sheet 00 / 08briefing / daily outreach
the daily outreach agent

Tell Claude
once.
Wake up to
warm replies.

Every morning, Claude finds 10 newly-hired VPs of Engineering at Series-B fintechs, drafts a 2-line warm intro that names their last role, and queues the invites through your own LinkedIn — ready for you to approve with coffee.

invites / day
10
accept rate
70%
hands-on
5 min

user is principal ● empty results never charged ● public data only ● gdpr + ccpa aligned

instrumentlinkfetch.autopilotlive
promptsaved · 2026-04-18·runs daily · 09:00

Every morning, find 10 new VPs of Engineering hired at Series-B fintechs. Draft a 2-line warm intro that names their last role — then queue the connection requests through my LinkedIn.

complete·search·enrich·company·compose·queue·on_accept
100%
run log200thu · 07:13
mcp · linkfetch + claude
[07:03]linkfetch.people.search10 matches · 0.6s[07:03]linkfetch.profiles.get ×1010/10 enriched · 50 credits[07:03]linkfetch.companies.get ×1010/10 · 80 credits[07:04]claude.compose intros10 drafts · 3.8s[07:04]linkfetch.outreach.queue10 queued · user is principal[07:12]on_accept → follow_up7 accepted · 5 drafting…
prospects10today's run
accepts770% · on track
credits130≈ $0.65 · daily
ll-0077 · daily-outreachrecipe v1
also runs well fornew head of data · saasvp sales · b2b devtoolspm hires · ai-nativefounding eng · yc w26rev-leadership · seed+recent leavers · stripe
starter briefs · §00b

Tell Claude something real.
Six starters, ready to ship.

Every brief below is a real prompt our users run. Copy it into Claude, swap the account, the role, or the cadence — ship it before lunch.

01/hiring signals
one-shot
ask claude
Who are the 5 most recent hires at Vercel, and what were they doing right before?
linkfetch.profileslinkfetch.companies
~20 creditscopy brief →
02/churn watch
weekly
ask claude
Who left Stripe in the last 60 days, and where did they land? Flag anyone who joined a direct competitor.
linkfetch.profiles.search
~60 credits / weekcopy brief →
03/daily outreach
daily · 09:00
ask claude
Every morning, find 10 new VP Engineering hires at Series-B fintechs and queue a 2-line warm intro for each.
linkfetch.peoplelinkfetch.profileslinkfetch.companiesclaude.composelinkfetch.outreach.queue
~130 credits / daycopy brief →
04/competitive intel
daily
ask claude
Track headcount at Anthropic, OpenAI, and Mistral. Ping me on ≥5% swings or notable new hires.
linkfetch.companies.timeserieslinkfetch.profiles
~8 credits / daycopy brief →
05/company brief
on demand
ask claude
For linear.app: size, last funding, headcount trend, and 3 notable new hires this quarter.
linkfetch.companieslinkfetch.profiles
~40 creditscopy brief →
06/icp enrichment
per signup
ask claude
For every new trial user: role, seniority, company size, funding stage. Rank by ICP fit and score.
linkfetch.profileslinkfetch.companies
~13 credits / usercopy brief →

Every brief runs inside Claude Desktop, Cursor, or anything that speaks MCP. No custom glue — just the LinkFetch Skill and your API key.

sheet 01 / 08linkfetch / linkedin api
the linkedin api for ai agents

One call,
the whole
LinkedIngraph.

Profiles, companies, and jobs returned as typed JSON. Native to Claude, Cursor, and anything that speaks MCP — with your session, your consent, and provenance on every row.

t₀ → call
90s
p50
184ms
fake accts
0

no card ● empty results never charged ● public data only ● gdpr + ccpa aligned

instrumentlinkfetch.scanlive
url
https://
complete·parse·enrich·verify
100%
response200184ms
GET /v1/profiles
{  "profile": {    "name": "Ada Lovelace",    "headline": "Mathematician · First programmer",    "location": "London, UK",    "current": { "company": "Analytical Engine", "title": "Research Lead" },    "skills": ["numerical analysis", "symbolic logic", "mechanical computing"]  },  "provenance": {    "source": "extension",    "fetched_at": "2026-04-23T14:02:11Z",    "freshness_days": 6  }}
credits5of 5 budget
freshness6dfetched just now
sourceextensionprovenance ok
ll-0042 · scan-profileschema v1
speaks natively toclaude desktopcursorcontinue.devzedwindsurfaidervscode+mcp
endpoints · §02

Three data surfaces.
One compliance story.

Every endpoint returns typed JSON with a provenance stamp and a predictable credit cost. Public data only, aligned with GDPR and CCPA — your users stay the principal on their own session.

01/profiles
5credits
APERTUREf/1.0 · fullfocused

The person, the whole résumé.

Name, headline, roles, education, skills — fetched through the user's own LinkedIn session via the LinkFetch Chrome extension. No fake accounts, no session impersonation; the user is the principal.

GET /v1/profilesdocs →
06/sdk
credits
curl · sh03
python · py02
typescript · tstyped
import { LinkFetch } from "@linkfetch/sdk";

const ll = new LinkFetch({ apiKey });
const { data, meta } = await
  ll.profiles.get({ url });
ts · py · shone sdk · three runtimes

Typed everywhere — TS, Python, curl.

One SDK for TypeScript, one for Python, and a curl that just works. Autocomplete-ready types, consistent error envelopes, and a request id on every response so support tickets write themselves.

npm · pip · curldocs →
02/companies
8credits
headcount · 28q
+24% ▲

Size, funding, headcount trend.

Resolve slug → structured company record. Ships with last-funding and employee-growth signals when available.

