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BPJ Startup Research MCP Server

answering

BPJ Startup Research is answering right now. Last checked 5 min ago. It exposes 5 tools. Last commit 24 Oct 2026.

BPJ startup cases, launch signals and validation plans. Free preview; member tools use scoped keys.

Uptime history 21 days of history
21 days agonow
100.0%
Uptime 24h
91 of 91 checks
5
Tools
read from the server
264 ms
Response time
average over 24h
0
Stars
last commit 24 Oct 2026

What the code does

We read the source, 24 min ago · tools taken from the live server · rules 995398eba69f

A tool parameter reaches a dangerous call

A value the model can set ends up inside a file or shell call. That is not a flaw by itself — for a terminal server it is the job — but it is where things go wrong when it is not.

A tool parameter reaches a dangerous call get_sunwatch_track_record.url → .claude/skills/video-clip-pipeline/scored_pipeline.py:238, get_sunwatch_track_record.url → .claude/skills/video-clip-pipeline/scored_pipeline.py:84, get_sunwatch_track_record.url → sites/gridlings/tools/check-autopilot-globals.js:18 и ещё 6
        title_result = subprocess.run(
Evidence

Things with no honest explanation: a promise that contradicts the code, code that runs at install time while hiding what it does, data leaving the machine.

Runs commands and hides how tools/marketing/eco-laundry-03/render.py:15
…te=sf.read(raw);factor=max(1,len(samples)/rate/(b-a-.25));assert factor<1.35,(i,factor);fitted=OUT/f'voice-fit-{i}.wav';subprocess.run(['ffmpeg','-v','error','-y','-i',str(raw),'-af',f'atempo={factor:.6f}','-ar',str(sr),str(fitted)],check=True);samples,_=sf.read(fitted);start=int…
Capabilities

What this server is able to do. For an MCP server this is often the job itself — a terminal server runs commands because that is what it is for. Listed so you know what you are plugging in, not as an accusation.

A line of code looks encrypted sites/baipiaoji/assets/manju-live-search.js:11
  if(data.status==='pending'){if(attempt<3){status.textContent='相同关键词正在查询,稍后自动取回结果……';timer=setTimeout(()=>remote(q,ticket,attempt+1),3000);return;}status.textContent='查询仍在进行,可稍后重试。';retry.hidden=false;return;}
        result = subprocess.run(cmd, shell=True, capture_output=True, text=True, check=check)
…inutes</option><option value="25">25 minutes</option></select></label><label for="tools">Tools allowed in every attempt<select id="tools"><option value="spreadsheet-ai">Spreadsheet + my usual AI</option><option value="spreadsheet">Spreadsheet only</option></select></label></div><…
 return spawnSync(process.execPath,['--input-type=module','--eval',command],{encoding:'utf8',timeout:10000});
  document.getElementById("concepts").innerHTML = DATA.concepts.map((c, i) => `
Reads files and sends them to the network .claude/skills/podcast-ops/podcast_pipeline.py:791
    for ep_dir in sorted(episodes_dir.iterdir()):

Is this your server and something here is wrong? Tell us — corrections are free and do not require a plan.

A tool parameter here reaches a dangerous call

That is not a flaw by itself — but it is where things go wrong when it is not the job. We re-read this code on every release. Watch it and you hear from us the day another one appears.

Three servers free · no card

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.

run in your terminal
claude mcp add bpj-startup-research --transport http https://baipiaoji.com/api/startup-mcp
Settings → Connectors → Add custom connector, then paste this address
https://baipiaoji.com/api/startup-mcp
~/.codex/config.toml
[mcp_servers.bpj-startup-research]
url = "https://baipiaoji.com/api/startup-mcp"
.cursor/mcp.json
{
  "mcpServers": {
    "bpj-startup-research": {
      "url": "https://baipiaoji.com/api/startup-mcp"
    }
  }
}
.vscode/mcp.json
{
  "servers": {
    "bpj-startup-research": {
      "type": "http",
      "url": "https://baipiaoji.com/api/startup-mcp"
    }
  }
}

Available tools 5

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

startup
get_startup_radar
MEMBER: query daily Show HN discussion samples and Product Hunt launches, with dates and optional retained history. Launches and keywords are unreviewed; no revenue or solo verdict.
search_startup_cases
MEMBER: find source-backed AI startup cases, with dated revenue/adoption/failure evidence. Default excludes company references. Relevance is not success probability.
startup_preview
Free preview of dated business evidence and launch signals. Explains membership access, limits and caveats; no key needed.
build
build_startup_plan
MEMBER: build a source-linked 14-day validation plan, opposing success/failure evidence, unit economics and website-upgrade suggestions. Local retrieval and neural representation, no external LLM. Do not send customer secrets.
compare
compare_startup_cases
MEMBER: compare 2–4 reviewed cases for the same customer job. Retains metric periods, team evidence and limits; never converts revenue to profit.

Endpoints

URLTransportStateLatencyChecked
https://baipiaoji.com/api/startup-mcp streamable-http answering 220 ms 5 min ago

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BPJ Startup Research — questions

Answers built from our own checks of this server.

What can BPJ Startup Research do?
It exposes 5 tools, read directly from the server on our last check. Among them: build_startup_plan, compare_startup_cases, get_startup_radar, search_startup_cases, startup_preview. 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 BPJ Startup Research working right now?
We send a real MCP handshake every 15 minutes. Over the last 24 hours 91 of 91 checks got a reply (100.0%), average response time 264 ms. The bar chart above shows every period we have measured.
How do I connect BPJ Startup Research?
Copy the ready config from this page. We generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each in the form that client actually reads. It is a remote server, so there is nothing to install — the client connects to the address.
Does BPJ Startup Research need an API key?
No. BPJ Startup Research completed a full MCP handshake with us as an anonymous client and listed its tools without asking for anything. All 5 of them are readable on this page. This is what we observed, not what the docs claim.
How fast is BPJ Startup Research?
It answers our handshake in 264 ms on average, which is faster than 63% of all working MCP servers we measure. The comparison comes from our own checks across the whole registry, every 15 minutes.
Is BPJ Startup Research open source?
We cannot say either way: written in HTML and 0 stars on GitHub, but we could not determine the licence, and without one the code is not open source by default.