Feedback Synthesis MCP Server

by sapph1re Your server? Claim it

answering

Feedback Synthesis MCP is answering right now. Last checked 5 min ago. 62 installs a week from pypi. It exposes 4 tools. Last commit 19 Aug 2026.

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

Installs per day peak 23 · avg 9 · -22% w/w

a month agotoday

Uptime history 31 days of history · worst day 73%

31 days agonow

100.0%

Uptime 24h

92 of 92 checks

Tools

read from the server

290 ms

Response time

average over 24h

Installs / week

npm and PyPI

Nothing serious here today

Today is the operative word: we check Feedback Synthesis MCP every 15 minutes and re-read its code on every release. Watch it and you find out the day that stops being true.

Connect this server

Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 5 min ago.

Claude Code Claude Desktop Codex Cursor VS Code

run in your terminal

claude mcp add feedback-synthesis-mcp --transport http https://feedback-synthesis-mcp-production.up.railway.app/mcp

~/Library/Application Support/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "feedback-synthesis-mcp": {
      "url": "https://feedback-synthesis-mcp-production.up.railway.app/mcp"
    }
  }
}

~/.codex/config.toml

[mcp_servers.feedback-synthesis-mcp]
url = "https://feedback-synthesis-mcp-production.up.railway.app/mcp"

.cursor/mcp.json

{
  "mcpServers": {
    "feedback-synthesis-mcp": {
      "url": "https://feedback-synthesis-mcp-production.up.railway.app/mcp"
    }
  }
}

.vscode/mcp.json

{
  "mcpServers": {
    "feedback-synthesis-mcp": {
      "url": "https://feedback-synthesis-mcp-production.up.railway.app/mcp"
    }
  }
}

This one needs environment variables set before it will start: EVM_PRIVATE_KEY (EVM wallet private key for x402 micropayment signing (any wallet with USDC on Base mainnet)). The author declared them in the registry entry; get the values from the project itself.

Available tools 4

Read directly from the server with tools/list, grouped by what they act on. If a tool disappears, we record the date.

feedback

search_feedback

Full-text search across cached feedback items.

pain

get_pain_points

Quick single-source pain point extraction.

sentiment

get_sentiment_trends

Time-series sentiment analysis across feedback sources.

synthesize

synthesize_feedback

Multi-source feedback synthesis into ranked pain clusters.

Endpoints

URL	Transport	State	Latency	Checked
https://feedback-synthesis-mcp-production.up.railway.app/mcp	streamable-http	answering	275 ms	5 min ago

Alternatives to Feedback Synthesis MCP

same job, measured the same way

Github

by davidweb3-ctrl

GitHub MCP Server - List PRs, issues, repo info, and search code

21 installs/wk local only

Standupbot

by rimysore

Turns your GitHub activity into a daily standup — commits, PRs, reviews & issues.

27 installs/wk local only

github-twin

by christopherdavenport

Personal RAG over your GitHub history (commits, code, reviews), served to Claude Code over MCP.

246 installs/wk local only

Repo-to-RAG

by evozim

GitHub repository vectorizer and context synthesizer for RAG pipelines.

answering

Cynicalsally

by w1ckedxt

Brutally honest code reviews: scores, real issues, and usable fixes. CLI + MCP server.

73 installs/wk local only

App Store Connect MCP

by chrischall

App Store Connect MCP: apps, TestFlight, reviews, sales reports, and team users.

241 installs/wk local only

Gk CLI

by gitkraken

The GitKraken MCP Server for managing repos, PRs, issues across GitHub, GitLab, Bitbucket and more.

12 113 installs/wk local only

Literature Review Council

by ravicha2

Multi-agent literature review: research, peer review, and synthesize grounded reports.

69 installs/wk local only

Feedback Synthesis MCP — questions

Answers built from our own checks of this server.

What can Feedback Synthesis MCP do?

It exposes 4 tools, read directly from the server on our last check. Among them: get_pain_points, get_sentiment_trends, search_feedback, synthesize_feedback. The full list with descriptions is on this page — we take it from the server itself via tools/list, not from a README. How MCP servers expose tools in the first place →

Is Feedback Synthesis MCP working right now?

We send a real MCP handshake every 15 minutes. Over the last 24 hours 92 of 92 checks got a reply (100.0%), average response time 290 ms. The bar chart above shows every period we have measured.

How do I connect Feedback Synthesis MCP?

Copy the ready config from this page — we generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each with the file path that client actually reads. It is a remote server, so there is nothing to install — the client connects to the address.

Does Feedback Synthesis MCP need an API key?

No. Feedback Synthesis MCP completed a full MCP handshake with us as an anonymous client and listed its tools without asking for anything. All 4 of them are readable on this page. This is what we observed, not what the docs claim.

How fast is Feedback Synthesis MCP?

It answers our handshake in 290 ms on average, which is faster than 52% of all working MCP servers we measure. The comparison comes from our own checks across the whole registry, every 15 minutes.

How many people use Feedback Synthesis MCP?

The pypi package feedback-synthesis-mcp was installed 62 times in the last week. Week over week that is -22%. We show installs rather than GitHub stars on purpose: a star is a bookmark, an install is someone actually running it.

Is Feedback Synthesis MCP open source?

Yes — it is published under the MIT licence, written in Python, 0 stars on GitHub and 1 open issue. The source link is on this page, so you can read exactly what it does with your data before you connect it.