GET /v1/companies/:slugdocs →
03/jobs
3credits
new roles · 12 · last 24h
SF · NYC · LON

Fresh listings with first-seen.

Jobs by keyword, company, seniority — first-seen timestamps make this the signal, not just the data.

GET /v1/jobsdocs →
04/provenance
credits
verified
fetched 2026-04-23
source ● extension
meta.provenance

Every row has a source stamp.

source, fetched_at, freshness_days on every response. Auditable, explainable, agent-safe.

meta.provenancedocs →
05/compliance
credits
GDPRCCPA
public data only

Aligned with GDPR and CCPA.

Public data only, no fake accounts, no session impersonation. Your users stay the principal on their own LinkedIn session, with a clear legal story for EU and California workloads.

GDPR · CCPAdocs →
§03 · claude-native

Ask Claude “who works at Stripe?”
— get a real answer.

Install the Skill or point Claude Desktop at our Remote MCP server. LinkFetch shows up as native tools; your Claude conversations get LinkedIn context the moment they need it.

claude_desktop_config.jsoncopy ⧉
{
  "mcpServers": {
    "linkfetch": {
      "url": "https://mcp.linkfetch.io",
      "transport": "http",
      "headers": { "Authorization": "Bearer sk_live_…" }
    }
  }
}
C
Claudelinkfetch mcp · connected
online
you · 09:41
Who are the 5 most recent hires at Vercel?
tool call
linkfetch.search_people { company: "vercel", sort: "joined_desc", n: 5 }
1.2s · 15 credits · 3 profiles
claude · 09:41
Here are the 5 most recent hires I can see:
  1. 01Priya ShahStaff Engineer · mar 2026
  2. 02Elena RuizPMM, DX · mar 2026
  3. 03Tomás VieiraBackend, Fluid compute
  4. 04Jordan LeeEng Manager, edge
  5. 05Aida KhanSDR, EMEA
stream idle
§04 · closing

Ship LinkedIn context
before the week ends.

$5 in credit, no card, public data only, provenance on every row. Wire it into Claude, Cursor, or your own agent stack — and keep shipping on Friday.

no card ● empty results never charged ● public data only ● gdpr + ccpa aligned

§05 · quickstart

Three steps from zero
to production.

Install, paste a key, ship a profile lookup. No waiting room, no annual commit, no sales call — if you have a terminal and 90 seconds you have an API.

live sandbox/$5 free credit on sign-up
01/install
step 01
# TypeScript
npm i @linkfetch/sdk

# Python
pip install linkfetch

One package, either runtime.

Typed SDKs for TypeScript and Python. Public, MIT-licensed, versioned with the API.

npm · pypi · 2026.04docs →
02/authenticate
step 02
const ll = new LinkFetch({
  apiKey: process.env.LL_KEY,
});

Bring a key. Nothing else.

Generate a key from the dashboard. Scoped, revocable, rate-limited per tier. No fake accounts, no session tokens stored.

sk_live_… · 1 rotation clickdocs →
03/call
step 03
const { data, meta } = await ll.profiles.get({
  url: "linkedin.com/in/jane-doe",
});
// data.headline, meta.provenance

Typed JSON, provenance stamped.

Every response ships with source, fetched_at, and freshness_days. Empty rows are never charged.

t₀ → call · ~90 secondsdocs →
median install
38s
first successful call
90s
types across api
100%
empty results charged
0
§06 · how we compare

Built for 2026
not 2018.

The market opening when Proxycurl shut down in July 2025 made one thing clear: the old compliance story doesn't hold. LinkFetch is the drop-in replacement with a legal story that survives.

capabilityLinkFetchCoresignalBright DataProxycurl(shut down Jul '25)
01Time to first call
90 secDaysHours
02Free tier
$5 creditTrialno
03Annual commit required
noyesyes
04Claude / MCP native
yesnono
05Private profiles via user's own extension
yesnonono
06GDPR + CCPA aligned
yesPartialPartialno
07Provenance on every row
yesnonono

ref. ll-0044 · observations current as of rev.2026.04 · public docs + pricing pages

§07 · ledger

Pay for what you use.
Empty rows are free.

Credits with a transparent per-query table. No annual commit, no minimums, no surprise seat fees — and if a call returns nothing, we don't charge.

freetier
$0$5 credit · no card

Kick the tires. Enough for a full weekend prototype.

  • ~500 profile lookups
  • 1 req/sec
  • Community Discord
  • All endpoints
Get API key
most picked
startertier
$29/month

Solo builders shipping a side project to a handful of users.

  • ~6,000 lookups at avg mix
  • 10 req/sec
  • GDPR + CCPA aligned
  • Email support
Start Starter
protier
$99/month

Funded startups with production agent workloads.

  • ~25,000 lookups
  • 50 req/sec
  • Webhooks
  • GDPR + CCPA aligned
Start Pro
scaletier
Customlet's talk

For teams with dedicated volume and compliance asks.

  • Custom throughput
  • Private MCP cluster
  • DPA, SSO, invoice
Talk to us
credits per requestrev.2026.04
requestendpointcredits
01profile lookup
GET /v1/profiles5
02company lookup
GET /v1/companies/:slug8
03jobs search
GET /v1/jobs3
04empty result
404 / 0 rows0
§08 · datasets

Or just buy the snapshot.

Prefer bulk over API calls? LinkFetch ships curated snapshots of public LinkedIn data — refreshed every 24 hours, delivered as CSV, JSON, or Parquet. Same provenance, same compliance, no credits.

public data only ● no fake accounts ● gdpr + ccpa aligned ● dpa on request for scale snapshots