AI Connectors Directory · Finance

AI connectors for Finance

363 connectors and apps are filed under Finance across the ChatGPT and Claude directories, 11.5% of everything listed. All of them are on this page, with where each one can be reached and what fintech, banking, accounting, trading, and insurance platforms typically expose to an assistant.

See all 363
363 connectors filed here
253 listed in ChatGPT
159 listed in Claude
49 on both marketplaces

The landscape

What Finance looks like inside the assistants

At 363 connectors it is the 2nd largest of 17 buckets, 11.5% of the directory.

Of those, 253 listed in the ChatGPT apps directory and 159 in the Claude connectors directory. 49 products appear in both.

The largest of the regulated buckets, unusually well represented for its sector, and with a higher-than-average share of partner verification. Read paths dominate: market data, portfolio lookup, and calculators, with anything that moves money handed back to the vendor’s own authenticated surface.

Among the 159 with a Claude listing, the median publishes 12 tools against a Claude-directory median of 11. Node8 verified 23 endpoints in this bucket first-hand against the live server.

What to build

What fintech, banking, accounting, trading, and insurance platforms put in front of an assistant

Read-only account, portfolio, and transaction lookup

Market, rate, and reference data your firm already licenses

Calculators and scenario modelling driven by your own logic

Document retrieval: statements, filings, policy documents

Deepest Claude tool surfaces here

The same MCP server serves ChatGPT, Claude, and Microsoft Copilot. You build the tools, the authentication, and the permission model once, then decide which surfaces to distribute to. See where an MCP server can be distributed for how the platforms differ.

The full list

All 363 Finance connectors

Listed alphabetically, as captured in August 2026. Each profile carries the marketplace listings, the publisher, and, where the endpoint answered, what the server actually exposes.

