SocialPulse AI 402
Server Details
AI-powered social media analytics and automation tools built with TensorFlow.js.
- Status
- Healthy
- Uptime
- 71.2% over 28 days
- Last Tested
- Transport
- Streamable HTTP · MCP 2025-11-25
- URL
TDQS
Scored across 1 tool
Only one tool exists, so there is no possibility of confusion between tools. The ping tool has a clear, singular purpose.
With only one tool, the naming is trivially consistent. The name 'ping' is a standard, recognizable verb for a connectivity check.
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.
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 toolpingDInspect
Ping test
| Name | Required | Description | Default |
|---|---|---|---|
| message | No |
TDQS
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.
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.
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.
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.
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.
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.
169 tool updates
- Removed
ab-test - Removed
analyze-facebook-content - Removed
analyze-image - Removed
analyze-instagram-images - Removed
analyze-pinterest-images - Removed
analyze-text - Removed
analyze-tiktok-thumbnails - Removed
analyze-twitch-content - Removed
analyze-youtube-thumbnails - Removed
answer-question - Removed
bluesky-anomaly-detection - Removed
bluesky-content-clustering - Removed
bluesky-growth-forecast - Removed
bluesky-keyword-extraction - Removed
bluesky-post-comparison - Removed
bluesky-sentiment-analysis - Removed
bluesky-toxicity-detection - Removed
bluesky-trend-detection - Removed
classify-bluesky-topics - Removed
classify-discord-topics - Removed
classify-facebook-topics - Removed
classify-github-issues - Removed
classify-image - Removed
classify-instagram-content - Removed
classify-linkedin-topics - Removed
classify-mastodon-topics - Removed
classify-pinterest-content - Removed
classify-reddit-topics - Removed
classify-threads-topics - Removed
classify-tiktok-content - Removed
classify-twitch-games - Removed
classify-twitter-topics - Removed
classify-youtube-content - Removed
cluster-data - Removed
detect-anomalies - Removed
detect-faces - Removed
detect-objects - Removed
detect-sentiment - Removed
detect-toxicity - Removed
discord-activity-patterns - Removed
discord-anomaly-detection - Removed
discord-channel-comparison - Removed
discord-growth-forecast - Removed
discord-keyword-extraction - Removed
discord-member-clustering - Removed
discord-sentiment-analysis - Removed
discord-toxicity-detection - Removed
embed-text - Removed
extract-keywords - Removed
facebook-anomaly-detection - Removed
facebook-comment-sentiment - Removed
facebook-content-clustering - Removed
facebook-growth-forecast - Removed
facebook-post-keywords - Removed
facebook-posting-trends - Removed
facebook-visual-comparison - Removed
forecast-data - Removed
github-anomaly-detection - Removed
github-contributor-patterns - Removed
github-growth-forecast - Removed
github-issue-clustering - Removed
github-issue-sentiment - Removed
github-keyword-extraction - Removed
github-repo-comparison - Removed
github-trend-detection - Removed
instagram-anomaly-detection - Removed
instagram-caption-sentiment - Removed
instagram-content-clustering - Removed
instagram-follower-forecast - Removed
instagram-hashtag-extraction - Removed
instagram-post-comparison - Removed
instagram-visual-trends - Removed
linkedin-anomaly-detection - Removed
linkedin-audience-segmentation - Removed
linkedin-content-clustering - Removed
linkedin-growth-forecast - Removed
linkedin-keyword-extraction - Removed
linkedin-post-comparison - Removed
linkedin-sentiment-analysis - Removed
linkedin-trend-detection - Removed
mastodon-anomaly-detection - Removed
mastodon-content-clustering - Removed
mastodon-growth-forecast - Removed
mastodon-keyword-extraction - Removed
mastodon-sentiment-analysis - Removed
mastodon-status-comparison - Removed
mastodon-toxicity-detection - Removed
mastodon-trend-detection - Added
ping - Removed
pinterest-anomaly-detection - Removed
pinterest-audience-analysis - Removed
pinterest-board-clustering - Removed
pinterest-growth-forecast - Removed
pinterest-keyword-extraction - Removed
pinterest-pin-comparison - Removed
pinterest-trend-detection - Removed
predict-bluesky-engagement - Removed
predict-discord-engagement - Removed
predict-facebook-engagement - Removed
predict-github-issue-engagement - Removed
predict-instagram-engagement - Removed
predict-linkedin-engagement - Removed
predict-mastodon-engagement - Removed
predict-pinterest-engagement - Removed
predict-reddit-engagement - Removed
predict-spotify-popularity - Removed
predict-threads-engagement - Removed
predict-tiktok-virality - Removed
predict-trend - Removed
predict-twitch-viewers - Removed
predict-twitter-engagement - Removed
predict-youtube-views - Removed
reddit-anomaly-detection - Removed
