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Most reliable classification AI agent tools

As of the latest check, Glimind tracks 15 classification AI agent (MCP) tools, of which 14 are healthy right now. The table below ranks them live-first by real-time reliability.

toolstatuswhat it does
classify_row
io.github.pipeworx-io/nebraska-code
healthyCheap categorization: given a company and a list of candidate labels, decide which labels apply — the most common GTM/AI usage shape (tagginalternatives
classify_row
io.github.pipeworx-io/oregon-code
healthyCheap categorization: given a company and a list of candidate labels, decide which labels apply — the most common GTM/AI usage shape (tagginalternatives
classify_row
io.github.pipeworx-io/montana-code
healthyCheap categorization: given a company and a list of candidate labels, decide which labels apply — the most common GTM/AI usage shape (tagginalternatives
classify_row
io.github.pipeworx-io/launchdarkly
healthyCheap categorization: given a company and a list of candidate labels, decide which labels apply — the most common GTM/AI usage shape (tagginalternatives
classify_row
io.github.pipeworx-io/lob
healthyCheap categorization: given a company and a list of candidate labels, decide which labels apply — the most common GTM/AI usage shape (tagginalternatives
classify_row
io.github.pipeworx-io/mhra-alerts
healthyCheap categorization: given a company and a list of candidate labels, decide which labels apply — the most common GTM/AI usage shape (tagginalternatives
classify_row
io.github.pipeworx-io/tweedekamer-nl
healthyCheap categorization: given a company and a list of candidate labels, decide which labels apply — the most common GTM/AI usage shape (tagginalternatives
classify_row
io.github.pipeworx-io/cms
healthyCheap categorization: given a company and a list of candidate labels, decide which labels apply — the most common GTM/AI usage shape (tagginalternatives
classify_row
io.github.pipeworx-io/bhagavad-gita
healthyCheap categorization: given a company and a list of candidate labels, decide which labels apply — the most common GTM/AI usage shape (tagginalternatives
classify_row
io.github.pipeworx-io/exoplanet-archive
healthyCheap categorization: given a company and a list of candidate labels, decide which labels apply — the most common GTM/AI usage shape (tagginalternatives
classify_row
19hz Events
healthyCheap categorization: given a company and a list of candidate labels, decide which labels apply — the most common GTM/AI usage shape (tagginalternatives
classify_row
io.github.pipeworx-io/senate-lobbying
healthyCheap categorization: given a company and a list of candidate labels, decide which labels apply — the most common GTM/AI usage shape (tagginalternatives
classify_row
io.github.pipeworx-io/keepa
healthyCheap categorization: given a company and a list of candidate labels, decide which labels apply — the most common GTM/AI usage shape (tagginalternatives
classify_row
io.github.pipeworx-io/spacenews
healthyCheap categorization: given a company and a list of candidate labels, decide which labels apply — the most common GTM/AI usage shape (tagginalternatives
classify_operation
CSOAI-ORG/drone-airspace-governance-mcp
unknownClassify a drone operation into Open, Specific, or Certified category based on weight, altitude, and VLOS constraintsalternatives

FAQ

What are the most reliable classification MCP tools right now?

As of the latest check, Glimind tracks 15 classification AI agent (MCP) tools, of which 14 are healthy right now. The table below ranks them live-first by real-time reliability. Glimind rates each neutrally (0–100) from safe liveness probes plus privacy-clean real-usage outcomes — see each tool's live page for its current score and a working alternative if it's down.

How does Glimind rank classification tools?

Ranked live-first by current verdict (healthy → degraded → down), then by the neutral reliability score. Glimind sells no tools, so the ranking is unconflicted.

What if a classification tool I need is down?

Every tool here links to its live alternatives — capability-matched substitutes that are healthy now. Or query https://glimind.com/v1/alternatives/{toolId}.

Live data via MCP/REST. Neutral ratings — Glimind only measures.

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