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  3. Iai Personal Memory Engine
  4. vs Moxie Docs MCP
Side-by-Side Model Context Protocol Comparison

Iai Personal Memory Engine vs Moxie Docs MCP

In-depth architectural comparison of the Iai Personal Memory Engine and Moxie Docs MCP 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

Iai Personal Memory Engine
Knowledge & Memory · Local stdio
Quality: 67/100 (Great) | Auth: No auth required
Moxie Docs MCP
Knowledge & Memory · Local stdio
Quality: 82/100 (Excellent) | Auth: API Key required
Verdict Summary: Choose Iai Personal Memory Engine if you need specialized Knowledge & Memory tools running via a local process. Choose Moxie Docs MCP 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?

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
Moxie Docs MCP logo

Choose Moxie Docs MCP when:

  • You need dedicated capabilities in the Knowledge & Memory domain.
  • You prefer local stdio subprocess transport architecture.
  • Your security boundary fits: API Key required (Freemium).
  • You have access to required keys: MOXIE_TOKEN.
  • Primary tools included: moxie.get_ai_context, moxie.get_doc_impact, moxie.get_api_context.

Feature & Specification Comparison

Specification
Iai Personal Memory Engine logo
Iai Personal Memory Engine
CodeAbra
Knowledge & Memory
Moxie Docs MCP logo
Moxie Docs MCP
FeaturedVerifiedKnowledge & Memory
SummaryLocal 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.

Tools & Capabilities Breakdown

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).

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).

Iai Personal Memory Engine Configuration
mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "codeabra-iai-personal-memory-engine": {
      "command": "uvx",
      "args": [
        "iai-pme"
      ]
    }
  }
}
Moxie Docs MCP Configuration
mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "moxie-docs-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "moxie-docs"
      ],
      "env": {
        "MOXIE_TOKEN": "YOUR_MOXIE_TOKEN_HERE"
      }
    }
  }
}

Frequently Asked Questions

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

More alternatives to Iai Personal Memory EngineMore alternatives to Moxie Docs MCPKnowledge & Memory category hub

Related MCP Server Comparisons

Popular comparisons with Iai Personal Memory Engine

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Popular comparisons with Moxie Docs MCP

Explore Moxie Docs MCP Details
MCP & Agent Skills for Automated Documentation, and codebase conventions + context
Category & ScopeKnowledge & MemoryKnowledge & Memory
Quality signal67/100 (Great)82/100 (Excellent)
Transport ProtocolLocal Subprocess (stdio)Local Subprocess (stdio)
Auth RequirementNo auth requiredAPI Key required
Pricing ModelFree / Open SourceFreemium
Required Env VarsNone required
MOXIE_TOKEN
Compatible Clients
Claude DesktopCursorWindsurfClineVS Code
Claude DesktopCursorWindsurfClineVS Code
Install path signaluvx · highnpx · high
Engagement & Health 2 views 0 copies 0 upvotes 489 stars 17 views 25 copies 4 upvotes 2 stars
Verified / OfficialCommunity Listing Yes (Verified)
Open full listingView Iai Personal Memory Engine ListingView Moxie Docs MCP Listing
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 Tools (12)

moxie.get_ai_context
Compact pre-edit briefing: repo status, verified commands, top conventions, open gaps, team notes. Read this first.
moxie.get_doc_impact
Given the paths you're about to change (and any you're deleting), returns the conventions, gaps, and existing docs whose evidence overlaps them - and flags net-new/undocumented surfaces.
moxie.get_api_context
Given paths you're about to touch, returns structured context for any API endpoints they map to: method, path, schema, and known consumers/features.
moxie.review_change
Self-review a change before opening the PR; returns a severity-ranked verdict (clean / warnings / must-fix) covering convention breaches, stale docs, undocumented surface, and broken references.
moxie.get_conventions
Discovered coding conventions, grouped by category, with confidence scores, agent guidance, and source-file citations.
moxie.search_docs
Semantic + keyword search over generated docs, conventions, gaps, and AI context.
moxie.get_doc_gaps
Unresolved documentation gaps with severity and the paths they concern.
moxie.get_documentation_opportunities
Recommended doc work: missing docs, drift repairs, and PR templates.
moxie.get_documentation_patterns
How the repository organizes and maintains its docs (where new docs belong).
moxie.list_docs
Paginated, section-grouped table of contents of every generated doc.
moxie.propose_doc_update
Add or update a doc as part of your current change; returns the target path + Markdown to write into your branch.
moxie.propose_doc_removal
Remove a Moxie-tracked doc your change makes obsolete; returns the path to delete in your branch.
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