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KB01111

research-mcp

by KB01111
OverviewSchemaRelated ServersScoreDiscussions
Python
Hybrid

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault
SERPER_API_KEYNoAPI key for Google SERP via Serper.
TAVILY_API_KEYNoAPI key for Tavily search and scrape.
SERPAPI_API_KEYNoAPI key for Google SERP via SerpAPI.
FIRECRAWL_API_KEYNoOptional API key for Firecrawl.
FIRECRAWL_API_URLNoThe base URL for the Firecrawl API (your fork).
TWITTERAPI_IO_KEYNoAPI key for X.com (Twitter) source.

Capabilities

Features and capabilities supported by this server

CapabilityDetails
tools
{
  "listChanged": true
}
logging
{}
prompts
{
  "listChanged": false
}
resources
{
  "subscribe": false,
  "listChanged": false
}
extensions
{
  "io.modelcontextprotocol/ui": {}
}
experimental
{}

Tools

Functions exposed to the LLM to take actions

NameDescription
researchA

End-to-end: search all sources -> scrape -> rerank -> summarize.

search_allC

Fan out the query to every source and return deduped SearchResult dicts.

scrape_urlC

Scrape a single URL and return markdown content.

method: "firecrawl" | "tavily" | "jina"

rerank_docsA

Rerank a list of document strings by relevance to the query.

model: "cohere" | "jina" | "local" Returns: [{index, relevance_score}, ...] sorted desc.

summarize_docsB

Synthesize a final answer from a list of document strings.

style: "detailed" | "bullets" | "tldr" model: "groq" | "gemini" | "openrouter"

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription

No resources

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