reddit-community-clustering - Removed
reddit-growth-forecast - Removed
reddit-keyword-extraction - Removed
reddit-post-comparison - Removed
reddit-sentiment-analysis - Removed
reddit-toxicity-detection - Removed
reddit-trend-detection - Removed
reduce-dimensions - Removed
regression - Removed
spotify-anomaly-detection - Removed
spotify-audio-analysis - Removed
spotify-audio-keywords - Removed
spotify-genre-classification - Removed
spotify-growth-forecast - Removed
spotify-playlist-clustering - Removed
spotify-track-comparison - Removed
spotify-track-sentiment - Removed
spotify-trend-detection - Removed
threads-anomaly-detection - Removed
threads-content-clustering - Removed
threads-growth-forecast - Removed
threads-keyword-extraction - Removed
threads-post-comparison - Removed
threads-sentiment-analysis - Removed
threads-toxicity-detection - Removed
threads-trend-detection - Removed
tiktok-anomaly-detection - Removed
tiktok-content-clustering - Removed
tiktok-content-sentiment - Removed
tiktok-follower-forecast - Removed
tiktok-thumbnail-comparison - Removed
tiktok-trending-topics - Removed
tiktok-view-patterns - Removed
train-model - Removed
twitch-anomaly-detection - Removed
twitch-chat-sentiment - Removed
twitch-clip-comparison - Removed
twitch-growth-forecast - Removed
twitch-keyword-extraction - Removed
twitch-stream-clustering - Removed
twitch-viewer-trends - Removed
twitter-anomaly-detection - Removed
twitter-content-keywords - Removed
twitter-follower-forecast - Removed
twitter-keyword-extraction - Removed
twitter-sentiment-analysis - Removed
twitter-topic-clustering - Removed
twitter-toxicity-detection - Removed
twitter-tweet-comparison - Removed
youtube-anomaly-detection - Removed
youtube-channel-keywords - Removed
youtube-comment-sentiment - Removed
youtube-forecast - Removed
youtube-thumbnail-comparison - Removed
youtube-topic-clustering - Removed
youtube-trend-detection
168 tool updates
- First observed
ab-test - First observed
analyze-facebook-content - First observed
analyze-image - First observed
analyze-instagram-images - First observed
analyze-pinterest-images - First observed
analyze-text - First observed
analyze-tiktok-thumbnails - First observed
analyze-twitch-content - First observed
analyze-youtube-thumbnails - First observed
answer-question - First observed
bluesky-anomaly-detection - First observed
bluesky-content-clustering - First observed
bluesky-growth-forecast - First observed
bluesky-keyword-extraction - First observed
bluesky-post-comparison - First observed
bluesky-sentiment-analysis - First observed
bluesky-toxicity-detection - First observed
bluesky-trend-detection - First observed
classify-bluesky-topics - First observed
classify-discord-topics - First observed
classify-facebook-topics - First observed
classify-github-issues - First observed
classify-image - First observed
classify-instagram-content - First observed
classify-linkedin-topics - First observed
classify-mastodon-topics - First observed
classify-pinterest-content - First observed
classify-reddit-topics - First observed
classify-threads-topics - First observed
classify-tiktok-content - First observed
classify-twitch-games - First observed
classify-twitter-topics - First observed
classify-youtube-content - First observed
cluster-data - First observed
detect-anomalies - First observed
detect-faces - First observed
detect-objects - First observed
detect-sentiment - First observed
detect-toxicity - First observed
discord-activity-patterns - First observed
discord-anomaly-detection - First observed
discord-channel-comparison - First observed
discord-growth-forecast - First observed
discord-keyword-extraction - First observed
discord-member-clustering - First observed
discord-sentiment-analysis - First observed
discord-toxicity-detection - First observed
embed-text - First observed
extract-keywords - First observed
facebook-anomaly-detection - First observed
facebook-comment-sentiment - First observed
facebook-content-clustering - First observed
facebook-growth-forecast - First observed
facebook-post-keywords - First observed
facebook-posting-trends - First observed
facebook-visual-comparison - First observed
forecast-data - First observed
github-anomaly-detection - First observed
github-contributor-patterns - First observed
github-growth-forecast - First observed
github-issue-clustering - First observed
github-issue-sentiment - First observed
github-keyword-extraction - First observed
github-repo-comparison - First observed
github-trend-detection - First observed
instagram-anomaly-detection - First observed
instagram-caption-sentiment - First observed
instagram-content-clustering - First observed
instagram-follower-forecast - First observed
instagram-hashtag-extraction - First observed
instagram-post-comparison - First observed
instagram-visual-trends - First observed
linkedin-anomaly-detection - First observed
linkedin-audience-segmentation - First observed
