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AI-powered social media analytics and automation tools built with TensorFlow.js.

Ownership verified
Status
Healthy
Uptime
71.2% over 28 days
Last Tested
Transport
Streamable HTTP · MCP 2025-11-25
URL

TDQS

D1.8/5.0

Scored across 1 tool

Disambiguation5/5

Only one tool exists, so there is no possibility of confusion between tools. The ping tool has a clear, singular purpose.

Naming Consistency5/5

With only one tool, the naming is trivially consistent. The name 'ping' is a standard, recognizable verb for a connectivity check.

Tool Count1/5

A single trivial 'ping' tool is an extreme mismatch for a server named 'SocialPulse AI 402', which implies a rich social media analytics domain. This is far too few tools to be useful.

Completeness1/5

The tool surface is severely incomplete. A ping tool provides no functionality related to social pulse analysis, leaving the entire domain uncovered.

Available Tools

1 tool
pingDInspect

Ping test

ParametersJSON Schema
NameRequiredDescriptionDefault
messageNo

TDQS

D1.3/5.0
Behavior1/5

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

With no annotations provided, the description carries the full burden of behavioral disclosure. It does not state whether the tool performs a read-only check, makes any network call, or what side effects it might have. The agent cannot infer safety or mutability from the description alone.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is extremely short, but this is under-specification rather than conciseness. It is not front-loaded with useful information; it provides almost no content. The brevity does not serve the agent because it omits essential details.

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

Completeness1/5

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

Given the simplicity of the tool (one optional string parameter) and the lack of annotations or output schema, the description is expected to clarify the return value and the parameter's role. It does neither, leaving the tool functionally undefined. The description is inadequate even for a trivial tool.

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

Parameters1/5

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

The input schema has one parameter 'message' with no description, and schema description coverage is 0%. The tool description does not explain what the message parameter is for, whether it is a payload, a test string, or something else. The description fails to compensate for the lack of schema documentation.

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

Purpose2/5

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

The description 'Ping test' is a vague noun phrase that only gestures at an action (ping) and an object (test) without stating what the tool actually does. It is not a tautology since it is not just the name, but it fails to convey a clear purpose such as 'sends a test message to verify connectivity' or 'checks if a service is reachable.'

