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campaignstack_trigger_workflow

Trigger workflow execution for specific leads or all leads in the workflow's lead list. Leads are set to 'waiting' status at the workflow entry node and will be processed by the workflow executor. Use campaignstack_list_workflows to find workflow IDs, and campaignstack_get_lead_list to see available leads. To chain workflows FROM INSIDE a workflow, use the integration:add_to_sequence node with provider campaignstack instead; unlike this tool it never re-triggers a lead that already entered the target workflow (loop-safe once-ever semantics).

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
leadIdsNo
workflowIdYes

Schema Changelog

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

  1. First observed

TDQS

A4.9/5.0
Behavior5/5

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

The description discloses that leads are set to 'waiting' status and processed by the workflow executor. It also implies that this tool can re-trigger leads already entered, unlike add_to_sequence, which is critical behavioral information. This goes well beyond the annotations, which only indicate non-read, non-idempotent behavior.

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?

Every sentence contributes: scope, execution behavior, prerequisite tools, and the key alternative with its crucial safety distinction. The description is dense but not bloated, and the most important operational details are front-loaded.

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 is complete for a non-read tool with only two parameters. It explains prerequisites, side effects, and the key distinction from the chaining mechanism. There is no output schema to document, and the absence of return-value details is acceptable.

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?

With 0% schema description coverage, the description carries the burden of explaining parameters. It clarifies that workflowId identifies the target workflow and leadIds are for specific leads while omitting leadIds triggers all leads. It could explicitly name the parameters and mention that leadIds is optional, but the semantic intent is clear enough for correct invocation.

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 states a clear action ('Trigger workflow execution') and the exact scope ('specific leads or all leads in the workflow's lead list'). It also differentiates from related tools by naming campaignstack_list_workflows and campaignstack_get_lead_list, and by contrasting with the add_to_sequence node for chaining workflows.

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

Usage Guidelines5/5

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

It explicitly tells the agent what this tool is for and when to use alternatives: list workflows to find IDs, get lead list to see leads, and use integration:add_to_sequence for chaining from inside a workflow. The loop-safe contrast clearly defines a boundary where this tool should not be used.

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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