & Library

MCP Browse Mode & CLI Thread Import

Standalone CLI & Batch Thread Deletion

AI Now Command Execution Fix

Internationalization & Infographic Visualization

AI Conversation Discovery

16x Larger Memories & AI Now Stability

Arch Linux Support & Windows Fixes

Linux Packaging & Graph Reliability

nmem CLI & New LLM Providers

Deep Research Hotfix

Stability Hotfix

AI Now & Bi-Temporal Memory

Light Mode

Windows Beta

DeepChat & MCP Improvements

Thread Search & Claude Code

Fast Search & Remote LLM

License & Updates

Alpha Release

准备试用？