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

Usage Guidelines1/5

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

There is no guidance on when to use this tool, no mention of alternatives (though none exist as siblings), and no exclusions or prerequisites. The description gives the agent no context about the appropriate invocation scenario.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 169 tool updates
    • Removedab-test
    • Removedanalyze-facebook-content
    • Removedanalyze-image
    • Removedanalyze-instagram-images
    • Removedanalyze-pinterest-images
    • Removedanalyze-text
    • Removedanalyze-tiktok-thumbnails
    • Removedanalyze-twitch-content
    • Removedanalyze-youtube-thumbnails
    • Removedanswer-question
    • Removedbluesky-anomaly-detection
    • Removedbluesky-content-clustering
    • Removedbluesky-growth-forecast
    • Removedbluesky-keyword-extraction
    • Removedbluesky-post-comparison
    • Removedbluesky-sentiment-analysis
    • Removedbluesky-toxicity-detection
    • Removedbluesky-trend-detection
    • Removedclassify-bluesky-topics
    • Removedclassify-discord-topics
    • Removedclassify-facebook-topics
    • Removedclassify-github-issues
    • Removedclassify-image
    • Removedclassify-instagram-content
    • Removedclassify-linkedin-topics
    • Removedclassify-mastodon-topics
    • Removedclassify-pinterest-content
    • Removedclassify-reddit-topics
    • Removedclassify-threads-topics
    • Removedclassify-tiktok-content
    • Removedclassify-twitch-games
    • Removedclassify-twitter-topics
    • Removedclassify-youtube-content
    • Removedcluster-data
    • Removeddetect-anomalies
    • Removeddetect-faces
    • Removeddetect-objects
    • Removeddetect-sentiment
    • Removeddetect-toxicity
    • Removeddiscord-activity-patterns
    • Removeddiscord-anomaly-detection
    • Removeddiscord-channel-comparison
    • Removeddiscord-growth-forecast
    • Removeddiscord-keyword-extraction
    • Removeddiscord-member-clustering
    • Removeddiscord-sentiment-analysis
    • Removeddiscord-toxicity-detection
    • Removedembed-text
    • Removedextract-keywords
    • Removedfacebook-anomaly-detection
    • Removedfacebook-comment-sentiment
    • Removedfacebook-content-clustering
    • Removedfacebook-growth-forecast
    • Removedfacebook-post-keywords
    • Removedfacebook-posting-trends
    • Removedfacebook-visual-comparison
    • Removedforecast-data
    • Removedgithub-anomaly-detection
    • Removedgithub-contributor-patterns
    • Removedgithub-growth-forecast
    • Removedgithub-issue-clustering
    • Removedgithub-issue-sentiment
    • Removedgithub-keyword-extraction
    • Removedgithub-repo-comparison
    • Removedgithub-trend-detection
    • Removedinstagram-anomaly-detection
    • Removedinstagram-caption-sentiment
    • Removedinstagram-content-clustering
    • Removedinstagram-follower-forecast
    • Removedinstagram-hashtag-extraction
    • Removedinstagram-post-comparison
    • Removedinstagram-visual-trends
    • Removedlinkedin-anomaly-detection
    • Removedlinkedin-audience-segmentation
    • Removedlinkedin-content-clustering
    • Removedlinkedin-growth-forecast
    • Removedlinkedin-keyword-extraction
    • Removedlinkedin-post-comparison
    • Removedlinkedin-sentiment-analysis
    • Removedlinkedin-trend-detection
    • Removedmastodon-anomaly-detection
    • Removedmastodon-content-clustering
    • Removedmastodon-growth-forecast
    • Removedmastodon-keyword-extraction
    • Removedmastodon-sentiment-analysis
    • Removedmastodon-status-comparison
    • Removedmastodon-toxicity-detection
    • Removedmastodon-trend-detection
    • Addedping
    • Removedpinterest-anomaly-detection
    • Removedpinterest-audience-analysis
    • Removedpinterest-board-clustering
    • Removedpinterest-growth-forecast
    • Removedpinterest-keyword-extraction
    • Removedpinterest-pin-comparison
    • Removedpinterest-trend-detection
    • Removedpredict-bluesky-engagement
    • Removedpredict-discord-engagement
    • Removedpredict-facebook-engagement
    • Removedpredict-github-issue-engagement
    • Removedpredict-instagram-engagement
    • Removedpredict-linkedin-engagement
    • Removedpredict-mastodon-engagement
    • Removedpredict-pinterest-engagement
    • Removedpredict-reddit-engagement
    • Removedpredict-spotify-popularity
    • Removedpredict-threads-engagement
    • Removedpredict-tiktok-virality
    • Removedpredict-trend
    • Removedpredict-twitch-viewers
    • Removedpredict-twitter-engagement
    • Removedpredict-youtube-views
    • Removedreddit-anomaly-detection
    • Removedreddit-community-clustering
    • Removedreddit-growth-forecast
    • Removedreddit-keyword-extraction
