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  1. Home
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  3. Graph Mem
  4. vs Shodh Memory
Side-by-Side Model Context Protocol Comparison

Graph Mem vs Shodh Memory

In-depth architectural comparison of the Graph Mem and Shodh 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

Graph Mem
Knowledge & Memory · Local stdio
Quality: 51/100 (Good) | Auth: No auth required
Shodh Memory
Knowledge & Memory · Local stdio
Quality: 69/100 (Great) | Auth: No auth required
Verdict Summary: Choose Graph Mem if you need specialized Knowledge & Memory tools running via a local process. Choose Shodh 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?

Graph Mem logo

Choose Graph Mem 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: add_entities, add_relationships, add_observations.
Explore Graph Mem Details
Shodh Memory logo

Choose Shodh 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: remember, recall, recall_by_tags.
Explore Shodh Memory Details

Feature & Specification Comparison

Specification
Graph Mem logo
Graph Mem
Knowledge & Memory
Shodh Memory logo
Shodh Memory
varun29ankuS
Knowledge & Memory
SummaryPersistent knowledge-graph memory for AI agents, with local semantic search. No API keys.Cognitive memory for AI agents with Hebbian learning, 3-tier architecture, and knowledge graphs. Single 15MB binary, runs offline on edge devices.
Category & ScopeKnowledge & Memory

Tools & Capabilities Breakdown

Graph Mem Tools (28)

add_entities
Batch-create entities with optional observations; auto-merges on name conflict; returns quality screening hints
add_relationships
Create typed, directed edges between entities; merges duplicates by max weight
add_observations
Attach factual statements to entities with optional source provenance
update_entity
Modify entity name, description, properties, or type in-place (rename with collision check)
update_relationship
Change weight, type, or properties of an existing edge without delete+re-create
update_observation

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).

Graph Mem Configuration
mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "graph-mem": {
      "command": "uvx",
      "args": [
        "--from",
        "graphmem-mcp",
        "graph-mem"
      ]
    }
  }
}
Shodh Memory Configuration
mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "varun29ankus-shodh-memory": {
      "command": "npx",
      "args": [
        "-y",
        "@shodh/memory-mcp"
      ]
    }
  }
}

Frequently Asked Questions

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

More alternatives to Graph MemMore alternatives to Shodh MemoryKnowledge & Memory category hub

Related MCP Server Comparisons

Popular comparisons with Graph Mem

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Popular comparisons with Shodh Memory

Knowledge & Memory
Quality signal51/100 (Good)69/100 (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 signaluvx · highnpx · high
Engagement & Health 0 views 0 copies 0 upvotes 1 stars 4 views 0 copies 0 upvotes 289 stars
Verified / OfficialCommunity ListingCommunity Listing
Open full listingView Graph Mem ListingView Shodh Memory Listing
Edit observation text content in-place with automatic embedding recompute
delete_entities
Remove entities with cascade to relationships, observations, and embeddings
delete_relationships
Remove specific edges between entities, optionally filtered by type
delete_observations
Remove specific observations by ID with ownership validation
merge_entities
Combine duplicate entities: moves observations and relationships, deduplicates edges
search_nodes
Hybrid semantic + full-text search with RRF fusion ranking
search_observations
Semantic search directly over observation text content
+16 more tools listed on main page

Shodh Memory Tools (38)

remember
Store a memory for future recall. Use this to remember important information, decisions, user preferences, project context, or anything you want to recall later.
recall
Search memories AND todos using semantic similarity. Returns both relevant memories and matching todos. Use this to find past experiences, decisions, context, or pending work. Modes: 'semantic' (vector similarity), 'associative' (graph traversal), 'temporal' (time-based retrieval), 'hybrid' (combined), 'spatial' (geo-location based), 'mission' (mission context), 'action_outcome' (reward-based learning).
recall_by_tags
Find memories by tags. Returns memories matching ANY of the provided tags. Useful for finding memories by category (e.g., 'tool:Edit', 'file:src/main.rs', 'source:hook', 'error', 'session-summary').
context_summary
Get a condensed summary of recent learnings, decisions, and context. Use this at the start of a session to quickly understand what you've learned before.
list_memories
List all stored memories
forget
Delete a specific memory by ID
memory_stats
Get statistics about stored memories
verify_index
Verify vector index integrity - diagnose orphaned memories that are stored but not searchable. Returns health status and count of orphaned memories.
repair_index
Repair vector index by re-indexing orphaned memories. Use this when verify_index shows unhealthy status. Returns count of repaired memories.
backup_create
Create a backup of all memories. Returns backup metadata including ID, size, and checksum. Backups are stored locally and can be restored later.
backup_list
List all available backups for this user. Returns backup history with IDs, timestamps, and sizes.
backup_verify
Verify backup integrity using SHA-256 checksum. Use to check if a backup is corrupted before restoring.
+26 more tools listed on main page
Codebase Memory MCP logo
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