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Glama
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.

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

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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