    • Removedreddit-post-comparison
    • Removedreddit-sentiment-analysis
    • Removedreddit-toxicity-detection
    • Removedreddit-trend-detection
    • Removedreduce-dimensions
    • Removedregression
    • Removedspotify-anomaly-detection
    • Removedspotify-audio-analysis
    • Removedspotify-audio-keywords
    • Removedspotify-genre-classification
    • Removedspotify-growth-forecast
    • Removedspotify-playlist-clustering
    • Removedspotify-track-comparison
    • Removedspotify-track-sentiment
    • Removedspotify-trend-detection
    • Removedthreads-anomaly-detection
    • Removedthreads-content-clustering
    • Removedthreads-growth-forecast
    • Removedthreads-keyword-extraction
    • Removedthreads-post-comparison
    • Removedthreads-sentiment-analysis
    • Removedthreads-toxicity-detection
    • Removedthreads-trend-detection
    • Removedtiktok-anomaly-detection
    • Removedtiktok-content-clustering
    • Removedtiktok-content-sentiment
    • Removedtiktok-follower-forecast
    • Removedtiktok-thumbnail-comparison
    • Removedtiktok-trending-topics
    • Removedtiktok-view-patterns
    • Removedtrain-model
    • Removedtwitch-anomaly-detection
    • Removedtwitch-chat-sentiment
    • Removedtwitch-clip-comparison
    • Removedtwitch-growth-forecast
    • Removedtwitch-keyword-extraction
    • Removedtwitch-stream-clustering
    • Removedtwitch-viewer-trends
    • Removedtwitter-anomaly-detection
    • Removedtwitter-content-keywords
    • Removedtwitter-follower-forecast
    • Removedtwitter-keyword-extraction
    • Removedtwitter-sentiment-analysis
    • Removedtwitter-topic-clustering
    • Removedtwitter-toxicity-detection
    • Removedtwitter-tweet-comparison
    • Removedyoutube-anomaly-detection
    • Removedyoutube-channel-keywords
    • Removedyoutube-comment-sentiment
    • Removedyoutube-forecast
    • Removedyoutube-thumbnail-comparison
    • Removedyoutube-topic-clustering
    • Removedyoutube-trend-detection
  2. 168 tool updates
    • First observedab-test
    • First observedanalyze-facebook-content
    • First observedanalyze-image
    • First observedanalyze-instagram-images
    • First observedanalyze-pinterest-images
    • First observedanalyze-text
    • First observedanalyze-tiktok-thumbnails
    • First observedanalyze-twitch-content
    • First observedanalyze-youtube-thumbnails
    • First observedanswer-question
    • First observedbluesky-anomaly-detection
    • First observedbluesky-content-clustering
    • First observedbluesky-growth-forecast
    • First observedbluesky-keyword-extraction
    • First observedbluesky-post-comparison
    • First observedbluesky-sentiment-analysis
    • First observedbluesky-toxicity-detection
    • First observedbluesky-trend-detection
    • First observedclassify-bluesky-topics
    • First observedclassify-discord-topics
    • First observedclassify-facebook-topics
    • First observedclassify-github-issues
    • First observedclassify-image
    • First observedclassify-instagram-content
    • First observedclassify-linkedin-topics
    • First observedclassify-mastodon-topics
    • First observedclassify-pinterest-content
    • First observedclassify-reddit-topics
    • First observedclassify-threads-topics
    • First observedclassify-tiktok-content
    • First observedclassify-twitch-games
    • First observedclassify-twitter-topics
    • First observedclassify-youtube-content
    • First observedcluster-data
    • First observeddetect-anomalies
    • First observeddetect-faces
    • First observeddetect-objects
    • First observeddetect-sentiment
    • First observeddetect-toxicity
    • First observeddiscord-activity-patterns
    • First observeddiscord-anomaly-detection
    • First observeddiscord-channel-comparison
    • First observeddiscord-growth-forecast
    • First observeddiscord-keyword-extraction
    • First observeddiscord-member-clustering
    • First observeddiscord-sentiment-analysis
    • First observeddiscord-toxicity-detection
    • First observedembed-text
    • First observedextract-keywords
    • First observedfacebook-anomaly-detection
    • First observedfacebook-comment-sentiment
    • First observedfacebook-content-clustering
    • First observedfacebook-growth-forecast
    • First observedfacebook-post-keywords
    • First observedfacebook-posting-trends
    • First observedfacebook-visual-comparison
    • First observedforecast-data
    • First observedgithub-anomaly-detection
    • First observedgithub-contributor-patterns
    • First observedgithub-growth-forecast
    • First observedgithub-issue-clustering
    • First observedgithub-issue-sentiment
    • First observedgithub-keyword-extraction
    • First observedgithub-repo-comparison
