Ext Ops Panel
Open dashboard
Comparison

FlowDot vs io.github.abahocodes/llmgraph

FlowDot is an MCP server published by flowdot.ai. Marketplaces we read that list it: 1 (Official MCP Registry). io.github.abahocodes/llmgraph is an MCP server published by abahocodes. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-19. 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

Where each is published
MarketplaceFlowDotio.github.abahocodes/llmgraph
Official MCP Registry Listed
Version: 1.3.21
Downloads/month (npm): 904
Downloads/week (npm): 68
Forks (GitHub): 0
Stars (GitHub): 0
Not marked · First seen
Listed
Version: 0.1.1
Downloads/month (npm): 145
Downloads/week (npm): 24
Forks (GitHub): 0
Stars (GitHub): 0
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

FlowDot vs io.github.abahocodes/llmgraph
FactFlowDotio.github.abahocodes/llmgraph
Marketplaces that list it11
Stars (GitHub)00
Forks (GitHub)00
Last releaseNot publishedNot published
Where it runs (differs)On your machine (@flowdot.ai/mcp-server)On your machine (@llmgraph/mcp-server)
Transportstdiostdio
Tools it declaresNot publishedNot published
Environment variables it asks for2, secrets among them: 12, secrets among them: 1
LicenceNot statedNot stated
Repository (differs)github.com/flowdot-llc/mcp-servergithub.com/abahocodes/llmgraph-mcp-server
Changes in the last 7 days00
First seen2026-10-112026-10-11

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

FlowDot

In its own words, on Official MCP Registry:

Build and run AI workflows, apps, toolkits and knowledge bases on FlowDot from any MCP client.

io.github.abahocodes/llmgraph

In its own words, on Official MCP Registry:

Invoke deployed LLMGraph no-code LLM workflows (chat, RAG, automations) as MCP tools.

How to run each

FlowDot As a local MCP server: npm package

Claude Code
claude mcp add --env "FLOWDOT_API_TOKEN=<YOUR_FLOWDOT_API_TOKEN>" --transport stdio flowdot -- npx -y @flowdot.ai/mcp-server

Requires: FLOWDOT_API_TOKEN (secret)

io.github.abahocodes/llmgraph As a local MCP server: npm package

Claude Code
claude mcp add --env "LLMGRAPH_API_KEY=<YOUR_LLMGRAPH_API_KEY>" --env "LLMGRAPH_ENDPOINT=<YOUR_LLMGRAPH_ENDPOINT>" --transport stdio llmgraph -- npx -y @llmgraph/mcp-server

Requires: LLMGRAPH_API_KEY (secret), LLMGRAPH_ENDPOINT

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

Only FlowDot asks for

  • FLOWDOT_API_TOKEN (secret)
  • FLOWDOT_HUB_URL

Only io.github.abahocodes/llmgraph asks for

  • LLMGRAPH_API_KEY (secret)
  • LLMGRAPH_ENDPOINT

Settings as each marketplace publishes them. Asking for fewer is not better in itself.

What it can do: FlowDot · What it can do: io.github.abahocodes/llmgraph · Compare two other plugins

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.

Where the data comes from: how the catalog is built