RocketList MCP server
online · 100% uptimeai.rocketlist/rocketlist·v1.0.0Search current startup jobs and hiring companies through RocketList's public read-only data.
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RocketList tools (5)
write = sends, deletes, buys or postsget_companyFreeGet public details and recent active jobs for one hiring company by UUID.
get_jobFreeGet public details for one active Rocketlist job by slug or UUID.
hiring_statsFreeAggregate counts over ALL matching public Rocketlist jobs, not a sample: total jobs and companies, the top values by city, country, company, domain (vertical), company stage, work mode (remote/hybrid/on-site), job category and seniority, and published pay with sample sizes. Use it for 'how many', 'which cities/companies hire most', share and pay questions; use search_jobs for the roles themselves. Questions the Startup Hiring Map can answer (at most one city or country, optionally domain and remote_only) are counted from the same snapshot as getedge.cc/map, so totals match the map exactly (job location; a multi-city role counts in each city). Other filters use the live catalog; the result's `source` says which. Takes the same filters as search_jobs except skills, plus: - group_by: subset of ['city', 'country', 'company', 'domain', 'stage', 'work_mode', 'category', 'seniority'] (default: all). - top: values listed per dimension, 1-50 (default 10). - query: free-text over job title, company, location and category. Matched as prefix tokens, so 'engineer' also matches 'Engineering'. - domain: exact company industry/vertical, e.g. ['Fintech']. - city: substring of the job's city or country. - remote_only: keep only remote roles. - investor: companies backed by these investors, e.g. ['Index Ventures']. Common aliases resolve ('a16z' finds Andreessen Horowitz). Populated for about 83% of hiring companies, so a company with no recorded investors is never returned when this is set. - stage: exact company funding stage from ['Pre-Seed', 'Seed', 'Series A', 'Series B', 'Series C', 'Series D', 'Series D+', 'Series E', 'Series F', 'Series G', 'Growth', 'Public', 'Acquired', 'Bootstrapped'], case-insensitive. About 12% of hiring companies have no stage recorded and are excluded when this is set. - min_experience_years / max_experience_years: bounds on the years of experience the role requires at minimum. max_experience_years=5 means 'requires 5 years or fewer'. Only about 56% of jobs state a requirement; the rest are excluded when either bound is set. - yc_batch: Y Combinator batches, e.g. ['F26'] or ['Fall 2026'] (W/X/S/F + year). Covers the batches in the reviewed cohort list (currently YC Fall 2026). - founder_origin: countries the founders come from (where they grew up or studied), by name or ISO code, e.g. ['Germany'] or ['DE']. Company-level, reviewed for the same cohorts as yc_batch; a company matches if any founder does. - near: a place, as an address, a street corner ('3rd and Folsom, San Francisco') or 'lat,lng'. Keeps companies whose office (the reviewed street address on getedge.cc/map) is within radius_m metres (default 1000) or walk_minutes on foot (64 m of straight line per minute). Results carry office_address, distance_m and walk_minutes, nearest first. - radius_m / walk_minutes: size of the near area; give one.
search_companiesFreeSearch public Rocketlist hiring companies. Returns bounded, non-personal company data only. Only companies with at least one active job are returned, matching the company list on rocketlist.ai. All list arguments are arrays of strings; passing a bare string is a validation error. Filters: - query: substring of the company name or slug, or a whole sector word matching the company's industry, vertical or subvertical. 'fintech' finds companies whose industry is FinTech; 'acme' finds Acme Robotics by name. Sector matching is by whole word, so 'ai' matches the AI & ML vertical and not Blockchain. - investor: companies backed by these investors, e.g. ['Index Ventures']. Common aliases resolve ('a16z' finds Andreessen Horowitz). Populated for about 83% of hiring companies, so a company with no recorded investors is never returned when this is set. - stage: exact company funding stage from ['Pre-Seed', 'Seed', 'Series A', 'Series B', 'Series C', 'Series D', 'Series D+', 'Series E', 'Series F', 'Series G', 'Growth', 'Public', 'Acquired', 'Bootstrapped'], case-insensitive. About 12% of hiring companies have no stage recorded and are excluded when this is set. - yc_batch: Y Combinator batches, e.g. ['F26'] or ['Fall 2026'] (W/X/S/F + year). Covers the batches in the reviewed cohort list (currently YC Fall 2026). - founder_origin: countries the founders come from (where they grew up or studied), by name or ISO code, e.g. ['Germany'] or ['DE']. Company-level, reviewed for the same cohorts as yc_batch; a company matches if any founder does. - near: a place, as an address, a street corner ('3rd and Folsom, San Francisco') or 'lat,lng'. Keeps companies whose office (the reviewed street address on getedge.cc/map) is within radius_m metres (default 1000) or walk_minutes on foot (64 m of straight line per minute). Results carry office_address, distance_m and walk_minutes, nearest first. - radius_m / walk_minutes: size of the near area; give one.
