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ismailsaoulaj

reddit-mcp-server

analyze_niche_trends

Discover trending topics, pain points, and opportunities in any niche by analyzing Reddit posts. Identify what users struggle with right now to generate ideas and solve real problems.

Instructions

Use this tool when asked to suggest ideas, find pain points, or discover opportunities in a specific niche (e.g., 'SaaS', 'Entrepreneur'). By looking at 'rising' or 'hot' posts, you can identify what problems users are actively struggling with RIGHT NOW. Always compare the post's created_at with the current_server_date provided in meta_context.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNo
page_tokenNo
trend_typeNorising
subreddit_nameYes

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
dataYesThe extracted posts.
statusNoStatus of the request (e.g., success, partial_timeout).success
messageNoSystem message or warning (especially if partial_timeout occurred).
meta_contextYesTemporal and spatial context for the AI.
next_page_tokenNoPass this token to the tool again to fetch the next page.
Behavior3/5

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

No annotations are provided, so the description must disclose behavioral traits. It does add useful context: the tool looks at 'rising' or 'hot' posts to identify current problems, and it instructs the agent to compare `created_at` with `meta_context.current_server_date`. However, it does not explicitly state whether the operation is read-only, or mention rate limits, authentication, or response handling, leaving gaps in transparency.

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 three sentences and front-loads the key usage guidance. Each sentence adds value, though the list 'ideas, pain points, opportunities' is slightly repetitive. It is generally tight and well-structured, deserving a strong score, but not perfect due to minor redundancy.

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

Completeness3/5

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

The tool has 4 parameters, an output schema, and no annotations. The description covers the main purpose and a critical date-comparison instruction, but it omits details about pagination (`page_token`), result limits, and potential side effects. The output schema fills some gaps, but the description alone is not fully comprehensive for an agent to use the tool optimally.

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

Parameters2/5

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

The schema has 0% description coverage, so the description must compensate. It indirectly references `subreddit_name` as the specific niche and `trend_type` as 'rising' or 'hot', but the `limit` and `page_token` parameters are not explained at all. This partial coverage leaves the agent uncertain about pagination and result size, so the score is low.

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

Purpose4/5

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

The description clearly states the tool's purpose: to analyze niche trends for idea generation, pain point discovery, and opportunity identification. It specifies the resource (a specific niche like 'SaaS' or 'Entrepreneur') and the action (looking at rising/hot posts). However, it does not explicitly differentiate from sibling tools by name, so it misses the top score.

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 opens with 'Use this tool when...' and lists concrete scenarios (suggest ideas, find pain points, discover opportunities), providing clear guidance on when to invoke it. It also gives operational advice on how to analyze trends (look at rising/hot posts) and emphasizes comparing timestamps. It does not mention when not to use it or alternative tools, but the context is strong.

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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