    • First observedgithub-trend-detection
    • First observedinstagram-anomaly-detection
    • First observedinstagram-caption-sentiment
    • First observedinstagram-content-clustering
    • First observedinstagram-follower-forecast
    • First observedinstagram-hashtag-extraction
    • First observedinstagram-post-comparison
    • First observedinstagram-visual-trends
    • First observedlinkedin-anomaly-detection
    • First observedlinkedin-audience-segmentation
    • First observedlinkedin-content-clustering
    • First observedlinkedin-growth-forecast
    • First observedlinkedin-keyword-extraction
    • First observedlinkedin-post-comparison
    • First observedlinkedin-sentiment-analysis
    • First observedlinkedin-trend-detection
    • First observedmastodon-anomaly-detection
    • First observedmastodon-content-clustering
    • First observedmastodon-growth-forecast
    • First observedmastodon-keyword-extraction
    • First observedmastodon-sentiment-analysis
    • First observedmastodon-status-comparison
    • First observedmastodon-toxicity-detection
    • First observedmastodon-trend-detection
    • First observedpinterest-anomaly-detection
    • First observedpinterest-audience-analysis
    • First observedpinterest-board-clustering
    • First observedpinterest-growth-forecast
    • First observedpinterest-keyword-extraction
    • First observedpinterest-pin-comparison
    • First observedpinterest-trend-detection
    • First observedpredict-bluesky-engagement
    • First observedpredict-discord-engagement
    • First observedpredict-facebook-engagement
    • First observedpredict-github-issue-engagement
    • First observedpredict-instagram-engagement
    • First observedpredict-linkedin-engagement
    • First observedpredict-mastodon-engagement
    • First observedpredict-pinterest-engagement
    • First observedpredict-reddit-engagement
    • First observedpredict-spotify-popularity
    • First observedpredict-threads-engagement
    • First observedpredict-tiktok-virality
    • First observedpredict-trend
    • First observedpredict-twitch-viewers
    • First observedpredict-twitter-engagement
    • First observedpredict-youtube-views
    • First observedreddit-anomaly-detection
    • First observedreddit-community-clustering
    • First observedreddit-growth-forecast
    • First observedreddit-keyword-extraction
    • First observedreddit-post-comparison
    • First observedreddit-sentiment-analysis
    • First observedreddit-toxicity-detection
    • First observedreddit-trend-detection
    • First observedreduce-dimensions
    • First observedregression
    • First observedspotify-anomaly-detection
    • First observedspotify-audio-analysis
    • First observedspotify-audio-keywords
    • First observedspotify-genre-classification
    • First observedspotify-growth-forecast
    • First observedspotify-playlist-clustering
    • First observedspotify-track-comparison
    • First observedspotify-track-sentiment
    • First observedspotify-trend-detection
    • First observedthreads-anomaly-detection
    • First observedthreads-content-clustering
    • First observedthreads-growth-forecast
    • First observedthreads-keyword-extraction
    • First observedthreads-post-comparison
    • First observedthreads-sentiment-analysis
    • First observedthreads-toxicity-detection
    • First observedthreads-trend-detection
    • First observedtiktok-anomaly-detection
    • First observedtiktok-content-clustering
    • First observedtiktok-content-sentiment
    • First observedtiktok-follower-forecast
    • First observedtiktok-thumbnail-comparison
    • First observedtiktok-trending-topics
    • First observedtiktok-view-patterns
    • First observedtrain-model
    • First observedtwitch-anomaly-detection
    • First observedtwitch-chat-sentiment
    • First observedtwitch-clip-comparison
    • First observedtwitch-growth-forecast
    • First observedtwitch-keyword-extraction
    • First observedtwitch-stream-clustering
    • First observedtwitch-viewer-trends
    • First observedtwitter-anomaly-detection
    • First observedtwitter-content-keywords
    • First observedtwitter-follower-forecast
    • First observedtwitter-keyword-extraction
    • First observedtwitter-sentiment-analysis
    • First observedtwitter-topic-clustering
    • First observedtwitter-toxicity-detection
    • First observedtwitter-tweet-comparison
    • First observedyoutube-anomaly-detection
    • First observedyoutube-channel-keywords
    • First observedyoutube-comment-sentiment
    • First observedyoutube-forecast
    • First observedyoutube-thumbnail-comparison
    • First observedyoutube-topic-clustering
    • First observedyoutube-trend-detection

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