search_jobsFreeSearch public active Rocketlist jobs. Returns bounded, non-personal job data only. All list arguments are arrays of strings; passing a bare string is a validation error. Filters: - query: free-text over job title, company, location and category. Matched as prefix tokens, so 'engineer' also matches 'Engineering'. - skills: matched against the job's listed tech stack. - domain: exact company industry/vertical, e.g. ['Fintech']. - city: substring of the job's city or country. - remote_only: keep only remote roles. - investor: companies backed by these investors, e.g. ['Index Ventures']. Common aliases resolve ('a16z' finds Andreessen Horowitz). Populated for about 83% of hiring companies, so a company with no recorded investors is never returned when this is set. - stage: exact company funding stage from ['Pre-Seed', 'Seed', 'Series A', 'Series B', 'Series C', 'Series D', 'Series D+', 'Series E', 'Series F', 'Series G', 'Growth', 'Public', 'Acquired', 'Bootstrapped'], case-insensitive. About 12% of hiring companies have no stage recorded and are excluded when this is set. - min_experience_years / max_experience_years: bounds on the years of experience the role requires at minimum. max_experience_years=5 means 'requires 5 years or fewer'. Only about 56% of jobs state a requirement; the rest are excluded when either bound is set. - yc_batch: Y Combinator batches, e.g. ['F26'] or ['Fall 2026'] (W/X/S/F + year). Covers the batches in the reviewed cohort list (currently YC Fall 2026). - founder_origin: countries the founders come from (where they grew up or studied), by name or ISO code, e.g. ['Germany'] or ['DE']. Company-level, reviewed for the same cohorts as yc_batch; a company matches if any founder does. - near: a place, as an address, a street corner ('3rd and Folsom, San Francisco') or 'lat,lng'. Keeps companies whose office (the reviewed street address on getedge.cc/map) is within radius_m metres (default 1000) or walk_minutes on foot (64 m of straight line per minute). Results carry office_address, distance_m and walk_minutes, nearest first. - radius_m / walk_minutes: size of the near area; give one.
Public scan report
scanner v0.1.10 · 2026-10-30 · same rubric, same numbers if you re-run it
- –Code scanremote-only server, no package to scann/a
- Live reliabilityremote reachable in 1187ms20/20
- Tool poisoning5 tool descriptions checked13/15
- Auth qualityopen endpoint, read-only tools10/15
- Maintenancelast push 3 days ago15/15
- Maintainer identityendpoint served from the registry-verified namespace domain8/10
Findings (1)
- lowUnusually long tool description (over 2,000 characters)
poison.long-descriptiontool search_jobs: …Search public active Rocketlist jobs. Returns bounded, non-personal job data only. All list arguments are arrays of strings; passing a bare string is a validation error. Filters: - query: free-text over job title, company, location and category. Matched as prefix tokens, so 'engineer' also matches 'Engineering'. - skills: matched against the job's listed tech stack. - domain: exact company industry/vertical, e.g. ['Fintech']. - city: substring of the job's city or country. - remote_only: keep only remote roles. - investor: companies backed by these investors, e.g. ['Index Ventures']. Common aliases resolve ('a16z' finds Andreessen Horowitz). Populated for about 83% of hiring companies, so a company with no recorded investors is never returned when this is set. - stage: exact company funding stage from ['Pre-Seed', 'Seed', 'Series A', 'Series B', 'Series C', 'Series D', 'Series D+', 'Series E', 'Series F', 'Series G', 'Growth', 'Public', 'Acquired', 'Bootstrapped'], case-insensitive. About 12% of hiring companies have no stage recorded and are excluded when this is set. - min_experience_years / max_experience_years: bounds on the years of experience the role requires at minimum. max_experience_years=5 means 'requires 5 years or fewer'. Only about 56% of jobs state a requirement; the rest are excluded when either bound is set. - yc_batch: Y Combinator batches, e.g. ['F26'] or ['Fall 2026'] (W/X/S/F + year). Covers the batches in the reviewed cohort list (currently YC Fall 2026). - founder_origin: countries the founders come from (where they grew up or studied), by name or ISO code, e.g. ['Germany'] or ['DE']. Company-level, reviewed for the same cohorts as yc_batch; a company matches if any founder does. - near: a place, as an address, a street corner ('3rd and Folsom, San Francisco') or 'lat,lng'. Keeps companies whose office (the reviewed street address on getedge.cc/map) is within radius_m metres (default 1000) or walk_minutes on foot (64 m of straight line per minute). Results carry office_address, distance_m and walk_minutes, nearest first. - radius_m / walk_minutes: size of the near area; give one. …
How RocketList compares
Against every graded Web search MCP server, from our own scans and uptime checks. Updated after each scan run.
