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Lotus — AI Citation Intelligence

martinendara/lotus-mcp

Connects Claude directly to CLICON's GEO Intelligence Engine for analyzing how AI crawlers like GPTBot, ClaudeBot, and PerplexityBot interact with your domains. You can run competitive analysis against specific domains, track citation gaps in LLM responses, and generate defense artifacts like llms.txt files and JSON-LD structured data. The server exposes their Bleed Model calculations that quantify revenue at risk from lost AI visibility in actual USD figures based on conversion values and citation drops. Built for B2B teams tracking how generative search engines are affecting their organic pipeline, especially in LATAM markets where Spanish language optimization matters.

tools
12
auth
Secret needed
transport
HTTP
last updated
Jul 30, 2026

Tools

12 tools

Public tool metadata for what this MCP can expose to an agent.

analyze_geoGEO diagnosis for any domain: visibility score and estimated revenue at risk

GEO diagnosis for any domain: visibility score and estimated revenue at risk

No parameter schema in public metadata yet.

get_quick_winsPending fixes, each with title, category, priority, estimated impact and a `hash`

Pending fixes, each with title, category, priority, estimated impact and a `hash`

No parameter schema in public metadata yet.

get_quick_win_codeFull, install-ready code for one quick win, by `hash`

Full, install-ready code for one quick win, by `hash`

No parameter schema in public metadata yet.

get_competitor_actionsCompetitor moves classified by AI-discoverability layer

Competitor moves classified by AI-discoverability layer

No parameter schema in public metadata yet.

get_artifactRetrieve a generated artifact (`json_ld`, `llms_txt`)

Retrieve a generated artifact (`json_ld`, `llms_txt`)

No parameter schema in public metadata yet.

get_bot_activityAI crawler activity on your site over the last N days

AI crawler activity on your site over the last N days

No parameter schema in public metadata yet.

get_bleed_modelEstimated business lost through the generative channel, with its provenance

Estimated business lost through the generative channel, with its provenance

No parameter schema in public metadata yet.

verify_installationCheck whether your artifacts are live on your site right now

Check whether your artifacts are live on your site right now

No parameter schema in public metadata yet.

get_citation_verdictLatest citation score plus the per-query measurements behind it

Latest citation score plus the per-query measurements behind it

No parameter schema in public metadata yet.

mark_appliedMarks a quick win as applied — after verifying it against your live site

Marks a quick win as applied — after verifying it against your live site

No parameter schema in public metadata yet.

generate_share_linkCreate a shareable report link

Create a shareable report link

No parameter schema in public metadata yet.

regenerate_artifactsRegenerate your artifacts. Rate-limited; paid tiers only

Regenerate your artifacts. Rate-limited; paid tiers only

No parameter schema in public metadata yet.

Sponsors

Readme

Lotus — AI Citation Intelligence (MCP Server)

Lotus is a Generative Engine Optimization (GEO) platform. It measures whether your brand is actually cited as a source inside LLM-generated answers, and hands your coding agent the exact code to fix what is missing.

This repository documents the hosted Lotus MCP server. The server is a managed remote endpoint — there is nothing to install or self-host.

  • Endpoint: https://lotus.clicon.app/mcp/ (trailing slash required)
  • Transport: streamable-http, stateless
  • Registry: app.clicon/lotus
  • Website: https://clicon.app

What it does

Search engines told you when you ranked badly. Generative engines do not. If an assistant hallucinates your product, ignores you, or cites a competitor instead, you lose the business with no signal that it happened.

Lotus closes that loop in three steps:


View the full README on GitHub

Details

Repository
github.com/martinendara/lotus-mcp
Website
clicon.app
Category
Data & Analytics
Transport
HTTP
Auth
Required
Registry
MCP registry, active

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