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Flux LinkedIn MCP

Preview posting insights

preview_posting_insights

Full breakdown for a previewed profile (from preview_profile): best day, hour, format and length, the top and bottom 5 posts with measured reasons, and engagement trend by format. Requires a free Flux account; calling it asks the person to sign in where the client supports it, otherwise use continue_url from preview_profile.

Input Schema

NameRequiredDescriptionDefault
preview_idYespreview_id returned by preview_profile

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4.1/5.0
Behavior4/5

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

With no annotations, the description carries the full burden and does well: it discloses the account requirement, that invoking it may trigger a sign-in prompt on the user's behalf, and the alternate continue_url flow. It does not mention credit consumption, rate limits, or whether previews expire — minor gaps for a gated data tool.

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?

Two sentences, front-loaded with the payload contents before the prerequisites. The output enumeration is long but each item is distinct and informative; no filler prose.

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?

No output schema exists, so the description must describe return values — and it does, listing the breakdown components. Auth/sign-in behavior is covered. Missing only edge details such as what happens if preview_id is stale or the preview has expired.

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

Parameters3/5

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

Single parameter with 100% schema description coverage; the schema already says preview_id comes from preview_profile, and the description only repeats that lineage. Baseline 3 applies since the schema does the heavy lifting.

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?

States a specific verb (preview insights) and resource scope ('for a previewed profile'), and enumerates exactly what the breakdown contains: best day, hour, format and length, top/bottom 5 posts with reasons, engagement trend by format. The 'previewed profile (from preview_profile)' framing separates it from the sibling get_posting_insights, which operates on claimed profiles.

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?

Explicitly states the prerequisite ('Requires a free Flux account') and gives the fallback path ('otherwise use continue_url from preview_profile') when the client cannot prompt for sign-in. It does not explicitly compare against get_posting_insights, but the dependency on preview_id makes the intended call sequence clear.

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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