Cotlet

MCP server · hosted · v1.0.0 · dev.cotlet/cotlet

Online · tested 3h agoNEW · 4h agoSeen in the registry 3h ago

Hosted MCP server and REST API that lets AI agents use apps with no API, signed in as you.

What it does

Cotlet is an MCP server, a connector that lets an AI assistant use it as a tool. It is hosted: an assistant connects to it over the internet, nothing to install.

From the publisher's description, Electra Index matched it to one capability: api integration. That makes it a candidate for tasks such as automate business workflows or build an internal tool.

Facts come from the Official MCP Registry, as declared by the publisher. Capabilities are matched automatically (low confidence) and are not a test of the tool.

At a glance

Hosted (remote)YES

Local installNO

Live checkOnline · 196 tools

Version1.0.0

PriceNot in the registry

First seen21 Oct 2026

Last checked3h ago

How to connect

As declared in the Official MCP Registry · hosted endpoint tested by Electra Index 3h ago (live check)

Hosted endpoints

https://cotlet.dev/mcp/v1 streamable-http
https://cotlet.dev/mcp/v1/connect streamable-http

Required: Authorization (get it from the publisher)

MCP settings (Claude Desktop, Cursor and other MCP clients)

{
  "mcpServers": {
    "cotlet": {
      "url": "https://cotlet.dev/mcp/v1",
      "headers": {
        "Authorization": "<your Authorization>"
      }
    }
  }
}

Replace the values in <angle brackets>.

Live check

Electra Index connected to the hosted endpoint 3h ago

ONLINE Cotlet answered an MCP connection on 21 Oct 2026 and introduced itself as cotlet 0.1.0 (MCP protocol 2025-06-18).

196 tools offered to AI assistants

cotlet_request_access · Creates the user's Cotlet account and submits their access request for the apps they need, no key needed. Use only when the user asks you to sign them up. Only when the user asks you to: create their Cotlet account and request access for th
cotlet_get_call · Status of a call you made earlier, by its call_id: pending (waits for the owner's approval in the Cotlet console), approved, running, success, rejected, expired, blocked or failed. Use it after a call answered with status pending or running
cotlet_report_issue · Sends a report straight to the Cotlet team: a tool that failed or returned wrong data, an error you could not get past, or a tool, field or app the task needed and Cotlet lacks. Use it instead of asking the user to email support; tell the u
cotlet_browser_connect · Wakes the user's Cloud Browser of one app (a real Chrome on Cotlet, signed in to that app as the user) and returns cdp_url, a Chrome DevTools WebSocket. Connect a CDP client to it for full control of the browser: Playwright connectOverCDP,
absorb_lms · Absorb LMS on Cotlet: Enrollments, approvals, overdue learners and users in Absorb LMS. 14 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
accelo · Accelo on Cotlet: Tickets, projects, time and quotes in your Accelo, worked by your agent. 14 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
acculynx · AccuLynx on Cotlet: Jobs, contacts, photos and estimates in your AccuLynx account. 14 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
acuity_scheduling · Acuity Scheduling on Cotlet: Appointments, availability and blocked time in Acuity, worked by your agent. 10 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
acumatica · Acumatica on Cotlet: Bills, invoices and payments in Acumatica. 13 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
airalo · Airalo on Cotlet: Buy, top up and track eSIMs on your Airalo account. 13 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
alegra · Alegra on Cotlet: Invoices, contacts and payments in Alegra. 10 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
anilist · AniList on Cotlet: Your AniList anime and manga lists, ratings and activity, managed by your agent. 14 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.