Abacum.ai

Live actuals, plans, and forecasts from an Abacum model

Claude

Addy AI

Mortgage pipeline and document checklist tracking

ChatGPT

Advance America

Store locator and product information for Advance America

ChatGPT

Affinity

Deal and contact records from Affinity in conversation

Claude · ChatGPT

Affirm

Installment payment estimates and Affirm checkout

ChatGPT

AgentCollect

Read-only questions about accounts receivable recovery data

ChatGPT

Aiera

Earnings transcripts, filings, and research from Aiera

Claude · ChatGPT

airpay

Merchant payment, settlement, and refund lookups

ChatGPT

Airwallex Developer

Airwallex API documentation and sandbox testing for integration work

Claude

AIS Insurance

Car insurance comparison from a few vehicle details

ChatGPT

Akaunting

Small business invoicing, expenses, and reports

ChatGPT

Albsig

Albsig insurance policies for the Albanian market

ChatGPT

Aleph

Plain language questions across connected finance data

ChatGPT

Allowance

Spend-limited virtual cards for agent purchases

Claude · ChatGPT

Alpaca

Stock, option, and crypto market data queries

ChatGPT

AlphaSights

Expert call transcripts and research from an AlphaSights account

Claude

AlphaStocks

Structured breakdown of earnings and investment documents

ChatGPT

ALPS Insurance

Professional liability premium estimates for law firms

ChatGPT

AmazingPensions

Retirement income projections from contribution assumptions

ChatGPT

AngelList

Fund administration records from AngelList, queryable by prompt

Claude

Athena Information

A curated news feed and saved analyses from an Athena workspace

Claude

AutoIQ

Auto loan and lease payment calculations

ChatGPT

Bankrate

Deposit rates and savings growth projections

ChatGPT

BankSync

Bank, card, and brokerage data aggregated for querying in chat

Claude

Bigdata.com

Institutional financial research and filings inside chat

Claude · ChatGPT

Billabex

Accounts receivable and collections follow-up from chat

ChatGPT

Billit

Read-only access to Billit invoices, counterparties, and Peppol checks

Claude

Binance

Read-only lookups against Binance public market data

ChatGPT

BizCover AU

Indicative business insurance quotes for Australian firms

ChatGPT

Blockscout

Multichain block explorer data: addresses, tokens, and contracts

Claude

Borderless Budget

Multi-currency personal finance questions in plain language

ChatGPT

Bound

Read-only view of Bound balances, payments, and FX orders

Claude

Brex

Company spend and expense lookups for finance teams

Claude · ChatGPT

Campfire

Campfire ERP records queried and exported from a conversation

Claude

Canary Data

Canary's proprietary equity datasets behind a single call

Claude

Capycash

Personal income and expense tracking through conversation

ChatGPT

Carta

Cap table, valuation, and fund performance data from Carta

Claude

Carta CRM

Deal flow, contacts, and meeting notes for investors

ChatGPT

Cashfeed

Invoice capture, approval queues, and supplier records from Cashfeed

Claude

CB Insights

Private company research and market mapping

Claude · ChatGPT

Chargebee

Subscription, invoice, and payment records from a Chargebee site

Claude

Chronograph

Portfolio analytics and performance data from Chronograph

Claude

Chronograph GP

Private capital portfolio monitoring for general partners

ChatGPT

Chronograph LP

Private markets portfolio data for limited partners

ChatGPT

ClarityTrack

Read-only view of connected personal finance data

ChatGPT

ClearCash

Read-only personal finance questions in plain language

ChatGPT

Clockwork

Portfolio holdings, capital calls and IRR, MOIC, DPI and TVPI

Claude

CloFin

Conversational personal finance and budget tracking

ChatGPT

Co-Invest

Market research and trade planning with Liquid

ChatGPT

Cognitive Credit

Credit research across filings, prospectuses and financial statements

Claude

CoinDesk

Crypto spot, futures and options data with regulated indices

Claude

CoinGecko

Live cryptocurrency prices, charts, and market caps

Claude · ChatGPT

CoinMarketCap

Crypto prices, technical indicators, and market signals

ChatGPT

Cortena FinOps

Payables, approvals and invoice status from a Cortena workspace

Claude

CRE Agents (Vic)

