Cognee vs Memory Os Cli

A side-by-side look at the Cognee and Memory Os Cli MCP servers: transport, auth, tools, quality signals, and the config to install either one in Claude, Cursor, Windsurf or VS Code.

Cognee logoCogneeKnowledge & MemoryMemory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources53GoodAuth: no auth requiredMemory Os Cli logoMemory Os CliKnowledge & Memory · Local subprocess (stdio)XMemo is user-owned memory for AI agents over a hosted Streamable HTTP MCP endpoint. Save, search, recall, and manage scoped memories across Copilot, Claude, ChatGPT, IDEs, and CLIs. https://xmemo.dev/mcp65GreatAuth: other

Verdict: choose Cognee for knowledge & memory work; choose Memory Os Cli for knowledge & memory as a local process. You can also run both side by side in one mcpServers block.

Which MCP server should you choose?

Cognee logoChoose Cognee when

  • You need dedicated capabilities in the Knowledge & Memory domain.
  • Its auth model fits you: No auth required.
  • You have the keys it needs: LLM_API_KEY.
  • You want tools like remember, recall, forget.
Explore Cognee

Memory Os Cli logoChoose Memory Os Cli when

  • You need dedicated capabilities in the Knowledge & Memory domain.
  • You prefer a local stdio subprocess transport.
  • Its auth model fits you: other.
  • You want tools like get_mcp_identity, remember, recall.
Explore Memory Os Cli

Feature & specification comparison

Rows where the two servers differ are marked.

SpecCognee logoCogneeMemory Os Cli logoMemory Os Cli
CategoryKnowledge & MemoryKnowledge & Memory
Quality signal53/100 · Good65/100 · Great
Install commandNot confirmed yetConfirmed
Transport—Local subprocess (stdio)
AuthNo auth requiredother
PricingFreeFree
Required env varsLLM_API_KEYNone listed
Verified ownerCommunity listingCommunity listing
GitHub stars32,67412
Directory activity 5 views 0 installs 0 upvotes 3 views 0 installs 0 upvotes
Tools420

Tools & capabilities

Cognee tools 4

  • rememberStore data in memory. Pass `data` for text, or `filename` + `content_base64` to ingest an uploaded file (up to 10 MB). With `session_id`: fast session cache (text only). Without `session_id`: permanent graph memory
  • recallSearch memory with auto-routing. Searches session cache first when `session_id` is provided, then falls through to the permanent graph
  • forgetDelete memory by dataset name or id, a single data item by `data_id` (paired with its `dataset_id`, both shown by `recall` with `include_references=True`), or delete all owned memory with `everything=True`
  • cognify_statusCheck the progress of background ingestion started by `remember(background=True)`. Unadvertised by default; discoverable via `search_tools` and callable by name

Memory Os Cli tools 20

  • get_mcp_identityCheck XMemo connection status and the connected account/agent.
  • rememberSave a memory so it can be recalled in future conversations.
  • recallRecall the most relevant saved memories before answering.
  • recall_contextRead a multi-memory context pack. Requires memory:read and does not change content. Use when many memories need explicit budgets; use recall for lightweight answer or get_project_context for project snapshot. max_items/max_tokens bound rendered output.
  • memory_statsShow aggregate statistics for XMemo memories.
  • update_memoryUpdate the content or metadata of an existing memory.
  • explain_memoryExplain why a memory exists or matched a query.
  • restore_memoryRestore a previously deleted memory.
  • add_expenseCreate one XMemo Ledger transaction and backing memory. Requires memory:write; it records a new transaction or reuses a semantic duplicate, and never deletes Ledger records. Use it for a purchase, income, refund, or transfer; use list_ledger_transactions or get_monthly_ledger_summary for reads. amount must be positive; transaction_type defaults to expense; blank transaction_date uses today's UTC date.
  • list_ledger_transactionsShow XMemo Ledger records.
  • get_monthly_ledger_summarySummarize Ledger totals by month and currency.
  • forgetPermanently delete a memory by target.
  • +8 more on the listing page

Ready-to-paste client configs

Paste either block (or both) into your client config, e.g. claude_desktop_config.json or ~/.cursor/mcp.json. We only show a config when the install command is confirmed.

Cognee

No confirmed install command for Cognee yet — follow the setup steps linked from its listing page rather than a guessed package name.

Memory Os Cli

mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "yonro-memory-os-cli": {
      "command": "npx",
      "args": [
        "-y",
        "--package",
        "@xmemo/client@latest",
        "xmemo-mcp"
      ]
    }
  }
}

Frequently asked questions

Cognee is categorized under Knowledge & Memory and uses an install path we have not confirmed yet. Memory Os Cli belongs to Knowledge & Memory and uses a local stdio subprocess. Pick Cognee for knowledge & memory work and Memory Os Cli for knowledge & memory.

Copy the mcpServers block from the config section on this page into your client's config (for example claude_desktop_config.json or ~/.cursor/mcp.json), then fully restart the client. Cognee has no confirmed install command yet — follow its own setup instructions.

Cognee is listed as free. Auth: no auth required. Memory Os Cli is listed as free. Auth: other. If a server needs environment variables such as API keys, define them under the env key in your client's MCP config.

Yes. MCP clients support multiple servers: add topoteretes-cognee and yonro-memory-os-cli as separate keys in the same mcpServers object, and your assistant will call tools from either one.

On AllMCPs, Cognee has a quality signal of 53/100 (Good) with 5 views, 0 installs and 32,674 GitHub stars. Memory Os Cli has 65/100 (Great) with 3 views, 0 installs and 12 GitHub stars.