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  1. Home
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  3. RCLL
  4. vs Toon Memory
Side-by-Side Model Context Protocol Comparison

RCLL vs Toon Memory

In-depth architectural comparison of the RCLL and Toon Memory MCP servers. Compare execution transports, security boundaries, tool capabilities, quality scores, and ready-to-paste client installation snippets for Claude, Cursor, Windsurf, and VS Code.

At a Glance & Executive Verdict

RCLL
Knowledge & Memory · Remote HTTP/SSE
Quality: 52/100 (Good) | Auth: No auth required
Toon Memory
Knowledge & Memory · Local stdio
Quality: 57/100 (Good) | Auth: No auth required
Verdict Summary: Choose RCLL if you need specialized Knowledge & Memory tools running via a hosted cloud SSE transport. Choose Toon Memory if your workspace requires Knowledge & Memory integration with local subprocess execution. Both servers can be configured concurrently in your client's mcpServers manifest.

Which MCP Server Should You Choose?

R

Choose RCLL when:

  • You need dedicated capabilities in the Knowledge & Memory domain.
  • You prefer remote streaming HTTP/SSE transport architecture.
  • Your security boundary fits: No auth required (Free / Open Source).
  • Primary tools included: memory_retain, memory_recall, memory_reflect.
Explore RCLL Details
Toon Memory logo

Choose Toon Memory when:

  • You need dedicated capabilities in the Knowledge & Memory domain.
  • You prefer local stdio subprocess transport architecture.
  • Your security boundary fits: No auth required (Free / Open Source).
  • Primary tools included: memory_remember, memory_recall, memory_smart_recall.
Explore Toon Memory Details

Feature & Specification Comparison

Specification
R
RCLL
Knowledge & Memory
Toon Memory logo
Toon Memory
Knowledge & Memory
SummarySelf-hosted shared memory for a team of AI agents. Rooms, L0-L3 depth, no LLM on the read path.Offline persistent memory for AI coding agents — 37 tools, 80% fewer calls, no LLM
Category & ScopeKnowledge & MemoryKnowledge & Memory
Quality signal

Tools & Capabilities Breakdown

RCLL Tools (5)

memory_retain
Save a memory with automatic room/hall classification
memory_recall
Scoped semantic search with room/hall/layer filters
memory_reflect
Deep reasoning — synthesize facts, find patterns, answer with citations
memory_compress
Create closet summaries from accumulated facts
memory_bridge
Cross-bank tunnels between related memories

Toon Memory Tools (35)

Ready-to-Paste Client Configurations

Paste either (or both) of these JSON server blocks into your client config file (e.g. claude_desktop_config.json or ~/.cursor/mcp.json).

RCLL Configuration
mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "rcll": {
      "url": "https://godcrm.ai/git/holetron-lab/fleet-memory"
    }
  }
}
Toon Memory Configuration
mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "toon-memory": {
      "command": "npx",
      "args": [
        "-y",
        "toon-memory"
      ]
    }
  }
}

Frequently Asked Questions

RCLL is categorized under Knowledge & Memory and uses a remote streaming HTTP/SSE transport. In contrast, Toon Memory belongs to Knowledge & Memory using local stdio subprocess. Select RCLL when you need capabilities focused on knowledge & memory and Toon Memory when you require tools for knowledge & memory.

More alternatives to RCLLMore alternatives to Toon MemoryKnowledge & Memory category hub

Related MCP Server Comparisons

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Popular comparisons with Toon Memory

52/100 (Good)
57/100 (Good)
Transport ProtocolRemote HTTP/SSELocal Subprocess (stdio)
Auth RequirementNo auth requiredNo auth required
Pricing ModelFree / Open SourceFree / Open Source
Required Env VarsNone requiredNone required
Compatible Clients
Claude DesktopCursorWindsurfClineVS Code
Claude DesktopCursorWindsurfClineVS Code
Install path signalRemote (HTTP/SSE) · highnpx · high
Engagement & Health 0 views 0 copies 0 upvotes 0 stars 1 views 0 copies 0 upvotes 11 stars
Verified / OfficialCommunity ListingCommunity Listing
Open full listingView RCLL ListingView Toon Memory Listing
memory_remember
Save a decision, pattern, bug, knowledge, or **warning** (negative "do NOT do this" memory, recalled with a boost) — optional TTL, auto-tag inference, `links` to build the memory graph, merge-dedup on same key, auto quality score and confidence. **Write-path intelligence**: each save is annotated w…
memory_recall
Search memory (use BEFORE reading files, filters expired TTL). `mode: "graph"` expands a relationship-aware subgraph for higher precision. `budget: "tiny"
memory_smart_recall
Unified recall**: BM25 + graph + decay + quality in one call. `sessionBias` boosts entries from the current git branch. `explain: true` appends per-entry reasons, `budget_tokens` caps output by estimated tokens. Use at the START of every task. Returns compact, token-efficient output
memory_forget
Lifecycle ops** by key or id: `action: "soft"` (default) marks obsolete, `"hard"` permanently removes, `"restore"` brings back to active, `"supersede"` retires it with a `superseded_by` link to `new_key
memory_stats
View memory state (including TTL stats, quality distribution, origin/status breakdown, cold memories below quality/access thresholds, and **hit rate / duplicate / obsolete** metrics)
memory_summary
Save/retrieve file summaries
memory_archive
Archive old entries (>30 days) and expired TTL entries
memory_diff
Show changes since a date (24h, 7d, or exact date)
memory_suggest
Find related entries for a given context
memory_encrypt
Enable AES-256-GCM encryption
memory_decrypt
Disable encryption
memory_backup
Create timestamped backup of memory file (auto-prunes to 10 most recent)
+23 more tools listed on main page
Moxie Docs MCP logo
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