Commercial real estate methods and market data for deal work

Claude

Crypto.com

Crypto prices, order books, candlesticks and trades from Crypto.com

Claude

CryptoAudit

Crypto market research and chart lookups in chat

ChatGPT

Cryptoworth

Read-only access to Cryptoworth crypto accounting portfolios

ChatGPT

Cube

Query Cube financial planning data through chat

ChatGPT

Dakota Platform

Query Dakota Platform customers, accounts, and transactions

ChatGPT

Daloopa

Source-linked company KPIs for modeling and research

Claude · ChatGPT

Datasite

Virtual data room administration for M&A deals

Claude · ChatGPT

Deel

Global hiring cost comparisons and take-home pay estimates

Claude · ChatGPT

Digits

Read-only feed of Digits accounting data

Claude · ChatGPT

DOST

AP and AR automation: invoices, enrichment and approval workflows

Claude

Double

Month-end close management with write-back to Double

ChatGPT

Driggsby

A read-only view of bank, investment and debt accounts via Plaid

Claude

Drivetrain

Natural language analysis of Drivetrain metrics

ChatGPT

Dynamo

Alternative investment data: deals, portfolio metrics and investors

Claude

Economic Mind

Market sizing and forecast data with traceable sources

ChatGPT

Egnyte

Search and summarize files stored in Egnyte

Claude · ChatGPT

ElevenFlo

U.S. chapter 11 bankruptcy filings and research

ChatGPT

Embat

Read-only treasury questions answered from Embat's real numbers

Claude

EMPLOYERS

Workers' compensation insurance quotes in chat

ChatGPT

Energy Ogre

Texas electricity plan savings estimates

ChatGPT

Entropia

Data room browsing, document search and audit log analytics

Claude

Era Context

Personal finance automations, spending review and portfolio context

Claude

Ethos

Term life insurance price estimates from five questions

ChatGPT

EverQuote

Compare car insurance options and connect to quotes

ChatGPT

Expensify

Read-only questions about Expensify account data

ChatGPT

FactorWeave

Quantitative factor data across US equity tickers

ChatGPT

facturillo

Read-only questions about Panamanian receipt records

ChatGPT

Fakturoid

Invoicing, expense records, and business statistics

ChatGPT

FinancialFilings

Regulatory filings and normalised financials for listed companies

Claude

Fincome

Revenue KPIs, cohorts and forecasting for subscription businesses

Claude

Findash

Client records and meeting prep for advisory firms

ChatGPT

Finhay

Vietnamese market data and portfolio review

Claude · ChatGPT

FinOpps

Schedule, revenue, and payment questions for event businesses

ChatGPT

Fintoc

Payment operations for Fintoc merchants

ChatGPT

Firmenbuch

Austrian company register data with annual accounts and ratios

Claude

Fiscal.ai

Fundamental data linked back to source filings

Claude · ChatGPT

Fitch Solutions

Fitch ratings research, CreditSights and BMI country risk analysis

Claude

Flanks Aggregate

Aggregated bank and broker balances, holdings and transactions

Claude

FMP

Market data across stocks, ETFs, crypto, forex and SEC filings

Claude

Fold

Review personal accounts, spending, and investments

ChatGPT

ForInvest

Turkish and global market data with analysis tools

ChatGPT

Found

Banking, bookkeeping, and tax figures for the self-employed

ChatGPT

Fugle-Stock

Fugle watchlists, notes, and price alerts

ChatGPT

Gainium

Read-only view of a trading bot workspace

ChatGPT

Gentek Reg Agent

EMIR, SFTR and MiFIR reporting rules from UK and EU rulebooks

Claude

GLG

Search expert network transcripts and past call content

Claude · ChatGPT

GoCardless

Integration guidance for building against the GoCardless API

Claude

Granite Finance

Budget review, spend tracking, and affordability checks

ChatGPT

GrantLink

Read-only grant records for nonprofit staff

ChatGPT

Grasp

Private-market company, buyer and deal research with exports

Claude

Grasshopper Bank

Account balances, transactions and spending analysis for customers

Claude

GREI

Property investment search across Greece and Cyprus

ChatGPT

Guidepoint

Search a library of expert interview transcripts

Claude · ChatGPT

Gusto

Run payroll and check team figures

Claude · ChatGPT

H&R Block

Book appointments with tax preparers at local offices

ChatGPT

Hanover Park

Fund, portfolio and LP records from Hanover Park in Claude

Claude

HealthMoney

Portfolio, allocation, and retirement overview in one view

ChatGPT

HitPay

HitPay sales, payouts and payment links inside a conversation

Claude

Hyperline

Billing, quotes, and revenue data from a Hyperline account

ChatGPT

IBI SMART

Israeli and US portfolio tracking through IBI SMART

Claude

IBISWorld

IBISWorld industry research and risk scores for market sizing

Claude

IFG

Tax research grounded in official sources and citations

ChatGPT

In Practise

Expert interview library and company research for fundamental investors

Claude

Inkle

Read-only access to Inkle bookkeeping and tax records

ChatGPT

Insurify

Car insurance quote estimates compared by driver profile

ChatGPT

Intuit Credit Karma

Credit score factors, spending trends, and card comparisons

Claude · ChatGPT

Intuit TurboTax

