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

Crbro Memory vs Shodh Memory

In-depth architectural comparison of the Crbro Memory 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

Crbro Memory
Knowledge & Memory · Local stdio
Quality: 59/100 (Good) | Auth: No auth required
Shodh Memory
Knowledge & Memory · Local stdio
Quality: 69/100 (Great) | Auth: No auth required
Verdict Summary: Choose Crbro Memory 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?

Crbro Memory logo

Choose Crbro 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: crbro_boot, crbro_inspect, crbro_learn.
Explore Crbro Memory 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
Crbro Memory logo
Crbro Memory
Knowledge & Memory
Shodh Memory logo
Shodh Memory
varun29ankuS
Knowledge & Memory
SummaryPersistent file-based memory for AI agents: inspectable, versionable, fully local.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

Crbro Memory Tools (15)

crbro_boot
Boot the brain at session start — loads hot topics, context, the last three sessions and the `retired_tools` map
crbro_inspect
Read-only views by id or name: `view=status`, `neuron`, `neurons`, `sessions`, `global_map
crbro_learn
Store a fact, decision, pattern, preference, error or debt — with the keywords a future question may use. `supersedes` retires the old version in the same call
crbro_recall
Search every stored line, not just topic names — returns what matched, how confidently, and the topic's next best lines. Several phrasings at once are fused by rank
crbro_revise
Retire facts (and decisions, patterns, errors, debts via `entries`) as superseded or retracted, reactivate them with `status=active`, and edit summary, domain, tags or name

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).

Crbro Memory Configuration
mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "crbro-memory": {
      "command": "npx",
      "args": [
        "-y",
        "crbro-memory"
      ]
    }
  }
}
Shodh Memory Configuration
mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "varun29ankus-shodh-memory": {
      "command": "npx",
      "args": [
        "-y",
        "@shodh/memory-mcp"
      ]
    }
  }
}

Frequently Asked Questions

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

More alternatives to Crbro MemoryMore alternatives to Shodh MemoryKnowledge & Memory category hub

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Popular comparisons with Shodh Memory

Knowledge & Memory
Quality signal59/100 (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 signalnpx · highnpx · high
Engagement & Health 1 views 0 copies 0 upvotes 5 stars 4 views 0 copies 0 upvotes 289 stars
Verified / OfficialCommunity ListingCommunity Listing
Open full listingView Crbro Memory ListingView Shodh Memory Listing
crbro_forget
Remove for good, keeping a copy in `.quarantine/` first — entries of a neuron, a whole neuron (two-step with `confirm_token`), a session log; `restore` and `merge_into` too
crbro_connect
Create, strengthen, set the strength of or delete (`action=disconnect`) a connection between neurons
crbro_context
Read (no arguments) or update the active working context — topics, open items, discard or clear
crbro_map
Keep one living map of how a topic's system works — replaced whole, never patched
crbro_consolidate
End-of-session consolidation — the only way to log a session; links the topics it wrote and syncs spaces
crbro_maintenance
Brain maintenance — heat, pruning, integrity, `repair`, `unarchive`, index rebuild
crbro_audit
Find credentials stored in the brain, session logs included — reports the kind, never the value
+3 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
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