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Most reliable feedback AI agent tools

As of the latest check, Glimind tracks 26 feedback AI agent (MCP) tools, of which 7 are healthy right now. The table below ranks them live-first by real-time reliability.

toolstatuswhat it does
pipeworx_feedback
io.github.pipeworx-io/flood
healthyTell the Pipeworx team something is broken, missing, or needs to exist. Use when a tool returns wrong/stale data (bug), when a tool you wishalternatives
business_rate
io.github.sella-network/sella
healthyRecord what you thought of something you bought, after you have actually used it. Rate 1 to 5 and say why in a sentence. You paid for this aalternatives
feedback_submit
com.zensched/zensched
healthyFile a grievance or product recommendation. Free. Works even before you have an account. Categories: bug, friction, missing_capability, docsalternatives
feedback
com.304notfound/304notmodified
healthyDit si une réponse obtenue avec « ask » vous a servi. request_id : celui de la réponse. useful : true ou false. issue (facultatif) : wrong (alternatives
pipeworx_feedback
io.github.pipeworx-io/bigiron
healthyTell the Pipeworx team something is broken, missing, or needs to exist. Use when a tool returns wrong/stale data (bug), when a tool you wishalternatives
submit_feedback
io.github.ra1labsworkx-wq/snapback
healthyTell Snapback whether a verdict was correct (correct=true/false), with an optional free-text note (did the fix work? what was wrong?). ONE ralternatives
pipeworx_feedback
io.github.pipeworx-io/arcgis-stlouiscounty
healthyTell the Pipeworx team something is broken, missing, or needs to exist. Use when a tool returns wrong/stale data (bug), when a tool you wishalternatives
maestro_feedback
maestro-ai
unknownProvide structured feedback on a routing decision.alternatives
feedback
QuantmindSSI/Lumena MCP Server
unknownLog explicit or implicit feedbackalternatives
feedback_memory
hippmem-mcp
unknownSend usage feedback for a previous retrieval (retrieval_id from retrieve_memories): referenced, user_confirmed_correct, task_succeeded, or ualternatives
get_screenshot_feedback
OrellBuehler/testflight-mcp
unknownOne screenshot submission; optionally returns the first screenshot inline as an image.alternatives
list_screenshot_feedback
max-rousseau/asc-feedback-mcp
unknownList the most recent TestFlight screenshot feedback submissions for an app.alternatives
list_crash_feedback
max-rousseau/asc-feedback-mcp
unknownList the most recent TestFlight crash feedback submissions for an app.alternatives
feedback
io.github.ZionHopkins/launch-engine
unknownPerformance diagnosis and fix routingalternatives
get_crash_log
max-rousseau/asc-feedback-mcp
unknownFetch the crash log for one crash feedback submission.alternatives
feedback.vote
OPTIX
unknownVote on a documentalternatives
inject_to_context
AdrianSQA/agent-feedback-hub
unknownInjects the weighted feedback into the agent's context with a specified weight.alternatives
feedback
launchnotes/mcp-server-guide
unknownSearch, read, and organize feedback under announcements, roadmap, or ideasalternatives
list_feedback_requests
@helmdesk/mcp
unknownList outgoing feedback requests with funnel status (sent/opened/responded)alternatives
request_feedback
@helmdesk/mcp
unknownCreate a feedback request and email the customer a branded respond linkalternatives
list_screenshot_feedback
OrellBuehler/testflight-mcp
unknownScreenshot feedback for an app: tester comment, screenshot URLs, device/OS, resolved tester and build.alternatives
list_crash_feedback
OrellBuehler/testflight-mcp
unknownCrash feedback for an app: comment, device/OS, resolved tester and build, crash-log reference.alternatives
capture_feedback
AdrianSQA/agent-feedback-hub
unknownCaptures developer feedback on generated code and injects it into the agent's context for real-time adjustment.alternatives
adjust_agent_behavior
AdrianSQA/agent-feedback-hub
unknownAdjusts the agent's behavior based on the feedback profile and real-time feedback.alternatives
load_profile
AdrianSQA/agent-feedback-hub
unknownLoads the developer's feedback profile for a given session.alternatives
merge_feedback
AdrianSQA/agent-feedback-hub
unknownMerges the profile preferences with real-time feedback to create a weighted feedback vector.alternatives

FAQ

What are the most reliable feedback MCP tools right now?

As of the latest check, Glimind tracks 26 feedback AI agent (MCP) tools, of which 7 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 feedback 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 feedback 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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