Federal tax estimates, filing options, and expert booking

Claude · ChatGPT

Investment Banking

Banking workflows for M&A, financing, valuation, and diligence

ChatGPT

InvestmentIQ

Savings goal calculator with long-range wealth projections

ChatGPT

Itau Beneficios

Card benefits and discounts from Banco Itau Chile

ChatGPT

Jaz Accounting

Accounting, finance, and reporting for multi-currency books

ChatGPT

Jump

Meeting transcripts, summaries and contacts from Jump, read-only

Claude

Juspay Genius

Payment analytics and order lookups from Juspay

ChatGPT

Kavara Kirk

Structural change scoring for order-book and telemetry streams

Claude

KeyBid Puls

Short-term rental ROI analysis from property listings

ChatGPT

Kick

Bookkeeping across businesses with drafted entries for review

Claude · ChatGPT

Kova

Portfolio reviews measured against a saved investment strategy

ChatGPT

Kraken

Crypto prices, trends, and market narratives

ChatGPT

Kredit

UAE credit card comparison by spending pattern

ChatGPT

Kubera

Net worth and asset questions against Kubera data

ChatGPT

LedgerHQ

LedgerHQ reports, bank coding and reconciliation from a chat

Claude

LedgerLens

Questions about transactions and uploaded bank statements

ChatGPT

Ledgy

Personal expense tracking and budget planning in chat

ChatGPT

LendingTree

Mortgage and refinance rate ranges from a lender network

ChatGPT

Leocare

Indicative car insurance pricing for vehicles registered in France

ChatGPT

Lev

Commercial real estate deal workspace access from ChatGPT

ChatGPT

Liberty Mutual

Auto insurance quote estimates with handoff to Liberty Mutual

ChatGPT

Lili

Lili business banking records for owners and their accountants

Claude

Longbridge

US and Hong Kong stock research plus account data

ChatGPT

LSEG

Institutional market data and analytics through natural language

Claude · ChatGPT

Lumonic

Portfolio monitoring and reporting data from Lumonic

Claude

LunarCrush

Social metrics and sentiment for tickers, coins and creators

Claude

Mantle Portal

Private markets positions and document extraction via Mantle Portal

Claude

Margins

Accrual accounting answers across a business's connected sources

Claude

Mashvisor

Rental market data for property investment comparison

ChatGPT

Mercury

Read-only access to Mercury banking account data

Claude · ChatGPT

Mesh

Corporate spend, cards and approvals through the Mesh platform

Claude

Meshed Cover

UK cyber insurance quotes with broker follow-up

ChatGPT

MetricDuck

SEC filing data with links back to EDGAR sources

Claude · ChatGPT

Monito

Compare international money transfer providers on cost and speed

ChatGPT

Monk

Balance checks and collections queries against a Monk instance

Claude

Moody’s

Company, ratings, and ownership data for credit workflows

ChatGPT

Moody's Credit MCP

Moody's credit data and research for analysis workflows

Claude · ChatGPT

MoonPay

Generate crypto purchase links payable at MoonPay checkout

ChatGPT

Morningstar

Fund and equity data with Morningstar analyst research

Claude · ChatGPT

Mortgage IQ

Mortgage payment calculator using Federal Reserve rate data

ChatGPT

MSCI

Entitlement-controlled MSCI index and portfolio data queries

Claude · ChatGPT

MT Newswires

Real-time multi-asset financial newswire coverage

Claude · ChatGPT

Multiples.vc

Public comps, M&A multiples and venture round data in one place

Claude

MutuiOnline.it

Compare Italian mortgage offers from multiple lenders

ChatGPT

MyInvestor

Read-only browsing of MyInvestor's investment catalogue

ChatGPT

MYOB

Read-only view of MYOB Business numbers, currently in beta

Claude

NAVI Protocol

NAVI lending pools, positions and wider Sui DeFi data

Claude

Neptune Flood

Real time flood insurance quotes for a US property

ChatGPT

NestPilot

Educational decision support for retirement timing choices

ChatGPT

Norman Finance

Invoicing, bookkeeping and German VAT filing from a conversation

Claude

NP Ledger

Fund accounting for small nonprofit bookkeeping

ChatGPT

NuMetric

Read-only access to NuMetric accounting and ERP records

Claude

OakbrookOne

Illustrative debt consolidation scenarios from Oakbrook

ChatGPT

Obolus

Net pay comparison across supported countries

ChatGPT

Octus

Credit intelligence for sub-investment grade markets

ChatGPT

OKX

Crypto prices, volume and candlestick charts from OKX

ChatGPT

Ontra

Legal entity, fund and ownership records from Ontra

Claude

OptimalCover

Fair-price benchmarks for vehicle service contracts

ChatGPT

OptionsAhoy

Seven calculators for US equity compensation decisions

ChatGPT

OptionsCalc

Multi-leg options strategy modelling with payoff charts

ChatGPT

Pane

Linked accounts for balances, spending and net worth

ChatGPT

Pappers France

French company registry, case law and property data via Pappers

Claude

Paribu

Live prices for coins listed on Paribu

ChatGPT

Parqet

Questions answered from a Parqet portfolio

ChatGPT

PayPal

Business account tools and payments integration

Claude · ChatGPT

Pazy

Guided funeral plan matching for Spain

ChatGPT

Pearl

Net worth, spending and bill questions from linked bank accounts

