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Glama
praveenkumarkunchala2005

Founder Intelligence Engine

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault

No arguments

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
}

Tools

Functions exposed to the LLM to take actions

NameDescription
collect_profileA

Collect a founder's profile by scraping LinkedIn and Twitter via Apify, merge all data, generate an embedding, and store it in Supabase. Returns the profile_id for subsequent analysis.

analyze_profileA

Analyze a founder's profile using Groq LLM to extract strategic intelligence: interests, industry tags, market positioning, competitors, pain points, and growth opportunities. Returns cached analysis if available.

fetch_personalized_newsA

Fetch personalized, strategically-relevant news for a founder. Checks cache freshness first — returns stored articles if <24h old. Otherwise scrapes Google News via Apify, ranks by cosine similarity, summarizes with Groq, and stores results.

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription

No resources

TDQS

A4.2/5.0

Scored across 3 tools

Disambiguation5/5

Each tool has a clearly distinct purpose: analyze_profile extracts intelligence from a profile, collect_profile scrapes and stores profile data, and fetch_personalized_news retrieves and processes news. There is no overlap in functionality, making it easy for an agent to select the right tool.

Naming Consistency5/5

All tool names follow a consistent verb_noun pattern (analyze_profile, collect_profile, fetch_personalized_news), using snake_case throughout. The verbs (analyze, collect, fetch) are distinct and appropriately descriptive for their actions.

Tool Count4/5

With 3 tools, the server is well-scoped for its purpose of founder intelligence, covering profile collection, analysis, and news personalization. However, it feels slightly thin as it lacks tools for updating or deleting data, which might be needed for a complete lifecycle.

Completeness4/5

The tools cover the core workflows of collecting, analyzing, and fetching news for founder profiles, with no dead ends. A minor gap exists in lacking update or deletion operations for profiles or cached data, but agents can work around this for most use cases.

Maintenance

ActivityInactive
ResponsivenessNo issues