RocketList

Name: RocketList
Author: rocketlist-ai

by rocketlist-aiversion 1.0.0i★ –iRuns in the cloud

Registry nameai.rocketlist/rocketlist

Install

Overview

Description from the maker (original English)

Search current startup jobs and hiring companies through RocketList's public read-only data.

PopNx MCP’s three pillars

These three are never merged into one score: opinions, measurements and popularity are different things.

User voiceiNo reviews yetReviews open together with accounts in a later step
Our basic checksi1 of 1 passedChecked from public information; code not scanned yet
UsageiNot measured yet★ –

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

Connection: Runs in the cloud
Transport: Streamable HTTP
Category: Search & AI memory

Install

Pick the AI app you use, then copy the settings.

Before you install

Basic checks: 1 of 1 passed
Runs on the maker’s server: what you ask it goes through their server.
The registry lists no key to fill in.

You need

Runs in the cloudNothing to install; it connects over the internet

Which app do you use?

ClaudeClaude CodeCursorVS CodeChatGPT

Pick your app above. We remember it, so next time the button says “Install in …”.

Works in Claude on the web, desktop and mobile:

Open Settings → Connectors
Press Add custom connector
Paste the address below and press Add
If it asks you to sign in, sign in with the maker

https://rocketlist.ai/mcp

Run this in your terminal

claude mcp add --transport http rocketlist https://rocketlist.ai/mcp

Open in Cursor

Or copy the settings yourself

Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json

{
  "mcpServers": {
    "rocketlist": {
      "url": "https://rocketlist.ai/mcp"
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

Open in VS Code

Or copy the settings yourself

Paste into .vscode/mcp.json in your project

{
  "servers": {
    "rocketlist": {
      "type": "http",
      "url": "https://rocketlist.ai/mcp"
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

ChatGPT connects only to servers on the internet:

Open ChatGPT on the web → Settings → Connectors (Apps)
Press Create or Add (some plans need Developer mode under Advanced first)
Paste the address below, give it a name and save
If it asks you to sign in, sign in with the maker

https://rocketlist.ai/mcp

Menu names can differ slightly by plan and over time.

Your choice stays on this device in a cookie; no account needed.

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

What it can do

We have not read this server’s tool list yet; we check endpoints in rotation.

Basic checksi

We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 6, 2026

✓ Pass
Maker matches the repo
The registry name was verified against the domain rocketlist.ai (the registry checks domain ownership)
… Not checked yet
Still maintained
We have not read this repo from GitHub yet
… Not checked yet
Has a licence
We have not read this repo from GitHub yet
… Not checked yet
Endpoint responds
Not checked yet; we check endpoints in rotation
… Not checked yet
Sign-in with OAuth
Not checked yet; we check endpoints in rotation
… Not checked yet
No hidden instructions in tool descriptions
Not checked yet; we read the tool list when we check the endpoint

Compared with others in Search & AI memoryi

More stars than 0% of the other 7223 servers in this category
Published to the registry more recently than 45% of the other 7223 servers in this category
Basic checks equal to or better than 100% of the other 7223 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is RocketList safe?

It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.

What keys or codes does it need?

The registry does not list a required key, though some servers ask you to sign in on first use.

Does it run on my computer or in the cloud?

It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.

Is it still maintained?

The GitHub repo last changed –, and the latest version (1.0.0) reached the registry 2 months ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.

What can I use instead?

In the same category: Context7, Codebase Memory, Exa

Alternatives

Servers in the same category from other makers, sorted by stars.

Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi

Context7

by upstash

Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.

Computer or cloud★ 64,224MITUpdated 3 days ago

Install

Codebase Memory

by DeusData

Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.

Runs on your computer★ 48,148MITUpdated 20 days ago

Install

Exa

by exa-labs

Connect AI agents to Exa for web search, content fetching, and multi-step research.

Runs in the cloud★ 5,213MITUpdated 44 days ago

Install

README from the maker

Open the README

Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.

RocketList Startup Jobs

The open data layer for startup hiring. Updated every day by [RocketList](https://rocketlist.ai).

Live roles from funded startups around the world, normalized into one documented dataset for job seekers, researchers, developers, and AI agents.

109,695 active jobs · 7,297 companies · generated 2026-10-27 09:49:00 UTC

Top locations in this snapshot: Albania: 5 · Algeria: 8 · Argentina: 193 · Australia: 899 · Austria: 131.

