CGIS — Code Graph Intelligence vs io.github.cdeust/ai-architect-mcp-codebase
CGIS — Code Graph Intelligence is a plugin bundle for AI coding tools published by Andrey G. Marketplaces we read that list it: 1 (Community GitHub marketplaces). io.github.cdeust/ai-architect-mcp-codebase is an MCP server published by cdeust. Marketplaces we read that list it: 2 (Official MCP Registry, Community GitHub marketplaces). As of our marketplace pass on 2026-10-15. 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 |  io.github.cdeust/ai-architect-mcp-codebase | |
|---|---|---|
| Community marketplace zaebee/codegraph-brain | Listed Version: 0.6.0 Forks (GitHub): 0 Stars (GitHub): 2 Not marked · First seen |
Not listed |
| Official MCP Registry | Not listed | Listed Version: 0.14.0 Forks (GitHub): 2 Stars (GitHub): 7 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 | CGIS — Code Graph Intelligence | io.github.cdeust/ai-architect-mcp-codebase |
|---|---|---|
| Marketplaces that list it (differs) | 1 (worse) | 2 (better) |
| Stars (GitHub) (differs) | 2 (worse) | 7 (better) |
| Forks (GitHub) (differs) | 0 (worse) | 2 (better) |
| Last release | Not published | Not published |
| Where it runs (differs) | On your machine (codegraph-brain) | On your machine (https://github.com/cdeust/ai-architect-mcp-codebase/releases/download/v0.14.0/ai-architect-mcp-codebase.mcpb) |
| Transport (differs) | Not stated | stdio |
| Tools it declares | Not published | Not published |
| Environment variables it asks for | Not published | Not published |
| Parts of the bundle (differs) | 3 | 4 |
| Licence | MIT | MIT |
| Repository (differs) | github.com/zaebee/codegraph-brain | github.com/cdeust/ai-architect-mcp-codebase |
| Changes in the last 7 days | 2 | 2 |
| First seen (differs) | 2026-10-14 | 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
CGIS — Code Graph Intelligence
Gives Claude a deterministic semantic graph of your codebase instead of flat text. Exact callers, real blast radius, and scoped context in a few hundred tokens rather than whole files.
io.github.cdeust/ai-architect-mcp-codebase
Codebase intelligence MCP — index any repo into a property graph; 26 tools for agents.
How to run each
CGIS — Code Graph Intelligence As a Claude Code plugin
/plugin marketplace add zaebee/codegraph-brain
/plugin install cgis@codegraph-brainio.github.cdeust/ai-architect-mcp-codebase As a Claude Code plugin
/plugin marketplace add cdeust/ai-architect-mcp-codebase
/plugin install ai-architect-mcp-codebase@ai-architect-mcp-codebase-marketplaceCommands 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
Neither one's marketplaces publish the settings it asks for.
What it can do: CGIS — Code Graph Intelligence · What it can do: io.github.cdeust/ai-architect-mcp-codebase · 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.