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LinkMCP: hosted LinkedIn MCP server

Get Post Reactions

linkedin_get_post_reactions
Read-onlyIdempotent

Get reactions on a LinkedIn post or on a specific comment. Provide activityUrn (from linkedin_get_person_posts) or a post URL. To get reactions on a comment instead of the post, also pass commentId (from linkedin_get_post_comments or linkedin_get_nested_comments output; works for your own comments too - requires a connected LinkedIn account). Returns reactor profiles and reaction types (like, celebrate, support, love, insightful, funny).

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
cursorNoContinuation cursor from a previous call. Pass this to fetch the next batch of reactions.
postUrlNoLinkedIn post URL (e.g. https://www.linkedin.com/posts/john-doe-...-activity-123-xxxx). Use when activityUrn is not available.
commentIdNoOptional. commentId of a comment on the post (from linkedin_get_post_comments / linkedin_get_nested_comments output). When provided, returns the reactions on that comment instead of the post. Requires a connected LinkedIn account.
activityUrnNoActivity URN from a prior linkedin_get_person_posts call (e.g. "urn:li:activity:7139995994070454272"). Preferred over postUrl.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4.2/5.0
Behavior4/5

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

Annotations already declare readOnly, idempotent, openWorld, and non-destructive. The description adds real value beyond them: the connected-LinkedIn-account requirement, the fact it works on your own comments, and the shape of the return (reactor profiles plus reaction types). It stops short of detailing pagination behavior, which the cursor param implies.

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?

Front-loaded with the purpose, then two sentences covering parameter sourcing and return content. The parenthetical about own-comments plus account requirement is slightly dense but each clause carries useful information.

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?

No output schema exists, so the description correctly describes the return content (reactor profiles and reaction types). It covers both invocation modes, identifier sources, and the auth prerequisite, leaving nothing essential for a correct call unstated.

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?

Schema description coverage is 100%, so the schema already documents all four parameters. The description restates which tools supply activityUrn and commentId and adds the 'your own comments' nuance, but adds little syntax or format detail beyond the schema. Baseline 3 is appropriate.

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 and resource ('Get reactions on a LinkedIn post or on a specific comment') and distinguishes the post-level vs comment-level modes. An agent can tell it apart from siblings like linkedin_get_post_comments or linkedin_react_to_post without opening a schema.

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?

Gives clear branching logic: pass activityUrn or postUrl for the post, add commentId to switch to comment reactions, and names the sibling tools that produce each identifier. It does not explicitly state when to prefer this over related tools (e.g. linkedin_get_my_engagement), but the conditions are well-covered.

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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