GAIK Toolkit vs Docling MCP
GAIK Toolkit is a plugin bundle for AI coding tools published by GAIK project. Marketplaces we read that list it: 1 (Community GitHub marketplaces). Docling MCP is an MCP server published by docling-project. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-21. 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 |  Docling MCP | |
|---|---|---|
| Community marketplace gaik-project/gaik-toolkit | Listed Version: 0.6.0 Forks (GitHub): 20 Stars (GitHub): 102 Not marked · First seen |
Not listed |
| Official MCP Registry | Not listed | Listed Version: 3.3.0 Downloads/month (PyPI): 20 338 Downloads/week (PyPI): 6 126 Forks (GitHub): 144 Stars (GitHub): 776 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 | GAIK Toolkit | Docling MCP |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) (differs) | 102 (worse) | 776 (better) |
| Forks (GitHub) (differs) | 20 (worse) | 144 (better) |
| Last release (differs) | 2026-10-19 | Not published |
| Where it runs (differs) | Installs as a plugin bundle | On your machine (docling-mcp) |
| Transport (differs) | Not stated | stdio |
| Tools it declares | Not published | Not published |
| Environment variables it asks for (differs) | Not published | 14, secrets among them: 1 |
| Parts of the bundle (differs) | 9 | Not a bundle |
| Licence (differs) | MIT | Not stated |
| Repository (differs) | github.com/gaik-project/gaik-toolkit | github.com/docling-project/docling-mcp |
| Changes in the last 7 days (differs) | 3 | 0 |
| First seen (differs) | 2026-10-19 | 2026-10-11 |
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
GAIK Toolkit
Choosing a document parser that preserves table structure, designing extraction schemas that stay inside provider limits and produce checkable evidence, building hybrid pgvector search that fails visibly, and writing source-cited reports from mixed files. Use when parsing PDFs or DOCX, pulling fields and line items into a schema, adding semantic or hybrid search over documents, when a report must be written from source files with every statement traced to a source, or when a parse, extraction, or search looked fine but the output is wrong, when a presentation, slide deck or speaker notes are needed from a brief, or when a recording or a set of documents should become an incident report, a construction site diary, a priced sales order or a structured Word report.
Docling MCP
Convert PDFs and other documents to structured formats via Docling, for AI applications.
How to run each
GAIK Toolkit As a Claude Code plugin
/plugin marketplace add gaik-project/gaik-toolkit
/plugin install gaik-toolkit@gaik-toolkitDocling MCP As a local MCP server: PyPI package
claude mcp add --env "DOCLING_MCP_SERVICE_API_KEY=<YOUR_DOCLING_MCP_SERVICE_API_KEY>" --transport stdio docling-mcp -- uvx --from docling-mcp==3.3.0 docling-mcp-server --transport stdio docling-mcpRequires: DOCLING_MCP_SERVICE_API_KEY (secret)
Commands built only from what the marketplaces declare; the full set for every client is on each card.
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 GAIK Toolkit publish no settings it asks for, so we do not compare settings.
What it can do: GAIK Toolkit · What it can do: Docling MCP · Compare two other plugins
Data comes from public marketplace files in GitHub repositories of their authors. Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.