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Compare scores, permissions, risks, and fit in one decision-focused table.

DimensionDeepChatLocal-first open-source AI agent desktop client unifying LLM providers, MCP, Skills, and ACP agentsDuckDuckGo Search MCP ServerMCP server providing web search and content fetching via DuckDuckGoBasic MemoryYour AI never forgets again.
FMRS52 / 100 · D74 / 100 · B72 / 100 · B
Reliability7 / 2011 / 2010 / 20
Security and permissions6 / 2015 / 2015 / 20
Maintenance15 / 2017 / 2016 / 20
Documentation13 / 2017 / 2017 / 20
Setup experience11 / 2014 / 2014 / 20
Best for
  • Users who want a single desktop app that unifies many cloud LLM providers (OpenAI, Anthropic, Gemini, DeepSeek, etc.) and local Ollama models
  • Users who need to connect to multiple external MCP tool services with local-first storage and inspectable session history (Tape/Trace)
  • Users who want to reuse Agent Skills built for Claude Code, Cursor, Windsurf, and similar tools
  • Developers who want coding-focused ACP agents integrated into the same chat-style model selector
  • Developers needing quick, API-key-free web search capabilities
  • Privacy-conscious users who prefer local search execution
  • AI application development with Claude Desktop or Claude Code
  • Privacy-conscious developers who want local data storage.
  • Researchers who need AI-assisted management of large note collections.
  • Users of Markdown editors like Obsidian.
Not for
  • Users looking for an MCP server to add into Claude Desktop or another AI client's config (DeepChat is an MCP client/host, not a server to be added elsewhere)
  • Users who want a lightweight CLI-only tool rather than a full Electron desktop application
  • Users needing a native mobile app (currently Windows/macOS/Linux desktop only; mobile access is indirect, via remote control)
  • Enterprise applications requiring high-scale, reliable search APIs
  • Users needing advanced search features like custom ranking or filters
  • Accessing sites blocked by TLS fingerprinting without installing the optional browser backend
  • Users needing cloud sync and mobile access (unless using the paid cloud service).
  • Minimalists who want zero configuration.
  • Scenarios requiring large-scale vector databases and complex retrieval (local SQLite may be insufficient).
Required permissions
  • Local file system read/write access for session Tape storage, Skills files (imported from folders/ZIP/URL), and app configuration
  • Ability to spawn local subprocesses, used to run stdio-based MCP services and the bundled Node.js runtime
  • Network access to call cloud LLM APIs, search services (e.g. Brave Search), and SSE/StreamableHTTP MCP services
  • Remote-control bot credentials (Telegram/Feishu/QQBot/Discord/WeChat iLink tokens) used to bind and remotely operate desktop sessions
  • Local Ollama management access to download, deploy, and run local models
  • Outbound network access to DuckDuckGo and other websites
  • Reads environment variables for SafeSearch, region, and CA certificates
  • Optionally reads a CA certificate file (for TLS-intercepting proxies)
  • Read and write to the local filesystem (default: ~/basic-memory).
  • Perform file and directory operations (create, edit, delete).
  • Access local SQLite database (or Postgres/Milvus if configured).
Risks and side effects
  • Third-party MCP services connected via stdio run as local processes under the user's permissions — only install MCP services from trusted sources
  • Imported Skills may include optional scripts that execute with the app's permissions once enabled — vet the source before enabling
  • If a remote-control bot token is leaked, an attacker could remotely control the local session, switch models, or read pending interactions via the messaging app
  • Some search functionality works by simulating user browsing of search engines, which may raise terms-of-service considerations for target sites
  • The README describes encryption/obfuscation interfaces as "reserved" capabilities — verify what is actually enabled in a given release before relying on it
  • Search endpoints may occasionally return empty results or errors, especially when blocked
  • Content fetching may be subject to SSRF protection, blocking private or loopback addresses by default
  • Misuse could lead to rate limiting or IP blocking
  • Tools have write operations that may unintentionally modify or delete notes.
  • Edit operations may overwrite existing content, though there are protections.
  • Semantic search and reranking features may require model downloads, adding latency.
  • Local data backups are the user's responsibility.
Supported clientsClaude Desktop, Claude CodeClaude Desktop, Claude Code, Codex CLI, Cursor, VS Code, ChatGPT, Obsidian
Tools0221