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"Understanding Code Relationships or Dependencies" matching MCP connectors:

GET /v1/connectors – MCP directory API reference

Matching Connector Tools:

  • Agentic Finance: 500+ agent tools, multi-chain USDC over x402 or MPP, or free via proof-of-work

  • Search Fragments — two tools for the queries an agent can't place, both built to decline rather than guess. resolve_fragment takes a half-remembered, cross-source query ("a musician who became famous for stopping performing") and returns a grounded answer, ranked web sources to confirm by eye, or an explicit no-resolution. verify_claim takes a specific factual assertion and returns supported, partially_supported, insufficient_evidence, or unsupported, with cited evidence and a stated_limits field that is always present. There is no confidence score — insufficient_evidence fires freely, and unsupported requires a source that explicitly contradicts, never mere absence of confirmation. Every verdict is decide-by-eye: "supported" means current web sources confirm it, not that the claim is true. Calibrated against 18 known claims before release. Free, no signup. Streamable HTTP (MCP 2025-11-25). Read-only.

  • Engram is a persistent, long-term memory layer for AI agents and assistants. Claude, ChatGPT, Grok, Cursor and any MCP client share one memory, stored as plain markdown notes: your knowledge base, second brain and AI context in one place. No extraction step: the memory is the note itself, so you can read exactly what your AI remembers and fix it. Edit your memory in Obsidian (real-time sync), the web app, or on your phone. Hybrid keyword + semantic search (RAG over your notes) finds exact strings like error messages, config keys and IDs. Remote MCP server over Streamable HTTP with OAuth 2.1; notes encrypted at rest. Https://engram.page https://youtu.be/rwnPeZ-8Lqo?is=NI-N7BduydGAiZlF https://github.com/engram-app/Engram

  • Search 230,000+ Pakistani court judgments by keyword, citation, or the legal question they settle.

  • Check the factual claims in a draft or an answer: a quick verdict, or a deep check with sources.

  • Free, read-only MCP server for verified US consumer-tech deals: search deals, check price history vs the 90-day average and find valid coupon codes. No account or API key.

  • Cite42 gives AI agents AI visibility, citations, SEO keywords and trends, plus four weekly or monthly trackers: AI Visibility, AI Competitors, AI Citations and AI Sentiment. Use it over MCP from Claude, Codex or Cursor, or via the REST API. $1 free on signup, no subscription. Learn more at https://www.cite42.dev

  • Real-time Google Flights fares for agents. Three things people do with this server. Scan for deals: one call takes a date range and a list of destination airports, expands every combination server side, and returns each fare with Google's own low, typical or high verdict. Put live search in your app: flat JSON with a bookable link on every result, and round trips priced as paired legs. Run a 24/7 AI travel agent: add the server, sign in with Google, and schedule it. No ads, no sponsored content. You bring your own RapidAPI key, so every search is billed to your plan and never to anyone else's. Add https://flights.flightpowers.com/mcp , click Sign in, sign in with Google, and paste your RapidAPI key once on the page that opens. Scripts and clients without a sign-in button send the key as x-rapidapi-key on the same URL.

  • Search agent-ready sites or fetch one site's report; every capability probe-verified, dated.

  • AiSeek is a global change-intelligence platform that connects AI assistants and autonomous agents to structured, source-linked information about developments across the world. Rather than providing a conventional news feed, AiSeek focuses on identifying meaningful changes, preserving their context, and making the underlying sources accessible. Its coverage spans artificial intelligence, technology, global economics, financial markets, companies, government policy, science, and other major domains. The MCP server provides seven read-only tools: • **latest_changes** — Retrieve recently published global developments and their summaries. • **search_changes** — Search developments by keywords, companies, countries, or topics. • **get_change** — Examine a specific development, including its context, supporting sources, publication details, and original links. • **country_heat** — Explore geographic patterns of change through AiSeek's country-level Change Heat data, with historical windows determined by the user's plan. • **release_calendar** — Discover scheduled economic indicators, central bank decisions, company earnings, and other important upcoming releases. • **company** — Search company profiles and retrieve relevant business information and recent developments. • **latest_brief** — Access daily or weekly intelligence briefings, subject to subscription availability. AiSeek supports English, Simplified Chinese, and Japanese, making it suitable for multilingual research, global monitoring, market intelligence, and cross-border information discovery. Designed for integration with MCP-compatible AI assistants and developer workflows, the service uses Streamable HTTP and returns structured results with links to AiSeek and relevant external sources. All tools are read-only. No trading, account modifications, or external actions are performed. Tool calls require an AiSeek API key, authenticated using a Bearer token or x-api-key header. Usage limits and available data depend on the account's subscription plan. **MCP Endpoint:** https://aiseek.dev/api/v1/mcp **Developer Documentation:** https://aiseek.dev/en/developers#mcp

  • Paid web research, fact-check, page summary and page extraction tools for AI agents. Pay per call in USDC with x402 (Base or Solana). A failed call is not charged.

  • teas.co.uk is an independent UK shop with more than 600 teas, coffees and hot chocolates from 60 brands. This connector searches the live catalogue in plain words, such as a strong breakfast tea or something caffeine free for bedtime, with filters for type, caffeine, milk, time of day, strength, pack size, price per cup and organic, Fairtrade or vegan labels, and shows live prices and stock. Open any product for tasting notes, a brewing guide and recipe ideas, or compare up to four side by side. Build a basket and get a secure checkout link: payment always happens on teas.co.uk, never in the chat, and the connector cannot place an order. Customers who link their teas.co.uk account (OAuth) can see orders and courier tracking, buy again, manage repeat deliveries, check reward points and start a return. teas.co.uk delivers to the UK, the Channel Islands, the Isle of Man and many European countries; prices are in pounds including VAT.

  • Let Claude, Cursor or Cline fetch pages and run Google searches from a real Singapore mobile IP (Singtel/M1). Hosted; free 24-hour trial key.

  • Studocu helps students find study documents, set course context, ground answers from the open web, and manage authenticated study projects—attaching sources, reading artifacts, creating quizzes or mock exams, and keeping durable study memory—from any MCP client.

  • Personal asset search engine: everything you make or upload is searchable by what's inside it.

  • Give your AI agent the context of a video link: transcript, summary, chapters and timestamped answers. Hosted, no account or key needed.

  • Chatrabajo finds open, verified jobs in Argentina and Latin America, including remote jobs open to the region. Tell Chatrabajo what role you want, or share your CV, and it shows the jobs that fit, why each one fits, and the link to apply on the original posting. Two read-only tools: search_jobs: searches by role, location, work mode and seniority. It can also return only jobs found in the last few days, to check for new postings. match_jobs_to_cv: matches jobs to the job-relevant facts of a CV

  • Find competitors for any AI idea or product

  • Fetch any web page as text, markdown, HTML or a screenshot — JavaScript, CAPTCHAs and anti-bot blocking handled — and extract structured data; JSON tools for Google, Amazon, Walmart, YouTube, ChatGPT and Gemini.

  • Affiliate programs, deals and tracked links, plus product search by text or GTIN.