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Attention Trends

by dev.workers.shopttyass-85f.attention-trends
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Server Details

Topic popularity, interest over time and trending topics from Wikipedia pageviews (x402 paid).

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Status
Healthy
Uptime
100.0% over the last 24 hours
Last Tested
Transport
Streamable HTTP · MCP 2025-11-25
URL
ChatGPT
–
Claude
–

TDQS

A3.9/5.0

Scored across 3 tools

Disambiguation4/5

trending_topics is clearly distinct (daily top-article leaderboard), while compare_topic_popularity and wikipedia_pageviews_trend both return normalized 0-100 interest-over-time with direction and spikes. The multi-topic vs single-topic distinction is stated in the descriptions, so confusion is limited but the two trend tools are close cousins.

Naming Consistency3/5

All names are snake_case and readable, but the conventions differ: compare_topic_popularity is verb_noun, trending_topics is a gerund/descriptor, and wikipedia_pageviews_trend is a bare noun phrase with a vendor prefix. Predictable enough to navigate, not a uniform pattern.

Tool Count4/5

Three tools for a narrow Wikipedia-attention analytics domain is lean but each covers a genuine query shape (multi-topic comparison, daily trending list, single-topic trend). Slightly thin, though nothing feels redundant enough to cut.

Completeness4/5

The surface covers the core lifecycle of attention analysis: discover trends, compare competitors, and drill into a single topic's history. Minor gaps exist (e.g., explicit topic search/resolution endpoint, regional or language-scoped breakdowns for a single topic), but agents can work around them via free-text resolution.

Available Tools

3 tools
compare_topic_popularityCompare Topic PopularityA
Read-onlyIdempotent
Inspect

Compare the popularity of 2-5 topics (brands, competitors, products, people, keywords) by Wikipedia pageviews. Returns one jointly normalized 0-100 interest-over-time series per topic, share of attention, the most popular and the fastest-rising topic, and per-topic trend direction and spikes. A Google-Trends-style popularity comparison based on Wikipedia reading rather than searches. Suited to competitor analysis, brand tracking and content planning. Paid: $0.01 USDC per call via x402.

Inputs: topics (required), days, lang.

trending_topicsTrending Topics (Wikipedia)A
Read-onlyIdempotent
Inspect

What is trending right now: the most-read Wikipedia articles for a language and day (default yesterday UTC), with views and rank, cleaned of the Main Page, special and other non-article pages. A daily signal of trending topics, breaking news and current events in 300+ Wikipedia language editions. Suited to trend discovery, news monitoring and content ideas. Paid: $0.005 USDC per call via x402.

Inputs: date, lang, limit.

wikipedia_pageviews_trendWikipedia Pageviews TrendA
Read-onlyIdempotent
Inspect

Wikipedia pageviews trend for any topic: interest over time as a measure of topic popularity and public attention. Free text (brand, person, product, event) is resolved to the matching Wikipedia article. Returns daily views normalized 0-100, 7-day and window % change, direction (rising, falling, stable, spiking), peak day and spike detection. Similar in purpose to Google Trends search interest, but it measures Wikipedia reading, not searches. Paid: $0.005 USDC per call via x402.

Inputs: topic (required), days, lang.

Tool Schema Changelog

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