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"Kotlin RAG (Retrieval-Augmented Generation) implementation resources" matching MCP connectors:

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Matching Connector Tools:

  • AI-agent image generation: image sets, character sets & illustration sets. Edit, extend, export.

  • Secureship MCP gives AI assistants access to a multi-carrier shipping API covering rate comparison, label generation, package tracking, pickup scheduling, address book management, shipment history, customs documents, and more — across carriers like UPS, FedEx, Purolator, Canpar, and others. Browse 150+ live endpoint schemas, parameters, and auth details — always current, never stale.

  • MCP server for GOV.UK — search, content retrieval, organisation lookup, and postcode resolution.

  • Your agent needs to find video — which channels own a topic, which videos rank for a phrase, what exists in a given country and language. **What you can ask for** • "Which videos rank for 'rag pipeline tutorial' in the US this month?" • "Find channels publishing about MCP, sorted by relevance." • "What playlists cover this subject in Japanese?" • "Search videos uploaded this week only." **How to use it** Point any MCP client at https://mcp.aisa.one/youtube-search/mcp and sign in with OAuth — there is no key to create or paste. One search tool covering videos, channels and playlists, narrowed by country, language, upload date, duration and sort order. **It is also a door to the rest** The same login reaches 26 sources and 580+ operations. Find the video here, then ask the same agent what the channel's site traffic is or what the same phrase does in Google — without adding a second server. **What it costs** Finding and inspecting an operation is free. Running one is billed per call at API prices, with no seat and no monthly minimum, and every call takes max_price_usd so an agent cannot overspend by accident. **Where else it reaches** https://mcp.aisa.one/social/mcp for X plus Instagram, Reddit, Pinterest and YouTube; https://mcp.aisa.one/gtm/mcp for those plus Similarweb and Apollo.

  • Magic Hour MCP lets AI agents create and edit images, videos, and audio using Magic Hour’s hosted generation tools.

  • Generate contextual prompts and reusable agent skills, evaluate prompts with the 16-dimension Prompt Score, and manage saved work in PromptDrive. Twelve MCP tools also provide authorized access to private Memory for source-grounded answers. Connect over Streamable HTTP using OAuth 2.1 and PKCE. Generation consumes account quota and automatically saves successful results; Memory access follows account permissions and plan limits.

  • Built for companies. Ready for AI agents. PaperOffice is the headless DMS your agent can actually operate: one MCP endpoint to search, read, upload, extract and sign business documents — no UI, no glue code. What the tools do: full-text and semantic search across workspaces · read existing OCR text without a new job · three-step upload with presigned URLs · AI-OCR (text, line boxes, tables) · structured extraction for invoices and 60+ document types (IDP) · PDF generation from Markdown/HTML · e

  • CareerProof MCP gives AI agents direct access to a professional-grade career and workforce intelligence platform. Two namespaces: atlas_* for HR/TA teams (candidate evaluation, batch shortlisting, competency scoring, interview generation, JD analysis, custom eval frameworks, research reports) and ceevee_* for professionals (CV optimization, career positioning, salary intelligence, market reports). Backed by RAG knowledge from 50+ premium research sources (McKinsey, BCG, HBR, Gartner, WEF)

  • Your agent needs to crawl a site and say what is wrong with it — broken tags, duplicate content, pages nothing can index, resources that never load. **What you can ask for** • "Crawl this site and list every page with a duplicate title or missing description." • "Which pages are non-indexable, and why?" • "Run Lighthouse on these URLs and give me the failing audits." • "Show the internal link graph and the orphan pages." • "Give me this page's raw HTML and its microdata." **How to use it** Point any MCP client at https://mcp.aisa.one/seo-onpage/mcp and sign in with OAuth — there is no key to create or paste. 20 tools: submit a crawl and read its summary, pages, resources, links and waterfall; duplicate content and duplicate tags; keyword density; non-indexable and uncrawlable resources; parsed content, raw HTML, microdata, screenshots and Lighthouse. **Why this rather than the source** A crawler you drive from the agent, with the audit results as structured data rather than a PDF. **It is also a door to the rest** The same login reaches 26 sources and 580+ operations. Find the broken pages here, then ask the same agent what those pages used to rank for — without adding a second server. **What it costs** Finding and inspecting an operation is free. Running one is billed per call at API prices, with no seat and no monthly minimum, and every call takes max_price_usd so an agent cannot overspend by accident. **Where else it reaches** https://mcp.aisa.one/seo/mcp for all of it at once — rankings, keywords, backlinks, site health and AI-answer visibility across DataForSEO, Semrush and Ahrefs.

  • CatchAll is a web search API built for comprehensive event retrieval — not ranked results, but all matching records.

  • MCP server for Project Gutenberg: 78,000+ public-domain ebooks with full plain-text retrieval.

  • Checks receipts and invoices for AI generation, edits and resubmission, with proof you can re-check.

  • x402 PDF text, pages, and metadata for AI/RAG. $0.0015 per successful PDF.

  • x402 clean article text and metadata for AI/RAG. $0.002 per successful article.

  • MCP server for astrological calculations — birth charts, transits, progressions, and calendar generation

  • Cloud PDF generation from HTML, CSS and XSL-FO, with PDF/A and PDF/UA support.

  • Image, video, music and text generation across 100+ models through one endpoint.

  • 3rd Generation Testing (3TG) — generate deterministic test suites from Markdown spec tables via MCP.

  • European power-market data: day-ahead & balancing prices, load, generation, flows, outages. 47 zones

  • Remote MCP server exposing SMI Aware tools, resources, and skills over Streamable HTTP.