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

Codebase Memory MCP belongs to the Knowledge & Memory category with local stdio execution, while Paparats belongs to the Knowledge & Memory category with cloud HTTP/SSE execution.

How do I install Codebase Memory MCP or Paparats 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 Codebase Memory MCP and Paparats free or paid?

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

Which MCP server has more tools and community activity?

Codebase Memory MCP lists 17 tools with 7 views and 43,832 GitHub stars. Paparats lists 21 tools with 1 views and 11 GitHub stars.

Can I use both Codebase Memory MCP and Paparats 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

Codebase Memory MCP vs Paparats

In-depth architectural comparison of the Codebase Memory MCP and Paparats 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

Codebase Memory MCP

Knowledge & Memory · Local stdio

Quality: 73/100 (Great) | Auth: No auth required

Paparats

Knowledge & Memory · Remote HTTP/SSE

Quality: 55/100 (Good) | Auth: No auth required

Verdict Summary: Choose Codebase Memory MCP if you need specialized Knowledge & Memory tools running via a local process. Choose Paparats if your workspace requires Knowledge & Memory integration with remote web transport. Both servers can be configured concurrently in your client's mcpServers manifest.

Which MCP Server Should You Choose?

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, search_graph, query_graph.

Explore Codebase Memory MCP Details

Choose Paparats when:

You need dedicated capabilities in the Knowledge & Memory domain.
You prefer remote streaming HTTP/SSE transport architecture.
Your security boundary fits: No auth required (Free / Open Source).
Primary tools included: search_code, get_chunk, find_usages.

Explore Paparats Details

Feature & Specification Comparison

Specification	Codebase Memory MCP DeusData Knowledge & Memory	Paparats Knowledge & Memory
Summary	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	Semantic code search for AI coding assistants. Local Qdrant, multi-repo, no API keys.
Category & Scope	Knowledge & Memory

Tools & Capabilities Breakdown

Codebase Memory MCP Tools (17)

index_repository

Index a repository. full/moderate add semantics; fast omits them; cross-repo-intelligence links services. Reports coverage gaps.

search_graph

Find symbols via BM25 query, regex name/qn filters, or semantic_query. Rows keep qn/file/lines and in/out over CALLS/USAGE/CALL_REFERENCE/INHERITS/IMPLEMENTS.

query_graph

Read-only Cypher for multi-hop, aggregation, complexity, or cross-service analysis. Default: 200 visible rows with exact/lower-bound totals and truncation; continue safely with next_cursor. graph=missed is a file tree of flagged coverage gaps; absence is not proof of completeness. Use get_graph_schema(diagnostics=full) for properties.

trace_path

Trace callers/callees, data flow, or cross-service paths. Defaults exclude tests and resolver evidence. Rows keep qn/hop with explicit totals, relations, and continuations.

get_code_snippet

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).

Codebase Memory MCP Configuration

mcpServers (Claude Desktop / Cursor)

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

Paparats Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "paparats": {
      "url": "http://localhost:9876/mcp"
    }
  }
}

Frequently Asked Questions

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

More alternatives to Codebase Memory MCP More alternatives to Paparats Knowledge & Memory category hub