Show 88 more

ashby · Ashby on Cotlet: Candidates, interviews and pipeline stages in Ashby, run by your agent. 12 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
bamboohr · BambooHR on Cotlet: Employees, time off and onboarding in BambooHR, done by your agent. 13 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
bandcamp · Bandcamp on Cotlet: Sales, merch orders, releases and fan messages for your Bandcamp page. 13 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
bandsintown · Bandsintown on Cotlet: Tour dates, fan messages and stats for your Bandsintown artist page. 11 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
bark · Bark on Cotlet: Leads, responses and credits for Bark professionals. 14 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
bayut · Bayut on Cotlet: Listings, leads and performance for Bayut agents. 13 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
beautiful_ai · Beautiful.ai on Cotlet: Create, edit, duplicate and export Beautiful.ai decks from your agent. 14 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
bluedot · Bluedot on Cotlet: Organize, template, comment on and share Bluedot meetings; read transcripts too. 14 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
bokio · Bokio on Cotlet: Invoices, receipts and journal entries in Bokio, run by your agent. 13 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
bookingkoala · BookingKoala on Cotlet: Bookings, providers and customers in your BookingKoala store. 15 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
booksy · Booksy on Cotlet: Bookings, client replies and reports for beauty businesses. 13 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
breezeway · Breezeway on Cotlet: Create, assign, comment on and approve Breezeway property tasks. 13 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
buildertrend · Buildertrend on Cotlet: Schedules, daily logs, change orders and selections for builders. 12 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
chargebee · Chargebee on Cotlet: Subscriptions, invoices and credit notes in Chargebee. 12 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
charliehr · CharlieHR on Cotlet: Approve leave, book time off, adjust allowances and offboard people. 12 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
civitatis · Civitatis on Cotlet: Bookings, availability and tours for Civitatis activity suppliers. 13 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
clockshark · ClockShark on Cotlet: Timesheets, schedules and jobs in your ClockShark account. 15 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
connecteam · Connecteam on Cotlet: Approve timesheets, publish shifts, answer time off and create tasks in Connecteam. 14 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
contractor_foreman · Contractor Foreman on Cotlet: Projects, estimates, daily logs and invoices in Contractor Foreman. 15 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
copper_crm · Copper CRM on Cotlet: Leads, deals, tasks and activities in your Copper CRM, for AI agents. 12 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
crexi · Crexi on Cotlet: Leads, comps and listing analytics for commercial real estate. 13 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
daysmart · DaySmart on Cotlet: Appointments, clients, pets and sales in DaySmart Salon or Pet. 15 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
deputy · Deputy on Cotlet: Approve timesheets and leave, and roster shifts in Deputy. 12 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
dext · Dext on Cotlet: Receipts and bills in Dext: upload, review, publish. 10 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
dice · DICE on Cotlet: Events, ticket tiers, sales and guest lists for DICE promoters. 15 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
discogs · Discogs on Cotlet: Collection, wantlist, listings and orders in your Discogs account. 13 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
doorloop · DoorLoop on Cotlet: Tenants, leases, rent charges and payments for landlords. 14 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
dribbble · Dribbble on Cotlet: Messages, Pro analytics and engagement for designers. 11 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
dubsado · Dubsado on Cotlet: Projects, proposals, contracts and invoices for creative businesses. 14 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
e_boekhouden · e-Boekhouden on Cotlet: Invoices, relations and bookings in e-Boekhouden. 14 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
e_conomic · e-conomic on Cotlet: Invoices, customers and entries in e-conomic. 11 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
edesk · eDesk on Cotlet: Tickets, replies, orders and tags in your eDesk, worked by your agent. 11 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
emailoctopus · EmailOctopus on Cotlet: Campaigns, segments, sends and reports in your EmailOctopus, worked by your agent. 14 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
erpnext · ERPNext on Cotlet: Invoices, payments, customers and stock in ERPNext. 13 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
everfit · Everfit on Cotlet: Clients, programs and messages for your Everfit coaching business. 15 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
evite · Evite on Cotlet: Events, guest lists, RSVPs and messages on Evite. 13 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
exact_online · Exact Online on Cotlet: Sales invoices, relations and journal entries in Exact Online. 12 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
expensify · Expensify on Cotlet: Expenses, receipts and reports in Expensify. 14 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
facturama · Facturama on Cotlet: CFDI invoices, credit notes and clients in Facturama. 11 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
faire · Faire on Cotlet: Orders, inventory, reorders and messages for wholesale brands. 12 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
fakturownia · Fakturownia (InvoiceOcean) on Cotlet: Invoices, clients and products in Fakturownia and InvoiceOcean. 14 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
fatture_in_cloud · Fatture in Cloud on Cotlet: E-invoices, clients and expenses in Fatture in Cloud. 13 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
feedly · Feedly on Cotlet: Feeds, Boards, Read Later and read state in your Feedly, worked by your agent. 14 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
fiken · Fiken on Cotlet: Invoices, purchases and contacts in Fiken. 14 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
