NVIDIA CUDA Docs vs io.github.giancarloerra/socraticode
NVIDIA CUDA Docs is an MCP server published by api.copilot.nsight.ngc.nvidia.com. Marketplaces we read that list it: 1 (Official MCP Registry). io.github.giancarloerra/socraticode is an MCP server published by giancarloerra. Marketplaces we read that list it: 3 (Official MCP Registry, Claude Code: claude-plugins-community, Community GitHub marketplaces). As of our marketplace pass on 2026-10-27. This pair was picked by a reader, not by our comparison rule, so search engines are asked not to index the page.
Where each is published
| Marketplace |  NVIDIA CUDA Docs |  io.github.giancarloerra/socraticode |
|---|---|---|
| Official MCP Registry | Listed Version: 2026.2.1 No figure published Not marked · First seen |
Listed Version: 1.16.1 Downloads/month (npm): 17 623 Downloads/week (npm): 2 001 Forks (GitHub): 429 Stars (GitHub): 3 355 Not marked · First seen |
| Claude Code: claude-plugins-community | Not listed | Listed Version: 1.11.0 Forks (GitHub): 429 Stars (GitHub): 3 355 Not marked · First seen |
Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.
The facts side by side
| Fact | NVIDIA CUDA Docs | io.github.giancarloerra/socraticode |
|---|---|---|
| Marketplaces that list it (differs) | 1 (worse) | 3 (better) |
| Stars (GitHub) (differs) | No figure on GitHub | 3 355 |
| Forks (GitHub) (differs) | No figure on GitHub | 429 |
| Last release (differs) | Not published | 2026-10-16 |
| Where it runs (differs) | Remote server (api.copilot.nsight.ngc.nvidia.com/mcp/cuda-docs) | On your machine (socraticode) |
| Transport (differs) | Streamable HTTP | stdio |
| Tools it declares | Not published | Not published |
| Environment variables it asks for (differs) | Not published | 17, secrets among them: 6 |
| Hooks it runs (differs) | Not published | 1 |
| Parts of the bundle (differs) | Not a bundle | 5 |
| Licence (differs) | Not stated | AGPL-3.0-only |
| Repository (differs) | Not stated | github.com/giancarloerra/socraticode |
| Changes in the last 7 days | 0 | 0 |
| First seen | 2026-10-11 | 2026-10-11 |
| Endpoint at the last check (differs) | Responded 18 h ago | no remote endpoint we check |
Lines where the two differ have a tinted background and bold values. Where the data itself says which value is better (more marketplaces, a larger figure of the same marketplace, a fresher release, a verified mark on a marketplace that lists both), the better one is also marked green with ▲ and the worse one red with ▼. Where it runs, the transport, the tools, the settings, hooks, the bundle's parts, the licence and the week's changes are marked only as different: more or fewer is not better in itself.
What each says it does
NVIDIA CUDA Docs
Search NVIDIA CUDA documentation and code samples from AI coding agents.
io.github.giancarloerra/socraticode
MCP server for enterprise local codebase indexing, semantic search, and code dependency graphs.
How to run each
NVIDIA CUDA Docs As a remote MCP server
claude mcp add --transport http cuda-docs https://api.copilot.nsight.ngc.nvidia.com/mcp/cuda-docsio.github.giancarloerra/socraticode As a local MCP server: npm package
claude mcp add --env "GOOGLE_API_KEY=<YOUR_GOOGLE_API_KEY>" --env "LITELLM_API_KEY=<YOUR_LITELLM_API_KEY>" --env "LMSTUDIO_API_KEY=<YOUR_LMSTUDIO_API_KEY>" --env "OLLAMA_API_KEY=<YOUR_OLLAMA_API_KEY>" --env "OPENAI_API_KEY=<YOUR_OPENAI_API_KEY>" --env "QDRANT_API_KEY=<YOUR_QDRANT_API_KEY>" --transport stdio socraticode -- npx -y socraticodeRequires: GOOGLE_API_KEY (secret), LITELLM_API_KEY (secret), LMSTUDIO_API_KEY (secret), OLLAMA_API_KEY (secret), OPENAI_API_KEY (secret), QDRANT_API_KEY (secret)
Commands built only from what the marketplaces declare; the full set for every client is on each card.
Only NVIDIA CUDA Docs has a remote endpoint we check. How we check endpoints
Tools each declares
Neither one's marketplaces publish a list of tools, so there is nothing to compare.
Settings each asks for
The marketplaces of NVIDIA CUDA Docs publish no settings it asks for, so we do not compare settings.
What it can do: NVIDIA CUDA Docs · What it can do: io.github.giancarloerra/socraticode · Compare two other plugins
Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Data comes from the public marketplace file https://github.com/anthropics/claude-plugins-community/blob/HEAD/.claude-plugin/marketplace.json. Data comes from public marketplace files in GitHub repositories of their authors. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.