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Glama
mambalabsdev

Career Change Signal Engine 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; the server lists its tool without a token, but 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

CapabilityDetails
tools
{
  "listChanged": true
}

Tools

Functions exposed to the LLM to take actions

NameDescription
watch_career_changesA

Read a watch list of contacts and return only what changed since the last run: who left, who landed where, who replaced them, and who started after a role closed. Each row carries evidence, a source date, a segment, a first line draft, and Slack, HubSpot, HeyReach, and Instantly payloads. Pass people (required) and, optionally, replies, bounces, posting changes, suppression, and your own provider keys in providerKeys; it never fetches LinkedIn and holds no key of its own. State is kept per watch_list_id. A run that does not succeed is returned as an error with its run ID. Requires an APIFY_TOKEN and consumes Apify credits per call.

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 1 tool

Disambiguation5/5

With only one tool, there is no possibility of confusion or misselection between overlapping tools. The tool's purpose is singular and clearly stated.

Naming Consistency5/5

The single tool name watch_career_changes follows a clear snake_case verb_noun pattern. There are no other names to create inconsistency.

Tool Count3/5

One tool is on the thin side for an MCP server, even if the single tool is feature-rich. The rubric marks 1-2 tools as borderline, and this feels slightly under-provisioned.

Completeness2/5

The tool reads changes from a watch list, but there are no companion tools to create, update, list, or delete watch lists, contacts, suppression rules, or configuration. Agents must manage that lifecycle externally, leaving significant gaps.

Maintenance

ActivityMaintained
ResponsivenessNo issues