fillout · Fillout on Cotlet: Forms, questions, logic and submissions in your Fillout, worked by your agent. 15 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
fitatu · Fitatu on Cotlet: Food diary, macros and weight logging for your Fitatu account. 11 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
flickr · Flickr on Cotlet: Photos, albums, tags and comments in your Flickr, worked by your agent. 13 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
fortnox · Fortnox on Cotlet: Invoices, customers and vouchers in Fortnox. 11 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
fresha · Fresha on Cotlet: Appointments, clients, sales and payouts for salons and spas. 14 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
getyourguide · GetYourGuide on Cotlet: Availability, pricing and bookings for tour operators. 11 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
ghost · Ghost on Cotlet: Posts, members, newsletters and tiers in your Ghost site, worked by your agent. 14 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
gladly · Gladly on Cotlet: Conversations, customer profiles, topics and tasks in Gladly, worked by your agent. 13 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
glossgenius · GlossGenius on Cotlet: Appointments, clients and sales for salon owners. 14 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
google_discover · Google Discover on Cotlet: Read your Discover feed, follow or hide publishers, get Discover stats. 13 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
google_search_console · Google Search Console on Cotlet: Request indexing, removals, users and index reports for your sites. 15 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
gorgias · Gorgias on Cotlet: Tickets, replies, macros and rules in your Gorgias helpdesk. 14 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
habitica · Habitica on Cotlet: Habits, dailies and to-dos in your Habitica, worked by your agent. 14 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
happyfox · HappyFox on Cotlet: Tickets, replies, private notes and canned actions in your HappyFox help desk. 12 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
help_scout · Help Scout on Cotlet: Conversations, replies, tags and Docs in Help Scout, from your agent. 14 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
hemnet · Hemnet on Cotlet: Listings, sold prices, saved homes and searches for Hemnet buyers. 13 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
hipcamp · Hipcamp on Cotlet: Calendar, pricing and guest messages for hosts. 15 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
holded · Holded on Cotlet: Invoices, expenses and contacts in Holded. 12 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
hostelworld · Hostelworld on Cotlet: Reviews, guest messages and reservations for hostel owners. 15 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
housecall_pro · Housecall Pro on Cotlet: Jobs, estimates, invoices and customers in Housecall Pro. 15 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
houzz_pro · Houzz Pro on Cotlet: Leads, projects, estimates and invoices in Houzz Pro. 14 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
hubstaff · Hubstaff on Cotlet: Timesheets, approvals, projects and tasks in your Hubstaff, worked by your agent. 15 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
idealista · Idealista on Cotlet: Your listings and leads on Idealista, managed by an agent. 14 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
ifirma · iFirma on Cotlet: Invoices, costs and KSeF sending in iFirma, run by your agent. 14 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
immobiliare · Immobiliare.it on Cotlet: Your listings, messages and visit requests on Immobiliare.it. 12 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
inoreader · Inoreader on Cotlet: Feeds, folders, rules and starred articles in your Inoreader, worked by your agent. 13 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
instapaper · Instapaper on Cotlet: Reading list, folders, tags and highlights, worked by your agent. 12 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
invoice_ninja · Invoice Ninja on Cotlet: Invoices, quotes, clients and payments in Invoice Ninja. 14 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
ispring · iSpring Learn (iSpring LMS) on Cotlet: Enroll learners, manage users and read progress in iSpring Learn. 12 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
jazzhr · JazzHR on Cotlet: Move candidates, email them and manage jobs in your JazzHR. 13 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
jivochat · JivoChat on Cotlet: Chats, clients, quick phrases and reports in JivoChat, worked by your agent. 13 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
jobber · Jobber on Cotlet: Quotes, jobs, invoices and clients in your Jobber account. 14 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
joist · Joist on Cotlet: Estimates, invoices, clients and payments in Joist for contractors. 13 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
jotform · Jotform on Cotlet: Forms, submissions, reports and notifications in your Jotform, worked by your agent. 10 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
joy · Joy on Cotlet: Guest list, RSVPs and registry for your Joy wedding. 15 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
kickserv · Kickserv on Cotlet: Jobs, customers, estimates and invoices in Kickserv. 15 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
kiwi_com · Kiwi.com on Cotlet: Bookings, trips and refunds on your Kiwi.com account. 13 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
klook · Klook on Cotlet: Search and book activities from your agent. 10 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
knowify · Knowify on Cotlet: Jobs, bids, invoices and job costing in Knowify. 15 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
kommo · Kommo on Cotlet: Leads, incoming chats, tasks and pipeline stages in your Kommo CRM. 15 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
kustomer · Kustomer on Cotlet: Conversations, customers and notes in your Kustomer, worked by your agent. 12 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
learnupon · LearnUpon on Cotlet: Invite learners, manage groups and enroll them on courses in LearnUpon. 14 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
lexware_office · Lexware Office (lexoffice) on Cotlet: Quotes, invoices, contacts and receipts in Lexware Office. 14 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.
libsyn · Libsyn on Cotlet: Episodes, scheduling and stats for your Libsyn podcast. 14 operations; call this tool with {} to list them, free. Calls need the user's Cotlet API key or sign-in with access to this app.

