What is the key difference between Shodh Memory and Codebase Memory MCP?

Shodh Memory belongs to the Knowledge & Memory category with local stdio execution, while Codebase Memory MCP belongs to the Knowledge & Memory category with local stdio execution.

How do I install Shodh Memory or Codebase Memory MCP in Claude Desktop or Cursor?

Copy the mcpServers JSON configuration snippet provided on this page into your claude_desktop_config.json or ~/.cursor/mcp.json file and restart your AI client.

Are Shodh Memory and Codebase Memory MCP free or paid?

Shodh Memory operates under a Free / Open Source model (No auth required). Codebase Memory MCP operates under a Free / Open Source model (No auth required).

Which MCP server has more tools and community activity?

Shodh Memory lists 38 tools with 4 views and 281 GitHub stars. Codebase Memory MCP lists 14 tools with 7 views and 42,895 GitHub stars.

Can I use both Shodh Memory and Codebase Memory MCP together in the same MCP host?

Yes! MCP hosts like Claude Desktop, Cursor, Windsurf, Cline, and VS Code support configuring multiple servers under the mcpServers object simultaneously.

Side-by-Side Model Context Protocol Comparison

Shodh Memory vs Codebase Memory MCP

In-depth architectural comparison of the Shodh Memory and Codebase Memory 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

Shodh Memory

Knowledge & Memory · Local stdio

Quality: 69/100 (Great) | Auth: No auth required

Codebase Memory MCP

Knowledge & Memory · Local stdio

Quality: 72/100 (Great) | Auth: No auth required

Verdict Summary: Choose Shodh Memory if you need specialized Knowledge & Memory tools running via a local process. Choose Codebase Memory 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?

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

Choose Codebase Memory 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).
Primary tools included: index_repository, list_projects, delete_project.

Explore Codebase Memory MCP Details

Feature & Specification Comparison

Specification	Shodh Memory varun29ankuS Knowledge & Memory	Codebase Memory MCP DeusData Knowledge & Memory
Summary	Cognitive memory for AI agents with Hebbian learning, 3-tier architecture, and knowledge graphs. Single 15MB binary, runs offline on edge devices.	Code-intelligence engine that indexes a repo into a persistent knowledge graph — functions, classes, call chains, HTTP routes, cross-service links. 159 languages via tree-sitter + Hybrid LSP, sub-ms structural queries, 99% fewer tokens than grep. Single static binary, zero dependencies, 100% local. npx codebase-memory-mcp
Category & Scope

Tools & Capabilities Breakdown

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.

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).

Shodh Memory Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "varun29ankus-shodh-memory": {
      "command": "npx",
      "args": [
        "-y",
        "@shodh/memory-mcp"
      ]
    }
  }
}

Codebase Memory MCP Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "deusdata-codebase-memory-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "codebase-memory-mcp"
      ]
    }
  }
}

Frequently Asked Questions

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

More alternatives to Shodh Memory More alternatives to Codebase Memory MCP Knowledge & Memory category hub Canonical compare URL