Needle vs GAIK Toolkit
Needle is an MCP server published by needle-ai. Marketplaces we read that list it: 1 (Docker MCP Catalog). GAIK Toolkit is a plugin bundle for AI coding tools published by GAIK project. Marketplaces we read that list it: 1 (Community GitHub marketplaces). As of our marketplace pass on 2026-10-20. 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 |  Needle | |
|---|---|---|
| Docker MCP Catalog | Listed Version: sha256:d3fd314f40c3 Forks (GitHub): 24 Pulls (Docker Hub): 11 680 Stars (Docker Hub): 1 Stars (GitHub): 104 Not marked · First seen |
Not listed |
| Community marketplace gaik-project/gaik-toolkit | Not listed | Listed Version: 0.6.0 Forks (GitHub): 20 Stars (GitHub): 101 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 | Needle | GAIK Toolkit |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) (differs) | 104 (better) | 101 (worse) |
| Pulls (Docker Hub) (differs) | 11 680 | No figure on Docker Hub |
| Forks (GitHub) (differs) | 24 (better) | 20 (worse) |
| Last release (differs) | Not published | 2026-10-19 |
| Where it runs (differs) | On your machine (mcp/needle-mcp) | Installs as a plugin bundle |
| Transport (differs) | stdio | Not stated |
| Tools it declares (differs) | 7 | Not published |
| Environment variables it asks for (differs) | 1, secrets among them: 1 | Not published |
| Parts of the bundle (differs) | Not a bundle | 9 |
| Licence | MIT | MIT |
| Repository (differs) | github.com/needle-ai/needle-mcp | github.com/gaik-project/gaik-toolkit |
| Changes in the last 7 days (differs) | 0 | 3 |
| First seen (differs) | 2026-10-11 | 2026-10-19 |
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
Needle
Production-ready RAG service to search and retrieve data from your documents.
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.
How to run each
Needle As a local MCP server: Docker image
claude mcp add --env "NEEDLE_API_KEY=<YOUR_NEEDLE_API_KEY>" --transport stdio needle-mcp -- docker run -i --rm -e NEEDLE_API_KEY mcp/needle-mcpRequires: NEEDLE_API_KEY (secret)
GAIK Toolkit As a Claude Code plugin
/plugin marketplace add gaik-project/gaik-toolkit
/plugin install gaik-toolkit@gaik-toolkitCommands built only from what the marketplaces declare; the full set for every client is on each card.
Tools each declares
The marketplaces of GAIK Toolkit publish no list of tools, so we do not compare tools.
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: Needle · What it can do: GAIK Toolkit · Compare two other plugins
Data comes from the Docker MCP Catalog (desktop.docker.com/mcp/catalog) and Docker Hub. 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.