linkedin-content-clustering - First observed
linkedin-growth-forecast - First observed
linkedin-keyword-extraction - First observed
linkedin-post-comparison - First observed
linkedin-sentiment-analysis - First observed
linkedin-trend-detection - First observed
mastodon-anomaly-detection - First observed
mastodon-content-clustering - First observed
mastodon-growth-forecast - First observed
mastodon-keyword-extraction - First observed
mastodon-sentiment-analysis - First observed
mastodon-status-comparison - First observed
mastodon-toxicity-detection - First observed
mastodon-trend-detection - First observed
pinterest-anomaly-detection - First observed
pinterest-audience-analysis - First observed
pinterest-board-clustering - First observed
pinterest-growth-forecast - First observed
pinterest-keyword-extraction - First observed
pinterest-pin-comparison - First observed
pinterest-trend-detection - First observed
predict-bluesky-engagement - First observed
predict-discord-engagement - First observed
predict-facebook-engagement - First observed
predict-github-issue-engagement - First observed
predict-instagram-engagement - First observed
predict-linkedin-engagement - First observed
predict-mastodon-engagement - First observed
predict-pinterest-engagement - First observed
predict-reddit-engagement - First observed
predict-spotify-popularity - First observed
predict-threads-engagement - First observed
predict-tiktok-virality - First observed
predict-trend - First observed
predict-twitch-viewers - First observed
predict-twitter-engagement - First observed
predict-youtube-views - First observed
reddit-anomaly-detection - First observed
reddit-community-clustering - First observed
reddit-growth-forecast - First observed
reddit-keyword-extraction - First observed
reddit-post-comparison - First observed
reddit-sentiment-analysis - First observed
reddit-toxicity-detection - First observed
reddit-trend-detection - First observed
reduce-dimensions - First observed
regression - First observed
spotify-anomaly-detection - First observed
spotify-audio-analysis - First observed
spotify-audio-keywords - First observed
spotify-genre-classification - First observed
spotify-growth-forecast - First observed
spotify-playlist-clustering - First observed
spotify-track-comparison - First observed
spotify-track-sentiment - First observed
spotify-trend-detection - First observed
threads-anomaly-detection - First observed
threads-content-clustering - First observed
threads-growth-forecast - First observed
threads-keyword-extraction - First observed
threads-post-comparison - First observed
threads-sentiment-analysis - First observed
threads-toxicity-detection - First observed
threads-trend-detection - First observed
tiktok-anomaly-detection - First observed
tiktok-content-clustering - First observed
tiktok-content-sentiment - First observed
tiktok-follower-forecast - First observed
tiktok-thumbnail-comparison - First observed
tiktok-trending-topics - First observed
tiktok-view-patterns - First observed
train-model - First observed
twitch-anomaly-detection - First observed
twitch-chat-sentiment - First observed
twitch-clip-comparison - First observed
twitch-growth-forecast - First observed
twitch-keyword-extraction - First observed
twitch-stream-clustering - First observed
twitch-viewer-trends - First observed
twitter-anomaly-detection - First observed
twitter-content-keywords - First observed
twitter-follower-forecast - First observed
twitter-keyword-extraction - First observed
twitter-sentiment-analysis - First observed
twitter-topic-clustering - First observed
twitter-toxicity-detection - First observed
twitter-tweet-comparison - First observed
youtube-anomaly-detection - First observed
youtube-channel-keywords - First observed
youtube-comment-sentiment - First observed
youtube-forecast - First observed
youtube-thumbnail-comparison - First observed
youtube-topic-clustering - First observed
youtube-trend-detection
Related MCP Servers
- AlicenseAqualityCmaintenanceEnables brand visibility monitoring across major AI platforms like ChatGPT, Claude, Gemini, and Perplexity. It allows users to track visibility scores, analyze competitor data, and receive actionable insights to improve AI-generated brand recommendations.1624 npm1MIT
- AlicenseCqualityBmaintenanceCompetitor Monitor AI - MCP server providing AI-powered tools and automation by MEOK AI Labs117 npmMIT
- AlicenseAqualityCmaintenanceRevnuvo Company Intelligence tells AI agents what changed at a company, with evidence. It observes company websites, technologies, and DNS over time and returns timestamped, confidence-aware changes, signals, and monitoring.9MIT

industrylens-mcpofficial
AlicenseNot gradedqualityBmaintenanceBrowse IndustryLens's published competitive-intelligence reports and head-to-head competitor comparisons from any AI agent — real, source-backed data.MIT
Glama MCP Gateway
Add one secure layer between your agents and this server.