"Tools for Testing in Python and Java" matching MCP connectors:
GET /v1/connectors – MCP directory API referenceMatching Connector Tools:
Every match, not the top 10. Searches your documents and returns each relevant one, with quotes.
Financial data and research MCP for US/CN/JP equities: filings, statements, ownership, signals.
formcarry handles everything after your form is submitted: it emails you, auto replies to the person who submitted, filters spam, and delivers webhooks. You write the HTML form and set its action to a URL formcarry gives you. An agent can create a form, wire the emails and webhooks, and answer questions about the submissions, like how many signups last week.
Search US government contracts, grants and jobs from matchawards.com. Read-only, no key.
Free hosted jq REST API and remote MCP server running real jq compiled to WebAssembly on Cloudflare Workers. Filter inline JSON, public HTTPS URLs, or reusable 15-minute JSON uploads, up to 5 MiB. No install or signup. Tools: process_json, upload_json, delete_upload. Shared free quota: 100 calls/day per IP or 1,000/day per UUID. Public docs, status, privacy, and release notes: https://thejqapi.com/.
Run after each discovery iteration to see what's still uncertain, who to ask next, and what changed.
Give your AI assistant access to the world’s news. Search articles in any language, track coverage over time, and research companies and events.
Search, task, and order SkyFi satellite imagery and geospatial analytics.
Send a business domain, get the company profile: industry, HQ, funding, headcount history, revenue, job postings, tech stack and logo. 100 free records a month.
Check and clean B2B contacts in your lists, find leads, size markets, fill work e-mail and mobile.
The system of record for your agent: workbooks it reads and writes, with sources, kept current.
AI-ready data with FME and Esri: MCP, AI extraction, FME transformers, Flow Hosted costs, training
Google Ads MCP server with Reddit Ads, GA4 and Tag Manager. Every change is previewed first.
Turn Microsoft Fabric tables into an explainable graph and a GraphQL API. Understand how your Fabric tables fit together. See how your Fabric tables connect: the keys and relationships Krusgraph suggests, why, and what your data says, before a report or an app depends on them. A one-stop-shop for Data Engineering on Fabric
Entity resolution — data mapping, SDK code generation, docs search, and error troubleshooting
Pull tables out of a PDF as rows and cells, ready for a spreadsheet or a data pipeline.
Bank statement PDFs become CSV, JSON or QBO transactions with dates, amounts and balances.
Creative performance, tag-level insights, attribution data, and competitor ad analysis from Segwise. Connect with your Segwise account using OAuth.
Read-only finance MCP server. Connects your banks, cards, payment apps, books and payroll into one ledger for your AI. Can't move money. Open source (AGPL-3.0), free during beta.
Chartbrew connects databases and APIs to dashboards and reports. Its official MCP server lets AI assistants find dashboards and datasets, read chart results, explore supported data sources, and create datasets and chart previews. Connect directly to the hosted server with OAuth or a Chartbrew API key. Access follows your Chartbrew team, role, and approved permissions. Review chart previews in Chartbrew before adding them to a dashboard. No local installation is required.
Read-only connector: ask your AI about construction and ad-platform data. It never writes.
Cricket ball by ball in every format, men's and women's, joined to sportsbook match-winner prices.
Turkey data API for AI agents: 40 tools + search/call for 230+ endpoints. Addresses (provinces, districts, postal codes, boundaries), validation (IBAN, tax ID/VKN, TCKN, phone, barcode), tax and salary calculators, Official Gazette, exchange rates, gold, crypto, economic indicators, prayer times, holidays and business days, weather, air quality, earthquakes, dam levels, fuel prices, EV charging, power outages, tolls, pharmacies on duty, football standings. Turkish JSON, free plan.
Porter Metrics is a hosted MCP server for marketing data. Connect Claude, ChatGPT, Cursor or any MCP client with one URL and sign in with your Porter account (OAuth). No API keys or Google Cloud project. Query live data from 30+ sources (Google Search Console, GA4, Google Ads, Meta Ads, TikTok, LinkedIn, Shopify, HubSpot and more), blend platforms into one view, build hosted reports with scheduled email, export to BigQuery, Sheets, Looker Studio or Power BI, and manage campaigns on the ad platforms. Free-forever plan available.
Automotive data for AI agents: VIN decode, listings, specs, build data, recalls, payments, taxes.
One MCP endpoint for 414 data APIs across 90 platforms, including TikTok, Instagram, YouTube, Amazon, Xiaohongshu (RedNote) and Douyin, plus 17 web search tools and CAPTCHA solving for 52 types. Pay per call from $0.56 per 1,000 calls; failed or empty calls are not charged.
Lead lists from Google Maps, websites, job boards and German company registers, with verified emails
US stocks incl. delisted, futures, CPI/macro vintages, point-in-time GEX, 13F, COT, backtests.
A wall of 64 ad cells on Base: owners, prices, royalties, and purchases your own wallet signs.
UCP Catalog for independent WooCommerce stores: consented, federated, with live price checks.
Polymarket smart money: rank traders by on-chain realized PnL, read their records, follow their live fills, and buy their past trades.
AI-native data layer: sheets, databases and apps for every agent, with exact answers and audit.
Consumable B2B leads, clean Markdown, e-com pricing, and SDK metadata for AI agents via MCP.
Live conflict reports traced to source: strikes, attacks and military activity, read-only.
Pay-per-use MCP tools for AI agents. USDC on Base via x402. No API keys.
Find which CDPs connect to your tools, compare CDP catalogs, and check a whole stack
Hosted MCP: CSV/XLSX to JSON rows and text-PDF pages; private uploads or URLs, no API key.
Every spreadsheet is a table: Excel, CSV, Parquet and JSON as SQL tables for AI agents.
Find and query Food Data. The who, what, and where of food discovery. Use food web as a base level data layer to your Food Technology App
Open jobs with salaries from Workday, Greenhouse, Lever, Ashby and 3 more careers-page systems.
