AWS Bedrock AgentCore vs building-multiagent-systems
AWS Bedrock AgentCore is an MCP server published by awslabs. Marketplaces we read that list it: 1 (Docker MCP Catalog). building-multiagent-systems is a plugin bundle for AI coding tools published by 2389-research. Marketplaces we read that list it: 1 (Community GitHub marketplaces). As of our marketplace pass on 2026-10-14. 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 |  AWS Bedrock AgentCore |  building-multiagent-systems |
|---|---|---|
| Docker MCP Catalog | Listed Version: sha256:df610a7a056f Forks (GitHub): 1 806 Pulls (Docker Hub): 20 000 Stars (Docker Hub): 0 Stars (GitHub): 9 779 Not marked · First seen |
Not listed |
| Community marketplace 2389-research/claude-plugins | Not listed | Listed Version: 1.0.0 Forks (GitHub): 0 Stars (GitHub): 8 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 | AWS Bedrock AgentCore | building-multiagent-systems |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) (differs) | 9 779 (better) | 8 (worse) |
| Pulls (Docker Hub) (differs) | 20 000 | No figure on Docker Hub |
| Forks (GitHub) (differs) | 1 806 (better) | 0 (worse) |
| Last release | Not published | Not published |
| Where it runs (differs) | On your machine (mcp/amazon-bedrock-agentcore-mcp-server) | Installs as a plugin bundle |
| Transport (differs) | stdio | Not stated |
| Tools it declares (differs) | 122 | Not published |
| Environment variables it asks for | Not published | Not published |
| Licence (differs) | Apache-2.0 | Not stated |
| Repository (differs) | github.com/awslabs/mcp | github.com/2389-research/building-multiagent-systems |
| Changes in the last 7 days (differs) | 0 | 2 |
| First seen (differs) | 2026-10-11 | 2026-10-14 |
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
AWS Bedrock AgentCore
Documentation on AgentCore platform services.
building-multiagent-systems
Architecture patterns for multi-agent systems with orchestrators, sub-agents, and tool coordination
How to run each
AWS Bedrock AgentCore As a local MCP server: Docker image
claude mcp add --transport stdio amazon-bedrock-agentcore -- docker run -i --rm mcp/amazon-bedrock-agentcore-mcp-serverbuilding-multiagent-systems As a Claude Code plugin
/plugin marketplace add 2389-research/claude-plugins
/plugin install building-multiagent-systems@2389-researchCommands built only from what the marketplaces declare; the full set for every client is on each card.
Tools each declares
The marketplaces of building-multiagent-systems publish no list of tools, so we do not compare tools.
Settings each asks for
Neither one's marketplaces publish the settings it asks for.
What it can do: AWS Bedrock AgentCore · What it can do: building-multiagent-systems · 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.