What is the key difference between Brahim Bousnguar — portfolio and Codebase Memory MCP?

Brahim Bousnguar — portfolio 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 Brahim Bousnguar — portfolio 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 Brahim Bousnguar — portfolio and Codebase Memory MCP free or paid?

Brahim Bousnguar — portfolio 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?

Brahim Bousnguar — portfolio lists 0 tools with 0 views and 0 GitHub stars. Codebase Memory MCP lists 17 tools with 7 views and 44,933 GitHub stars.

Can I use both Brahim Bousnguar — portfolio 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

Brahim Bousnguar — portfolio vs Codebase Memory MCP

In-depth architectural comparison of the Brahim Bousnguar — portfolio 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

Brahim Bousnguar — portfolio

Knowledge & Memory · Local stdio

Quality: 37/100 (Fair) | Auth: No auth required

Codebase Memory MCP

Knowledge & Memory · Local stdio

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

Verdict Summary: Choose Brahim Bousnguar — portfolio 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 Brahim Bousnguar — portfolio 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).

Explore Brahim Bousnguar — portfolio 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, search_graph, query_graph.

Explore Codebase Memory MCP Details

Feature & Specification Comparison

Specification	B Brahim Bousnguar — portfolio Knowledge & Memory	Codebase Memory MCP DeusData Knowledge & Memory
Summary	Brahim Bousnguar's portfolio: profile, availability, case studies, notes, CV requests.	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

Brahim Bousnguar — portfolio Tools (0)

No explicit tool names declared in metadata yet. Check project README on main listing page.

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.

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).

Brahim Bousnguar — portfolio Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "brahim-bousnguar-portfolio": {
      "command": "npx",
      "args": [
        "-y",
        "brahim-bousnguar-portfolio"
      ]
    }
  }
}

Codebase Memory MCP Configuration

mcpServers (Claude Desktop / Cursor)

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

Frequently Asked Questions

Brahim Bousnguar — portfolio 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 Brahim Bousnguar — portfolio when you need capabilities focused on knowledge & memory and Codebase Memory MCP when you require tools for knowledge & memory.

More alternatives to Brahim Bousnguar — portfolio More alternatives to Codebase Memory MCP Knowledge & Memory category hub