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mambalabsdev

Person Social Footprint Mapper MCP Server

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault
APIFY_TOKENYesYour Apify API token from console.apify.com/account/integrations. Required for tool calls.
GITHUB_TOKENNoOptional: your own free GitHub token, for batches larger than a few dozen persons.
X_BEARER_TOKENNoOptional: your own X API bearer token. Without it the X columns return skipped.

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
map_person_social_footprintA

Find a person's public GitHub, Bluesky, personal site, Substack, and X profiles from their full name and the domain of the company they work at. Returns one row per person with each profile URL, public follower counts, and a status (found, ambiguous, not_found, skipped, skipped_rate_limit, blocked) and a match confidence per platform. A profile counts as found only at 0.8 confidence or more, which needs a link to the company, the company's own team page, or a link to another profile of the same person; a name match alone is never enough. No emails, no phone numbers, LinkedIn is never opened, Substack is never read. X is used only when X_BEARER_TOKEN is set in this server's environment. A run that does not succeed is returned as an error with its run ID. Read-only; requires an APIFY_TOKEN and is billed per person with at least one profile found.

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription

No resources

TDQS

A4.3/5.0

Scored across 1 tool

Disambiguation5/5

There is only one tool, so there is no possibility of misselection or overlapping purpose. Its scope (name + company domain in, profile URLs/confidences out) is unambiguous.

Naming Consistency5/5

The single name map_person_social_footprint follows a clear snake_case verb_noun_resource pattern and is fully self-consistent. No mixed conventions exist to cause confusion.

Tool Count3/5

A single tool for a single-purpose, batch-style operation is defensible, but it is thin: there is no separate way to fetch a prior run, check quota/rate-limit state, or process people in bulk. One tool of this complexity sits at the borderline of the 3-15 range.

Completeness3/5

The core lookup is covered, but the surface has notable gaps: errors return a run ID with no tool to retrieve or re-inspect that run, there is no batch/multi-person variant, and no way to re-run or filter without re-billing. Agents can work around these by re-calling, but it is not a complete lifecycle.

Maintenance

ActivityNo data
ResponsivenessNo issues