Comparison

Kagi Search vs com.brainonbnb/bobai

Kagi Search is an MCP server published by kagisearch. Marketplaces we read that list it: 1 (Docker MCP Catalog). com.brainonbnb/bobai is an MCP server published by brainonbnb.com. 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
Marketplace	Kagi Search	com.brainonbnb/bobai
Docker MCP Catalog	Listed Version: sha256:c26439346cd6 Forks (GitHub): 49 Pulls (Docker Hub): 19 930 Stars (Docker Hub): 1 Stars (GitHub): 545 Not marked · First seen 2026-10-11	Not listed
Official MCP Registry	Not listed	Listed Version: 1.5.1 No figure published Not marked · First seen 2026-10-11

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

Kagi Search vs com.brainonbnb/bobai
Fact	Kagi Search	com.brainonbnb/bobai
Marketplaces that list it	1	1
Stars (GitHub) (differs)	545	No figure on GitHub
Pulls (Docker Hub) (differs)	19 930	No figure on Docker Hub
Forks (GitHub) (differs)	49	No figure on GitHub
Last release (differs)	Not published	2026-10-15
Where it runs (differs)	On your machine (mcp/kagisearch)	Remote server (brainonbnb.com/mcp)
Transport (differs)	stdio	Streamable HTTP
Tools it declares (differs)	2	Not published
Environment variables it asks for (differs)	2, secrets among them: 1	Not published
Licence (differs)	MIT	Not stated
Repository (differs)	github.com/kagisearch/kagimcp	Not stated
Changes in the last 7 days (differs)	0	3
First seen	2026-10-11	2026-10-11
Endpoint at the last check (differs)	no remote endpoint we check	Responded 17 h ago

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

Kagi Search

In its own words, on Docker MCP Catalog:

The Official Model Context Protocol (MCP) server for Kagi Search & other tools.

com.brainonbnb/bobai

In its own words, on Official MCP Registry:

BNB Chain: which AI agents answer, what a BSC trade costs, what your PancakeSwap V3 position earns

How to run each

Kagi Search As a local MCP server: Docker image

Claude Code

claude mcp add --env "KAGI_API_KEY=<YOUR_KAGI_API_KEY>" --transport stdio kagisearch -- docker run -i --rm -e KAGI_API_KEY mcp/kagisearch

Requires: KAGI_API_KEY (secret)

com.brainonbnb/bobai As a remote MCP server

Claude Code

claude mcp add --transport http bobai https://brainonbnb.com/mcp

Commands built only from what the marketplaces declare; the full set for every client is on each card.

Only com.brainonbnb/bobai has a remote endpoint we check. How we check endpoints

Tools each declares

Only Kagi Search has

kagi_search_fetch
kagi_summarizer

Only com.brainonbnb/bobai has

bnb_agent_census
bnb_agent_chart
bnb_agent_employment
bnb_agents_by_evidence
bobai_activity
bobai_burned
bobai_circulating_supply
bobai_dex_info
bobai_guide
bobai_links
bobai_liquidity
bobai_nft_drop

Show the remaining 14

bobai_price
bobai_purchase_guide
bobai_smart_money
bobai_token_info
bobai_tokenomics
bobai_wallet_balance
bsc_pool_scan
bsc_rug_watch
bsc_token_preflight
find_agents_on_bnb_chain
pancakeswap_best_route
pancakeswap_fee_tiers
pancakeswap_position_look
pancakeswap_range_plan

Both have

None

Tool names as the marketplaces declare them and as Ext Ops observed them on the endpoints (com.brainonbnb/bobai as of 2026-10-16). More tools is not better in itself: compare what each needs for the job.

Settings each asks for

The marketplaces of com.brainonbnb/bobai publish no settings it asks for, so we do not compare settings.

What it can do: Kagi Search · What it can do: com.brainonbnb/bobai · Compare two other plugins

Data comes from the Docker MCP Catalog (desktop.docker.com/mcp/catalog) and Docker Hub. 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 2026-10-19. We publish no contact details for plugin publishers.