Skip to content
verify mcp Beta VerifyMCP is currently in beta. If you notice any issues, get in touch and we’ll put it right.

Feedback Synthesis MCP

REMOTE · FEEDBACK-SYNTHESIS-MCP-PRODUCTION.UP.RAILWAY.APP · 2 COMPONENTS

Synthesize GitHub Issues, HN and App Store reviews into ranked pain clusters. Pay-per-call x402.

0 this week 23 Trust /100

Last scanned (3 hours ago)

Scores higher than 8% of remote servers

Unreachable for 1 day in a row. Last reached 4 Nov 2026.

Category Data and Analytics

Trust breakdown (7 categories)

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score → Why this is hard to score →

Endpoint Security11
Transport & Reachability0
Schema Quality & AI Usability0
  • Schema not yet verified: we couldn't read the endpoint's schema, or could read only part of its tool list.Unverified
Stability & Change Management0
  • Stability not yet verified: not enough scan history yet (needs a 30-day window).Unverified
Tool Coverage0
  • Tool coverage not yet verified: we couldn't read the endpoint's tools, or could read only part of the list.Unverified
Tool Safety0
  • Tool safety not yet verified: we couldn't read the endpoint's tools, or could read only part of the list.Unverified
Capabilities0
  • Capabilities not yet verified: we couldn't read the endpoint's capabilities.Unverified

Unverified: 5 categories

Categories scored 0 because we could not verify them: authentication we do not have, an unreachable endpoint, or not enough scan history. We only credit what we can confirm.

Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 5 Nov 26 0
    • Endpoint reachability: not serving MCP → unreachable ▼ security
    • TLS certificate: pass → unverified ▼ security
    • HSTS header: fail → unverified ▼ security
    • Transport: Transport check failed: declared streamable-http, but we couldn't connect to verify it. security
  • 25 Oct 26 −53
    • Endpoint reachability: reachable → not serving MCP ▼ security
    • Tool safety: pass → unverified ▼ security
    • Stability: pass → unverified ▼ security
    • Transport: pass → fail ▼ security
    • Authorization: Authorisation not yet verified: we couldn't confirm whether this endpoint requires it. security
    • Tool coverage: 100 → unverified ▼ functional
    • Capabilities: pass → unverified ▼ functional
    • First check of Schema quality: unverified functional
  • 28 Sept 26 0
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 25 Sept 26 0
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 18 Sept 26 0
    • Stability: 0.97 → pass security
  • 26 Aug 26 0
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 20 Aug 26 0
    • Stability: unverified → 0.03 ▲ functional
    • The server no longer declares the “logging” capability functional
    • The server no longer declares the “resources” capability functional
    • The server no longer declares the “prompts” capability functional
    • MCP protocol: Implements a current MCP spec version (2026-07-28). functional
    • MCP protocol version: 2025-11-25 → 2026-07-28 functional
  • 19 Aug 26 0

    First indexed and scored.

Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 5 Nov 2026 · Probed https://feedback-synthesis-mcp-production.up.railway.app/mcp

TLS unreached
DNSSEC insecure

Validation of feedback-synthesis-mcp-production.up.railway.app. — Not signed

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
app. present 23684 8 Verified
railway.app. absent Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation
Authentication Inconclusive

We could not reach the endpoint well enough to judge its authorisation posture.

Result Inconclusive

Background: How OAuth 2.1 works in the 2026 MCP spec →

Transports 2 probes
Transport URL Outcome Status Location
streamable-http https://feedback-synthesis-mcp-production.up.railway.app/mcp Unreachable
http (plaintext) http://feedback-synthesis-mcp-production.up.railway.app/mcp HTTPS enforced
MCP tools · 4 exposed · ~458 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →

Tool Tokens
get_pain_points ~80

Quick single-source pain point extraction.

NameTypeReqDescription
max_itemsinteger–Max feedback items to analyze (default 50).
sourceobjectyesSource config with "type" (github_issues, hackernews, appstore) and "target".
top_ninteger–Number of top pain points to return (default 10).

Structured output declared, but exposes no named fields.

No examples provided.

get_sentiment_trends ~81

Time-series sentiment analysis across feedback sources.

NameTypeReqDescription
granularitystring–Time granularity — "weekly" or "monthly" (default "weekly").
sincestring–Only include feedback after this date (ISO 8601).
sourcesarrayyesList of source configs. Each must have "type" and "target".

Structured output declared, but exposes no named fields.

No examples provided.

search_feedback ~161

Full-text search across cached feedback items.

NameTypeReqDescription
limitinteger–Max results to return (default 20).
querystringyesSearch query string.
sincestring–Only include items after this date (ISO 8601, e.g. "2025-01-01").
source––Singular alias for sources — accepts a single source type string. If both source and sources are provided, sources takes precedence.
sources––Optional list of source types to filter (e.g. ["github_issues"], ["github"]). Accepted values: github_issues (or "github"), hackernews, appstore.
targetstring–Optional target filter (e.g. "owner/repo" or app ID).

Structured output declared, but exposes no named fields.

No examples provided.

synthesize_feedback ~136

Multi-source feedback synthesis into ranked pain clusters.

NameTypeReqDescription
focusstring–Optional focus area to prioritize (e.g. "performance", "onboarding").
max_items_per_sourceinteger–Max feedback items per source (default 100).
sincestring–Only include feedback after this date (ISO 8601, e.g. "2025-01-01").
sourcesarrayyesList of source configs. Each must have "type" (github_issues, hackernews, appstore) and "target" (e.g. "owner/repo", "product name", app ID).

Structured output declared, but exposes no named fields.

No examples provided.

Install

How do I install the Feedback Synthesis MCP server?

Feedback Synthesis MCP is a hosted endpoint at https://feedback-synthesis-mcp-production.up.railway.app/mcp, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

remote · feedback-synthesis-mcp-production.up.railway.app

# add to Claude Code
claude mcp add --transport http sapph1re-feedback-synthesis-mcp 'https://feedback-synthesis-mcp-production.up.railway.app/mcp'
Common questions

What is the Feedback Synthesis MCP server?

Feedback Synthesis MCP is listed in the public MCP registry as io.github.sapph1re/feedback-synthesis-mcp. Synthesize GitHub Issues, HN and App Store reviews into ranked pain clusters. Pay-per-call x402. This page covers its hosted endpoint (https://feedback-synthesis-mcp-production.up.railway.app/mcp).

Is the Feedback Synthesis MCP server safe to use?

Feedback Synthesis MCP scores 23 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

What tools does the Feedback Synthesis MCP server expose?

Feedback Synthesis MCP exposes 4 tools: synthesize_feedback, get_pain_points, search_feedback, get_sentiment_trends. Their descriptions and schemas cost roughly 458 tokens of context every time the server is loaded.

Does the Feedback Synthesis MCP server require authentication?

Its publisher declares no required credentials for Feedback Synthesis MCP. We have not been able to confirm that against the live endpoint, and a server can require authorisation without declaring it here.

Is the Feedback Synthesis MCP server still maintained?

Feedback Synthesis MCP is still listed in the MCP registry, though our most recent checks did not reach this channel. We last reached this channel on 4 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.