Lookalike Company Finder MCP Server
Server Configuration
Describes the environment variables required to run the server.
| Name | Required | Description | Default |
|---|---|---|---|
| APIFY_TOKEN | Yes | Your Apify API token from console.apify.com/account/integrations. The server lists its tool without a token; a call needs one. |
Instructions
Guidance the server publishes about itself, which clients place ahead of the tool catalog so the model reads it before choosing anything.
This server publishes no instructions, or was last inspected before Glama recorded them.
Capabilities
Features and capabilities supported by this server
Protocol revision2025-11-25
| Capability | Details |
|---|---|
| tools | {
"listChanged": true
} |
Tools
Functions exposed to the LLM to take actions
| Name | Description |
|---|---|
| find_lookalike_companiesA | Find companies similar to one to ten seed company domains (your best customers or a competitor). Returns lookalike companies ranked by a 0 to 100 similarity score with the evidence: score_breakdown_json (shared homepage words, search mentions, named in a comparison, shared tools, business model match, Reddit co-mention, shared marketplaces), found_via, shared_keywords, tech_detected, has_pricing_page, and homepage title, plus one free seed summary row. Candidates come from alternatives, vs, and competitors search result pages and the products list articles name; review sites, list articles, and media are never returned. use_classifier (default true), use_reddit, and use_marketplaces start Mamba Labs actors as child runs that Apify bills to your account at their own prices. A run that does not succeed is returned as an error with its run ID. Read-only; requires an APIFY_TOKEN; Apify charges per lookalike company returned. |
Prompts
Interactive templates invoked by user choice
| Name | Description |
|---|---|
No prompts | |
Resources
Contextual data attached and managed by the client
| Name | Description |
|---|---|
No resources | |
TDQS
Scored across 1 tool
There is only one tool, so there is no possibility of confusing it with another operation. Its purpose—finding lookalike companies from seed domains—is clearly stated and distinct.
The single tool name follows a clear verb_noun pattern: find_lookalike_companies. With only one tool, there is no inconsistency across the set.
The server has a narrow, well-defined purpose, and the single tool directly implements that purpose. No additional tools are needed for the stated function, and the rich parameterization is contained within one coherent operation.
The tool covers the core lookalike-company discovery workflow, including seed handling, scoring, evidence breakdown, and source controls. Minor gaps exist around run status/polling or retrieving historical results, but the primary advertised capability is fully represented.