Download

Dataset	Parquet	JSONL	CSV
Jobs	jobs.parquet	jobs.jsonl.gz	jobs.csv.gz
Companies	companies.parquet	companies.jsonl.gz	companies.csv.gz

The full snapshot lives in the stable latest release, not Git history. SHA-256 checksums, generation metadata, and the complete audit result ship beside every snapshot.

wget https://github.com/rocketlist-ai/startup-jobs/releases/latest/download/jobs.parquet

import pandas as pd

jobs = pd.read_parquet( "https://github.com/rocketlist-ai/startup-jobs/releases/latest/download/jobs.parquet" )

berlin_ai = jobs[ jobs["city"].fillna("").str.contains("Berlin", case=False) & jobs["category"].fillna("").str.contains("AI|Data|Engineering", case=False) ] print(berlin_ai[["company_name", "title", "url"]].head(20))

What is included

The jobs dataset contains factual discovery metadata: company, title, normalized role and seniority, location, compensation when explicitly available, skills, canonical application URL, source platform, and first/last-seen timestamps. The companies dataset adds stage, funding, investors, industry, headquarters, and careers URLs where available.

Schemas are versioned in schema/jobs.schema.json and schema/companies.schema.json. A browsable 100-record sample is committed under sample/, while daily aggregate changes live under changes/. See the public methodology and quality checks for provenance, denominators, audit guarantees, and limitations.

What is deliberately excluded

Full job descriptions or copied HTML
Raw ATS responses and crawler payloads
Embeddings, prompts, traces, or enrichment internals
Candidate, account, saved-job, application, or matching data
RocketList's ranking and recommendation logic

The exporter uses an explicit allowlist and the audit fails if a forbidden field appears.

Use it with agents

Install the user-facing RocketList skill in Claude Code, Codex, Cursor, or another compatible agent:

npx skills add rocketlist-ai/startup-jobs --skill rocketlist-job-search

It searches and filters the current snapshot, handles CV-to-role matching, and links users directly to applications. The bundle is also readable at skills/rocketlist-job-search, so any agent can follow it without an installer.

The accompanying distribution loop explains how the dataset, skill, search pages, and recurring data stories compound into discoverability and traffic.

For bulk analysis, give an agent the Parquet URL and the relevant schema. For lower-latency conversational search, connect the RocketList MCP when available:

https://rocketlist.ai/mcp

Its official MCP Registry manifest is versioned in server.json.

Example prompt:

Use the RocketList dataset to find active Series A–C companies in Berlin hiring product managers. Return the canonical application links and explain the filters you applied.

Update model

The workflow runs daily at 04:17 UTC:

Fetch all current public catalog rows through paginated API reads.
Normalize join keys, field types, lists, and stable public IDs.
Retain active, non-duplicate jobs and active or referenced companies.
Cross-foot totals, reconcile API counts, verify unique IDs and URLs, test company references, and reject forbidden fields.
Replace the full assets on the stable latest release.
Commit only small samples, statistics, and daily change summaries.

No credentials are required to reproduce the export:

python -m pip install -r requirements.txt

python scripts/export_dataset.py python scripts/audit_dataset.py

Accuracy and limitations

RocketList aggregates company career pages and ATS sources. A listed role can close between daily refreshes; the canonical application page is authoritative. Coverage varies by employer, country, and field, and missing values are never imputed for public statistics. See stats/latest.json for field-level denominators.

License and attribution

The dataset is available under ODC-BY 1.0; code is MIT licensed. Attribute RocketList with links to https://rocketlist.ai and this repository. Employer names and trademarks belong to their respective owners, and source postings remain subject to their publishers' terms.

Corrections

Open an issue for a missing company, stale role, broken URL, or schema problem. See CONTRIBUTING.md for the data-safety rules.

RocketList

Overview

PopNx MCP’s three pillars

What you can do with it

Install

Before you install

What it can do

Basic checksi

Maker matches the repo

Still maintained

Has a licence

Endpoint responds

Sign-in with OAuth

No hidden instructions in tool descriptions

Compared with others in Search & AI memoryi

Common questions

Alternatives

Context7

Codebase Memory

Exa

README from the maker

RocketList Startup Jobs

Download

What is included

What is deliberately excluded

Use it with agents

Update model

Accuracy and limitations

License and attribution

Corrections