Calligraphy vs Codegraphcontext

A side-by-side look at the Calligraphy and Codegraphcontext MCP servers: transport, auth, tools, quality signals, and the config to install either one in Claude, Cursor, Windsurf or VS Code.

C
CalligraphyMultimedia Process · Remote HTTP/SSE
Hindi, Marathi, Gujarati & English calligraphy artwork in your AI assistant, by Studio99.43FairAuth: oauth 2.0
Codegraphcontext logoCodegraphcontextDeveloper Tools · Local subprocess (stdio)An MCP server that indexes local code into a graph database to provide context to AI assistants with a graphical code visualizations for humans.59GoodAuth: no auth required

Verdict: choose Calligraphy for multimedia process work over a hosted endpoint; choose Codegraphcontext for developer tools as a local process. You can also run both side by side in one mcpServers block.

Which MCP server should you choose?

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Choose Calligraphy when

  • You need dedicated capabilities in the Multimedia Process domain.
  • You prefer a remote HTTP/SSE transport.
  • Its auth model fits you: OAuth 2.0.
Explore Calligraphy

Codegraphcontext logoChoose Codegraphcontext when

  • You need dedicated capabilities in the Developer Tools domain.
  • You prefer a local stdio subprocess transport.
  • Its auth model fits you: No auth required.
Explore Codegraphcontext

Feature & specification comparison

Rows where the two servers differ are marked.

Spec
C
Calligraphy
Codegraphcontext logoCodegraphcontext
CategoryMultimedia ProcessDeveloper Tools
Quality signal43/100 · Fair59/100 · Good
Install commandConfirmedConfirmed
TransportRemote HTTP/SSELocal subprocess (stdio)
AuthOAuth 2.0No auth required
PricingNot declaredFree
Required env varsNone listedNone listed
Verified ownerCommunity listingCommunity listing
GitHub stars—4,351
Directory activity 1 views 0 installs 0 upvotes 5 views 0 installs 0 upvotes
ToolsNot listedNot listed

Tools & capabilities

Calligraphy tools

No tool names declared yet. Check the project README from the listing page.

Codegraphcontext tools

No tool names declared yet. Check the project README from the listing page.

Ready-to-paste client configs

Paste either block (or both) into your client config, e.g. claude_desktop_config.json or ~/.cursor/mcp.json. We only show a config when the install command is confirmed.

Calligraphy

mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "calligraphy": {
      "url": "https://studio99.app/calligraphymaker/mcp"
    }
  }
}

Codegraphcontext

mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "shashankss1205-codegraphcontext": {
      "command": "uvx",
      "args": [
        "kuzu"
      ]
    }
  }
}

Frequently asked questions

Calligraphy is categorized under Multimedia Process and uses a remote HTTP/SSE transport. Codegraphcontext belongs to Developer Tools and uses a local stdio subprocess. Pick Calligraphy for multimedia process work and Codegraphcontext for developer tools.

Copy the mcpServers block from the config section on this page into your client's config (for example claude_desktop_config.json or ~/.cursor/mcp.json), then fully restart the client.

Calligraphy has no declared pricing — check the project's own site. Auth: oauth 2.0. Codegraphcontext is listed as free. Auth: no auth required. If a server needs environment variables such as API keys, define them under the env key in your client's MCP config.

Yes. MCP clients support multiple servers: add calligraphy and shashankss1205-codegraphcontext as separate keys in the same mcpServers object, and your assistant will call tools from either one.

On AllMCPs, Calligraphy has a quality signal of 43/100 (Fair) with 1 views, 0 installs and 0 GitHub stars. Codegraphcontext has 59/100 (Good) with 5 views, 0 installs and 4,351 GitHub stars.