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campaignstack_comment_on_post

Comment on a lead's most recent post with provided text. platform is required (currently "linkedin"). Target can be specified as a profileUrl (LinkedIn profile URL) or a leadId (resolved server-side). commentText is the pre-written comment (use campaignstack_craft_comment to generate one). 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 post_comment 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

A4.8/5.0
Behavior5/5

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

Beyond the annotations, it reveals that posting is subject to budget and business-hours gates, that bypassing removes all LinkedIn safety limits, and that this can lead to account flagging or restriction. It also explains automatic account selection, which is unobservable from annotations.

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

Conciseness5/5

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

The action is front-loaded, and every sentence adds necessary operational or safety context. The warning is repeated for emphasis but earns its place given the risk of disabling LinkedIn protections.

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

Completeness5/5

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

The description covers required context, parameter variants, conditional account selection, and safety implications—all essential for a side-effecting tool with no schema and no output schema. Nothing needed to invoke it correctly is missing.

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

Parameters5/5

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

Despite an empty input schema, the description documents platform, target (profileUrl or leadId), commentText, accountId, and bypass behavior, including where to source accountId and commentText. The sole-source parameter documentation fully compensates for schema absence.

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 opening sentence names a specific action and resource: commenting on a lead's most recent post with provided text. Combined with 'platform is required (currently LinkedIn)', it clearly distinguishes this from siblings like like_post, reply_to_comment, and send_message.

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 clear conditional usage: which target forms are accepted, when accountId must be provided, and that commentText can come from campaignstack_craft_comment. It lacks explicit exclusions or when-not-to-use guidance against sibling tools, but the context is unambiguous.

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).

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