What is the key difference between Mcp Vl Msa Rs and Memora?

Mcp Vl Msa Rs belongs to the Knowledge & Memory category with local stdio execution, while Memora belongs to the Knowledge & Memory category with local stdio execution.

How do I install Mcp Vl Msa Rs or Memora 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 Mcp Vl Msa Rs and Memora free or paid?

Mcp Vl Msa Rs operates under a Free / Open Source model (No auth required). Memora operates under a BYOK (Pay Provider Direct) model (API Key required).

Which MCP server has more tools and community activity?

Mcp Vl Msa Rs lists 11 tools with 0 views and 1 GitHub stars. Memora lists 6 tools with 2 views and 633 GitHub stars.

Can I use both Mcp Vl Msa Rs and Memora 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.

How do I install Mcp Vl Msa Rs or Memora in Claude Desktop, Cursor, or Windsurf?

Both servers follow the standard Model Context Protocol configuration format. Simply copy the JSON block from the configuration section above and paste it into your AI client's mcpServers configuration object (for instance in claude_desktop_config.json or ~/.cursor/mcp.json ), then completely restart or refresh the application.

Are Mcp Vl Msa Rs and Memora free to use, or do they require API keys?

Mcp Vl Msa Rs is listed under a Free / Open Source model with No auth required . Memora operates under a BYOK (Pay Provider Direct) model with API Key required . If environment variables are required (such as API keys), be sure to define them under the env key in your MCP client's configuration file.

Can I run both Mcp Vl Msa Rs and Memora at the same time in my AI client?

Yes! MCP clients support multi-server orchestration. You can include both mcp-vl-msa-rs and agentic-mcp-tools-memora as distinct keys inside the single mcpServers object in your configuration file. Your AI assistant will automatically select and call the appropriate tool from either server during chat sessions.

Which MCP server has higher directory engagement and quality ratings?

On AllMCPs, Mcp Vl Msa Rs has a Quality Score of 44 /100 ( Fair ) with 0 views, 0 installs, and 1 GitHub stars. Memora holds a Quality Score of 63 /100 ( Good ) with 2 views, 0 installs, and 633 GitHub stars.

Side-by-Side Model Context Protocol Comparison

Mcp Vl Msa Rs vs Memora

In-depth architectural comparison of the Mcp Vl Msa Rs and Memora 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

Mcp Vl Msa Rs

Knowledge & Memory · Local stdio

Quality: 44/100 (Fair) | Auth: No auth required

Memora

Knowledge & Memory · Local stdio

Quality: 63/100 (Good) | Auth: API Key required

Verdict Summary: Choose Mcp Vl Msa Rs if you need specialized Knowledge & Memory tools running via a local process. Choose Memora 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 Mcp Vl Msa Rs 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: msa_index, msa_search, msa_fetch_doc.

Explore Mcp Vl Msa Rs Details

Choose Memora when:

You need dedicated capabilities in the Knowledge & Memory domain.
You prefer local stdio subprocess transport architecture.
Your security boundary fits: API Key required (BYOK (Pay Provider Direct)).
You have access to required keys: MEMORA_DB_PATH, MEMORA_STORAGE_URI, CLOUDFLARE_API_TOKEN, AWS_PROFILE, AWS_ENDPOINT_URL, MEMORA_CLOUD_ENCRYPT, MEMORA_ALLOW_ANY_TAG, MEMORA_GRAPH_PORT.
Primary tools included: Persistent storage with SQLite or cloud sync (S3, R2, D1), Hierarchical memory organization with sections and subsections, Semantic search using TF-IDF, sentence-transformers, and OpenAI embeddings.

Feature & Specification Comparison

Specification	M Mcp Vl Msa Rs Knowledge & Memory	Memora agentic-mcp-tools Knowledge & Memory
Summary	Searchable agent memory: BM25 corpus recall, original-text injection, remember/forget capsules.	Persistent memory with knowledge graph visualization, semantic/hybrid search, cloud sync (S3/R2), and cross-session context management.
Category & Scope	Knowledge & Memory	Knowledge & Memory

Tools & Capabilities Breakdown

Mcp Vl Msa Rs Tools (11)

msa_index

Index a document; existing chunks for `doc_id` are replaced.

msa_search

Top-k chunks, score normalized 0.0–1.0.

msa_fetch_doc

Full original text of a document.

msa_delete

Remove a document and all its chunks.

msa_list_collections

Collections open in the registry.

msa_stats

Per-collection statistics (exact `num_documents` / `total_tokens`).

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).

Mcp Vl Msa Rs Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "mcp-vl-msa-rs": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-vl-msa-rs"
      ]
    }
  }
}

Memora Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "agentic-mcp-tools-memora": {
      "command": "npx",
      "args": [
        "-y",
        "wrangler"
      ],
      "env": {
        "MEMORA_DB_PATH": "YOUR_MEMORA_DB_PATH_HERE",
        "MEMORA_STORAGE_URI": "YOUR_MEMORA_STORAGE_URI_HERE",
        "CLOUDFLARE_API_TOKEN": "YOUR_CLOUDFLARE_API_TOKEN_HERE",
        "AWS_PROFILE": "YOUR_AWS_PROFILE_HERE",
        "AWS_ENDPOINT_URL": "YOUR_AWS_ENDPOINT_URL_HERE",
        "MEMORA_CLOUD_ENCRYPT": "YOUR_MEMORA_CLOUD_ENCRYPT_HERE",
        "MEMORA_ALLOW_ANY_TAG": "YOUR_MEMORA_ALLOW_ANY_TAG_HERE",
        "MEMORA_GRAPH_PORT": "YOUR_MEMORA_GRAPH_PORT_HERE"
      }
    }
  }
}

Frequently Asked Questions

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

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