Claude

Pemo

Read-only queries over Pemo cards, spend and reimbursements

Claude

Per Diem

Read-only queries over Per Diem financial data

ChatGPT

Photon Commerce

Financial document extraction with a human review step

ChatGPT

PicPay

Connector for the PicPay financial ecosystem

ChatGPT

Pinegap

Earnings previews, KPI tables and thesis tracking for equity research

Claude

PitchBook

Structured private capital market data lookups

ChatGPT

PitchBook Premium

PitchBook private capital data on firms, deals, funds and people

Claude

PortfolioIQ

Portfolio growth projections with confidence intervals

ChatGPT

Pretto

French mortgage comparison and borrowing capacity estimates

ChatGPT

Primary

Read-only queries against Primary financial data

ChatGPT

Privacy.com

Virtual card creation and spend controls on Privacy.com

Claude

Qonto

Qonto business account, invoicing and card administration

Claude

Quartr

Public company research and saved research assets

Claude · ChatGPT

Rabbu

Short-term rental listings and market performance data

ChatGPT

Rallies

Stock research built on live market data

ChatGPT

Ramp

Spend analysis and card admin through conversation

Claude · ChatGPT

Ramp Data

Corporate spending indicators drawn from Ramp transactions

Claude · ChatGPT

Ratehub Mortgage

Canadian mortgage rate comparison across banks and lenders

Claude

RealEstateIQ

Rental property return metrics and long-range projections

ChatGPT

RealOpen

Crypto proof of funds for property purchases

ChatGPT

RelPro

Company and contact intelligence with filings and loan triggers

Claude

Remitly

Remittance planning before money is sent

ChatGPT

REPSLog

Time logging toward US real estate professional status

ChatGPT

RetirementIQ

Quick retirement readiness score from three inputs

ChatGPT

Revelata deepKPI

SEC-derived KPIs with one-click provenance for US listed companies

Claude

Rho

Rho account and transaction data for financial modelling

Claude

Rillet

Live general ledger queries and journal entries in Rillet

Claude

Rydoo

Expense lookups, receipt gaps and policy answers from Rydoo

Claude

S&P Global

Natural language queries over S&P Global datasets

ChatGPT

SaaSFlow

SaaS profit and loss with subscription metrics

ChatGPT

Sacra

Research and revenue data on private tech companies

Claude · ChatGPT

Savvly

Longevity fund projections, eligibility checks and comparisons

Claude

Scorechain

Blockchain address screening for AML investigations

Claude · ChatGPT

SecureLend

Loan comparison calculators across several borrowing categories

ChatGPT

Seguro Match

Insurance quotes for homes, cars, and motorcycles in Spain

ChatGPT

Sequence

Billing, invoice and revenue queries against Sequence data

Claude

Simply Business

Indicative small business insurance pricing from a few questions

ChatGPT

Skipo

Read-only Skipo balances, transfers and conversion history

Claude

SkyWatch.ai

Renters insurance quotes for pilots flying non owned aircraft

ChatGPT

Slatemark

Delayed market data, trade journal and brokerage records, read-only

Claude

Slice

Cap table, grants and ownership queries against Slice

Claude

SPARK by SILEX

Structured products portfolio queries through SPARK by SILEX

Claude

SpecterSystems.io

Business financing intake and application tracking for merchants and brokers

ChatGPT

Spendify

Personal spending, budgets and recurring charges via linked banks

Claude

Sponge

Agent wallet balances, portfolio, and USDC funding links

ChatGPT

Square

Square commerce, payment and inventory data in Claude

Claude

Stable.com

Read-only swap quotes, balances, and order status lookups

Claude · ChatGPT

Steadily

Landlord insurance estimates from a rental property address

ChatGPT

Steadworth

Down payment assistance programs matched to location and buyer profile

ChatGPT

Stocktwits

Retail investor sentiment and market conversation from Stocktwits

Claude · ChatGPT

Stripe

Create payment links and manage Stripe billing objects

Claude · ChatGPT

SueldoNeto

Spanish net salary breakdown from a gross annual figure

ChatGPT

Sumsub

Identity verification and AML case work in chat

Claude · ChatGPT

Superfunds

Israeli mutual fund search, comparison, and manager profiles

ChatGPT

Synci

Read-only access to bank, brokerage, and crypto accounts

ChatGPT

Tabs

Natural language queries over B2B billing and revenue data

Claude · ChatGPT

TaxAct

Filing cost estimates and tax document checklists from TaxAct

Claude

TaxHeaven

UK self-employed tax calculations and Making Tax Digital checks

ChatGPT

Theia Insights

Thematic equity exposure scores and theme performance history

Claude · ChatGPT

Thimble Insurance

Commercial insurance quotes and coverage comparison for brokers

ChatGPT

Third Bridge

Expert network interview content for financial and business research

Claude · ChatGPT

TickerSage

Live crypto and stock candlestick charting inside chat

ChatGPT

Ticket Tailor

Box office operations for Ticket Tailor event organisers

Claude

Tinman AI

Mortgage eligibility and underwriting scenario checks

ChatGPT

TipRanks

Analyst research and market data in chat

ChatGPT