The first 100 are shown.

What "online" means: the server answered an MCP connection at the time of the check. It is not a guarantee of security, quality or continuous uptime. How we test: we open an MCP session and ask for the tool list, as an AI assistant would. We never run a tool and never send a key. Checked every few days. Method

Tasks it helps with

Share of each task's required capabilities it covers

Automate business workflows API Integration	50%
Build an internal tool API Integration	50%
Integrate two APIs API Integration	50%
Build data pipelines API Integration	33%
Track orders for customers API Integration	33%

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Facts & evidence

Each fact shows where it was seen and when.

Fact	Value	Evidence	Source	Last confirmed
Hosted endpoint	https://cotlet.dev/mcp/v1, https://cotlet.dev/mcp/v1/connect	DECLARED	SRC-001 Official MCP Registry	3h ago
Local install (package)	no	DECLARED	SRC-001 Official MCP Registry	3h ago
Remote access (hosted)	yes	DECLARED	SRC-001 Official MCP Registry	3h ago
Website	https://cotlet.dev	DECLARED	SRC-001 Official MCP Registry	3h ago
Repository	https://github.com/cotletdev/cotlet	DECLARED	SRC-001 Official MCP Registry	3h ago
Registry status	active	DECLARED	SRC-001 Official MCP Registry	3h ago
Version	1.0.0	DECLARED	SRC-001 Official MCP Registry	3h ago
MCP server	yes	DECLARED	SRC-001 Official MCP Registry	3h ago

Change history

NEW21 Oct 2026
first seen in the index

Is this page accurate?

Flag it and our robot re-checks the official source. Reports never change a score.

Is Cotlet still online?

Free alerts · no account

Questions about Cotlet

How do I connect Cotlet?

Use the hosted endpoint https://cotlet.dev/mcp/v1 in your assistant's MCP settings. The exact settings are in "How to connect" above, as declared in the Official MCP Registry.

Does Cotlet need an API key or token?

Yes. The registry entry lists a required value: Authorization. Get it from the publisher.

What tools does Cotlet offer?

When Electra Index connected on 21 Oct 2026, it listed 196 tools: cotlet_request_access, cotlet_get_call, cotlet_report_issue, cotlet_browser_connect, absorb_lms, accelo, acculynx, acuity_scheduling and more. The full list is in "Live check" above.

Is Cotlet online?

Yes. Its hosted endpoint answered an MCP connection from Electra Index 3h ago.

What can I use Cotlet for?

Based on its description, it is most relevant to: automate business workflows, build an internal tool, integrate two APIs, build data pipelines.