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campaignstack_follow_profile

Idempotent

Follow a profile to stay updated on their posts and activity (a "follow" on every network). platform is required (currently "linkedin"). Target can be specified as a profileUrl (LinkedIn profile URL) or a leadId (resolved server-side). If only one LinkedIn account is connected to the workspace it is used automatically; if multiple exist, specify accountId (use campaignstack_list_accounts to find it). Subject to daily profile_follow budget and business hours gates unless bypassed. When true, bypasses ALL LinkedIn safety limits (daily budget, weekly caps, business hours, account status checks). ⚠️ WARNING: This disables all protections that prevent LinkedIn account restrictions. Use only when you understand the risks and accept that the account may be flagged or restricted by LinkedIn.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections. Dates show when Glama detected each change.

  1. First observed

TDQS

A4.5/5.0
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

The description goes well beyond the annotations by disclosing that this action is subject to daily profile_follow budgets and business hours gates, and that a bypass disables ALL LinkedIn safety limits. It also warns that the account may be flagged or restricted, which is critical behavioral risk information not present in the structured fields.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is somewhat long but every section earns its place, especially the safety warning. It front-loads the core purpose and then flows naturally into target resolution, account selection, and risk disclosure. The 'When true' clause is slightly vague, but the overall structure is informative and not padded.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a tool with zero declared schema parameters and no output schema, the description does a strong job of covering how to identify the target, how to handle multiple accounts, and what risk the action carries. It falls just short of fully complete because the bypass parameter is not named and no return or success indication is described, but an agent has enough to invoke it correctly in common cases.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The input schema declares zero properties, so the description carries the full burden of documenting parameters. It explains platform, profileUrl, leadId, accountId, and the existence of a bypass flag. However, the bypass flag is referred to only as 'When true' without a parameter name, and the description does not specify the expected argument format precisely, leaving some ambiguity.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description names a specific verb ('Follow') and a specific resource ('a profile') and clarifies the semantics as the network-level follow action. It distinguishes this from related engagement actions like liking or commenting, and from connection requests, so an agent can select it confidently.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description gives concrete usage context: platform is required, target can be either a profileUrl or leadId, and accountId is needed only when multiple LinkedIn accounts exist, explicitly pointing to campaignstack_list_accounts as the discovery method. It does not explicitly contrast with alternative tools, but there is no obvious sibling for following profiles, so the provided guidance is sufficient.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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TDQS

A3.6/5.0
Disambiguation3/5

Many tools share the same verb prefix (create_, list_, update_, get_) across closely related resources, so pairs like add_lead_to_external_list vs add_lead_to_sequence, create_signal_agent vs create_signal_watch, and approve_review vs approve_content_post can be confused. The descriptions are unusually detailed and cross-referenced, which mitigates but does not eliminate the ambiguity inherent in a 282-tool surface.

Naming Consistency4/5

Virtually every tool follows the campaignstack_verb_noun snake_case pattern, which is highly predictable. Minor deviations exist: destructive operations mix remove_ and delete_ (remove_lead_list vs delete_campaign), AI generation uses both craft_ and generate_, and the seo_/search_console_ subdomains introduce a second prefix convention.

Tool Count1/5

282 tools is an extreme mismatch by any reasonable standard, exceeding the 50+ threshold by more than 5x. Even for a full B2B outreach platform, this surface is far too large and would be better consolidated into higher-level operations or grouped sub-servers.

Completeness4/5

The tool surface is impressively comprehensive, covering campaigns, workflows, leads, content, ads, SEO, integrations, billing, and more with CRUD-level depth. Minor gaps remain: no single-ICP getter, no direct pause/delete for search watches, and no explicit delete for ad campaigns (only archive via update).

Resources