TradingCursor

Multi-signal technical analysis for several asset classes

ChatGPT

Trata

Investment research library built on hedge fund debate

Claude · ChatGPT

Trioteca Hipotecas

Spanish mortgage costs, taxes and affordability ratios from Trioteca

Claude

Trucordia Go

Preliminary auto and home insurance premium estimates

ChatGPT

TrueProfit

Ecommerce profit and ad attribution reporting

ChatGPT

Tuio

Home insurance estimates and policy answers for Spain

ChatGPT

Twelve Data

Market prices, indicators and fundamentals from the Twelve Data API

Claude

ualet

Chilean bank and card spending data from a ualet account

Claude

Unusual Whales

Options flow and market research through chat

ChatGPT

Vaatun

Insurtech platform information for brokers and MGAs

ChatGPT

ValYou

Net worth history and wealth percentile from ValYou

Claude

Vantixs

Visual algorithmic trading pipelines and backtests

ChatGPT

Vega Options

Options strategy risk and market structure analysis

ChatGPT

Verisk XactRestore

Build XactRestore restoration estimates by describing the work

Claude

viaNexus vAST

Licensed institutional market data through the viaNexus marketplace

Claude

Vings

Personal finance data lookup for connected accounts

ChatGPT

Voder

Plain-language questions against a Xero ledger

ChatGPT

Webull

Read-only market data and portfolio access

Claude · ChatGPT

Well

One graph over bank, invoicing, CRM and accounting tools

Claude

Western Union

Transfer tracking, FX rates and support answers

ChatGPT

Wisesheets

SEC sourced US company financials traceable back to XBRL

Claude

wlthy

Cross-border net worth and cash flow tracking

ChatGPT

Xero

Read only Xero financial summaries during a conversation

Claude

Xflow

Live FX rates, forecasts and historical charts

Claude · ChatGPT

Yardi Virtuoso

Natural language queries against Yardi property and portfolio data

Claude

Yoshi

Connected account data and monitoring agents for personal finances

ChatGPT

ZenHR

MENA payroll and workforce data from ZenHR for reporting

Claude

Zocks

Client conversation history and planning signals for financial advisors

Claude · ChatGPT

Zoho Books

Zoho Books billing and finance operations over MCP

Claude

Reading this data

What the category column does and does not tell you

Categories come from the marketplace listings themselves, mapped onto one shared set, and at row level they are noisy: connectors are filed by their publisher, and plenty sit under a heading that does not describe the product well. Treat the grouping as a way to navigate the directory, not as a market segmentation.

The solid facts on these pages are the marketplace listings themselves (where each product is listed, what it declares, and its verification tier) plus the tool counts Node8 measured directly against live endpoints. The comparisons built from them are Node8's.

FAQ

Finance connector questions, answered

How many AI connectors are there for Finance?

363 connectors and apps were filed under Finance across the ChatGPT and Claude marketplace directories as of August 2026, 11.5% of the 3,150 products in this directory. Every one of them is on this page.

What does a connector in the Finance category actually do?

It connects a company's existing system to an AI assistant through an MCP server, so a user can ask about that company's data or trigger an action in conversation. In this category that usually means read-only account, portfolio, and transaction lookup, and market, rate, and reference data your firm already licenses.

How deep are Finance connectors?

Among the 159 with a Claude listing, the median publishes 12 tools, against a Claude-directory median of 11. The deepest here is Alpha Vantage MCP Server at 126 published tools. Tool count is the closest available proxy for how much of a product is actually reachable from the assistant.

Does the same connector work in ChatGPT, Claude, and Copilot?

Largely, yes. MCP is a shared protocol, so one well-built server can serve ChatGPT, Claude, Microsoft Copilot, and other MCP clients. What differs is the listing and review process for each platform, plus some presentation details. Building for one and distributing to the rest is the usual sequence.

How long does it take to build and list one?

Most first connectors take eight to twelve weeks from kickoff to a live listing. The build itself is rarely the long pole. Deciding which data to expose, getting the underlying APIs into shape, and passing security and platform review are what set the timeline.

What does it cost?

Cost tracks scope: how many systems the connector reaches, how much work the underlying APIs need, and what the security requirements are. A single-source, read-only connector is a materially smaller project than one that writes into production systems across several backends. Node8 scopes this in a discovery session before any build commitment.

Put your data where the questions are being asked

Node8 builds the MCP server, secures it, and takes it through review, so your data is reachable inside ChatGPT, Claude, and Copilot. Most first connectors ship in eight to twelve weeks.

Build your connector