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  1. Home
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  3. Toon Memory
  4. vs Iai Personal Memory Engine
Side-by-Side Model Context Protocol Comparison

Toon Memory vs Iai Personal Memory Engine

In-depth architectural comparison of the Toon Memory and Iai Personal Memory Engine 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

Toon Memory
Knowledge & Memory · Local stdio
Quality: 57/100 (Good) | Auth: No auth required
Iai Personal Memory Engine
Knowledge & Memory · Local stdio
Quality: 67/100 (Great) | Auth: No auth required
Verdict Summary: Choose Toon Memory if you need specialized Knowledge & Memory tools running via a local process. Choose Iai Personal Memory Engine 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?

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
Iai Personal Memory Engine logo

Choose Iai Personal Memory Engine 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_recall, memory_temporal_recall, memory_recall_structural.
Explore Iai Personal Memory Engine Details

Feature & Specification Comparison

Specification
Toon Memory logo
Toon Memory
Knowledge & Memory
Iai Personal Memory Engine logo
Iai Personal Memory Engine
CodeAbra
Knowledge & Memory
SummaryOffline persistent memory for AI coding agents — 37 tools, 80% fewer calls, no LLMLocal memory daemon for any MCP-over-stdio client with three-tier storage (episodic/semantic/procedural). Own SQLite + hnswlib store (Hippo) with bge-small-en-v1.5, MIT-licensed community-detection reranking (MOSAIC), and sleep-cycle consolidation. AES-256-GCM encrypted at rest, no telemetry. Verbatim recall >=99% and post-contradiction Rescue@10 1.000 at honest scale. Ambient capture via shell hooks. Windows support in beta.
Category & Scope

Tools & Capabilities Breakdown

Toon Memory Tools (35)

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

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).

Toon Memory Configuration
mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "toon-memory": {
      "command": "npx",
      "args": [
        "-y",
        "toon-memory"
      ]
    }
  }
}
Iai Personal Memory Engine Configuration
mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "codeabra-iai-personal-memory-engine": {
      "command": "uvx",
      "args": [
        "iai-pme"
      ]
    }
  }
}

Frequently Asked Questions

Toon Memory is categorized under Knowledge & Memory and uses a local stdio subprocess. In contrast, Iai Personal Memory Engine belongs to Knowledge & Memory using local stdio subprocess. Select Toon Memory when you need capabilities focused on knowledge & memory and Iai Personal Memory Engine when you require tools for knowledge & memory.

More alternatives to Toon MemoryMore alternatives to Iai Personal Memory EngineKnowledge & Memory category hubCanonical compare URL

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Popular comparisons with Iai Personal Memory Engine

Knowledge & Memory
Knowledge & Memory
Quality signal57/100 (Good)67/100 (Great)
Transport ProtocolLocal Subprocess (stdio)Local 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 signalnpx · highuvx · high
Engagement & Health 1 views 0 copies 0 upvotes 11 stars 2 views 0 copies 0 upvotes 891 stars
Verified / OfficialCommunity ListingCommunity Listing
Open full listingView Toon Memory ListingView Iai Personal Memory Engine Listing
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

Iai Personal Memory Engine Tools (9)

memory_recall
Cue-based recall — returns hits **and anti-hits**: memories that *contradict* the cue surface next to the ones that match, so a stale fact can't masquerade as current.
memory_temporal_recall
Time-anchored recall — *"what did I say about pricing in May?"*
memory_recall_structural
Retrieve by the *shape* of a memory (the HD substrate), not just its embedding.
memory_search
Plain text search over the store.
memory_capture
Write a memory explicitly (ambient capture normally does this for you).
memory_contradict
Record that a fact changed. The old version is archived, not erased — both stay retrievable. That's the Rescue@10 and historical-verbatim story in the [benchmarks](#benchmarks).
memory_reinforce
Strengthen a memory's recall pathways.
memory_consolidate
Run a consolidation pass now instead of waiting for idle.
profile_get_set
The eleven sealed procedural knobs the engine learns about you.
Moxie Docs MCP logo
Iai Personal Memory Engine vs Moxie Docs MCP
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