- Safety score
- 88/100
- higher than 80% of 3,470 Web search servers
- Tools
- 5
- the typical Web search server has 5
- Tools that change things
- 0%
- typical: 0%. Fewer write tools means less an agent can break
- Uptime
- 100%
- of our recent checks; the typical remote Web search server answers 100%
- Response time
- 151 ms
- faster than 78% of 2,238 Web search servers
What its tools let an agent do: 5 read
Install RocketList in Claude Code, Cursor or VS Code
claude mcp add --transport http rocketlist https://rocketlist.ai/mcp
What the publisher says
From the RocketList repository's README, as published. We do not edit it. Read it on GitHub
RocketList Startup Jobs
The open data layer for startup hiring. Updated every day by RocketList.
Live roles from funded startups around the world, normalized into one documented dataset for job seekers, researchers, developers, and AI agents.
<!-- DATASETSTATSSTART --> 98,336 active jobs · 7,195 companies · generated 2026-09-20 23:31:05 UTC
Top locations in this snapshot: AB: 1 · AL: 1 · AU: 18 · Albania: 2 · Algeria: 8. <!-- DATASETSTATSEND -->
Download
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.parquetimport 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-searchShortened. The full README is on GitHub.
Nothing above is checked by us. What we check is on the safety report.
RocketList: common questions
- Is RocketList MCP server safe?
- Yes, by our scan: it is graded A (88/100). Read the RocketList safety report
- How do I install RocketList?
- It runs remotely at rocketlist.ai. Add it to Claude Code, Cursor, VS Code or Claude Desktop with the snippets above, or call it through the mcp.market gateway without installing anything.
- Does RocketList need an API key?
- Not as far as the registry entry and our scan can tell: no credentials are declared or required.
- Is RocketList maintained?
- The last commit was 8 days ago (2026-10-27). The latest release is v1.0.0.
- Is RocketList up?
- 100% of our last 28 checks got an answer. We check remote servers about four times a day.
- What can I use instead of RocketList?
- Servers from other publishers that do the same job: Jobseek MCP server, Workopia — Job Search MCP server and GitHits MCP server.
- How does RocketList compare with other Web search MCP servers?
- safety score 88/100 (higher than 80% of 3,470 Web search servers); tools 5 (the typical Web search server has 5); tools that change things 0% (typical: 0%. Fewer write tools means less an agent can break). Full comparison.
Alternatives to RocketList
Same job from other publishers: the closest match first, then the best rated.
- JobseekSearch jobs and companies on Job Seek (jseek.co)not reviewedEstablishedA
- Workopia — Job SearchSearch 6.3M+ live jobs from companies' own career pages, plus resume tailoring & cover letters.not reviewedGrowingB
GitHitsSearch public open-source code, documentation, metadata, vulnerabilities, changelogs, and examples.not reviewedEstablishedA
KodyYour agents' cloud for individuals and teams. Search, execute, packages, jobs, and credentials.not reviewedEstablishedA- Ref ToolsToken-efficient search for coding agents over public and private documentation.not reviewedEstablishedA