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  1. Home
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  3. Waggle MCP
  4. vs Mnemos
Side-by-Side Model Context Protocol Comparison

Waggle MCP vs Mnemos

In-depth architectural comparison of the Waggle MCP and Mnemos 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

Waggle MCP
Knowledge & Memory · Local stdio
Quality: 55/100 (Good) | Auth: No auth required
Mnemos
Knowledge & Memory · Local stdio
Quality: 59/100 (Good) | Auth: No auth required
Verdict Summary: Choose Waggle MCP if you need specialized Knowledge & Memory tools running via a local process. Choose Mnemos 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?

Waggle MCP logo

Choose Waggle MCP 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).
  • You have access to required keys: WAGGLE_MODEL, PYTHONUTF8.
  • Primary tools included: observe_conversation, query_graph, prime_context.
Explore Waggle MCP Details
Mnemos logo

Choose Mnemos 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: mnemos_store, mnemos_search, mnemos_context.
Explore Mnemos Details

Feature & Specification Comparison

Specification
Waggle MCP logo
Waggle MCP
Abhigyan-Shekhar
Knowledge & Memory
Mnemos logo
Mnemos
s60yucca
Knowledge & Memory
SummaryPersistent graph memory for AI agents. Drop a conversation turn in via observeconversation() and facts are auto-extracted, stored as typed graph nodes with local semantic embeddings (no API key). Supports temporal queries ("what did we decide last week?"), conflict detection, and context priming. One-command setup with waggle-mcp init. SQLite locally, Neo4j in production.Persistent memory engine for AI coding agents. Stores architecture decisions, bug root causes, and project conventions across sessions. Single Go binary with embedded SQLite, FTS5 search, context assembly within token budgets, and autopilot setup for Claude Code, Kiro, and Cursor.

Tools & Capabilities Breakdown

Waggle MCP Tools (35)

observe_conversation
After any turn containing a decision, preference, constraint, correction, or project fact. Persists the verbatim turn first, then extracts graph nodes. Returns `turn_id`, `verbatim_stored`, `nodes_extracted`, `edges_inferred`.
query_graph
Before answering questions that may depend on prior context. Hybrid retrieval (graph + verbatim transcript) by default. Supports `as_of` for point-in-time queries.
prime_context
At the start of a new session to hydrate context from the most relevant scoped memories.
graph_diff
When the user asks what changed recently.
aggregate_graph
Broad filtered subgraph for map-reduce tasks. Use when you want a large scoped slice rather than high-precision top-K. Supports `node_types`, `tags`, `as_of`, `include_invalidated`.

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).

Waggle MCP Configuration
mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "abhigyan-shekhar-waggle-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "abhigyan-shekhar-waggle-mcp"
      ],
      "env": {
        "WAGGLE_MODEL": "YOUR_WAGGLE_MODEL_HERE",
        "PYTHONUTF8": "YOUR_PYTHONUTF8_HERE"
      }
    }
  }
}
Mnemos Configuration
mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "s60yucca-mnemos": {
      "command": "npx",
      "args": [
        "-y",
        "@s60yucca/mnemos"
      ]
    }
  }
}

Frequently Asked Questions

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

More alternatives to Waggle MCPMore alternatives to MnemosKnowledge & Memory category hub

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Popular comparisons with Mnemos

Category & Scope
Knowledge & Memory
Knowledge & Memory
Quality signal55/100 (Good)59/100 (Good)
Transport ProtocolLocal Subprocess (stdio)Local Subprocess (stdio)
Auth RequirementNo auth requiredNo auth required
Pricing ModelFree / Open SourceFree / Open Source
Required Env Vars
WAGGLE_MODELPYTHONUTF8
None required
Compatible Clients
Claude DesktopCursorWindsurfClineVS Code
Claude DesktopCursorWindsurfClineVS Code
Install path signalnpx · lownpx · high
Engagement & Health 2 views 0 copies 0 upvotes 42 stars 2 views 0 copies 0 upvotes 22 stars
Verified / OfficialCommunity ListingCommunity Listing
Open full listingView Waggle MCP ListingView Mnemos Listing
get_related
Fetch the neighborhood around a specific node by ID.
get_node_history
Inspect a node's evidence, validity window, and connected context.
get_topics
Topic clusters via community detection across the full tenant graph.
timeline
Chronological view of memory changes for a node or query.
list_conflicts
List unresolved contradiction and update edges.
resolve_conflict
Mark a conflict resolved. Pass `winner` (node ID) to supersede the losing node — sets its `valid_to` to now.
update_node
Update an existing node's content, label, or tags.
+23 more tools listed on main page

Mnemos Tools (9)

mnemos_store
Store a memory (full auto-pipeline runs transparently)
mnemos_search
Hybrid FTS + semantic + file-overlap search
mnemos_context
Assemble budget-aware, MMR-diversified context
mnemos_get
Fetch by ID
mnemos_update
Update content, summary, or tags
mnemos_delete
Soft-delete (recoverable via maintain)
mnemos_relate
Link two memories (supersedes, caused_by, depends_on)
mnemos_maintain
Run decay, archival, GC, stale detection
mnemos_runtime
Report live MCP server version, host, pid, executable, uptime, data dir, and project scope
Moxie Docs MCP logo
Mnemos vs Moxie Docs MCP
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