A
licenseNot graded
qualityF
maintenanceEnables AI assistants to enhance their responses with relevant documentation through a semantic vector search, offering tools for managing and processing documentation efficiently.
15 npm
65
MIT
ragmap
by khalidsaidi
You can discover and inspect RAG-related MCP servers through this RAGMap server.
Search/filter RAG MCP servers by query, score, citations, remote/local availability, reachability, transport, categories, server kind, registry type, and reachability age.
Get top recommended retriever MCP servers with smart defaults.
Fetch a server record by exact registry name (latest version).
List all RAG categories known to RAGMap.
Explain RAGMap scoring for a server by registry name.
Get copy-ready Claude Desktop and generic MCP host install config for a server.
Uses OpenAI to enable semantic search capabilities, allowing users to discover RAG-related MCP servers through natural language queries and embeddings-based matching.
RAGMap
Find a retrieval MCP server that works today.
RAGMap is a list of remote MCP servers that search a body of knowledge: the web, documentation, papers, laws, a domain. Every day it takes the official MCP Registry, connects to each candidate server with no API key, lists its tools, and keeps only the ones that answer and really do retrieval.
Use it as an MCP server so your agent can ask "who knows about X?", or just read the list below.
Use it from an agent
npx -y @khalidsaidi/ragmap-mcp@latestClaude Code:
claude mcp add ragmap -- npx -y @khalidsaidi/ragmap-mcp@latestAny MCP client:
{
"mcpServers": {
"ragmap": { "command": "npx", "args": ["-y", "@khalidsaidi/ragmap-mcp@latest"] }
}
}Tools:
ragmap_find: servers that know about what you need, e.g.{ "need": "EU cosmetics regulation" }.ragmap_get: one server by registry name.ragmap_install: copy-paste config to connect a server.
The package reads the latest list from this repo and falls back to the copy it ships with when offline.
Related MCP server: RagDocs MCP Server
How a server gets listed
It is in the official MCP Registry with a streamable HTTP endpoint that needs no key.
It answers an MCP
initializeandtools/listfrom the daily check.Claude reads its description and tools and confirms its main job is retrieval and that results are free. Servers that book, send, convert files, store personal memory or charge per query are left out, even if they have a search tool.
A server that fails a check stays listed for 3 days, then drops off until it works again.
Not covered: local (stdio) servers and servers that need a key or sign-in, because they can't be checked automatically.
The list
2357 servers, checked 2026-11-03.
Server | Knows about | URL |
| Tandem docs, install guides, SDKs and workflows | |
| UAE beach clubs, day pass prices, amenities, hours and events | |
| What to plant in Dubai, plant care in heat, climate | |
| SEO, AEO, web and branding terms, guides and FAQs | |
| US county courts: clerks, addresses, e-filing, fees, deadlines | |
| Verified merchants accepting agentic payments on Lightning and other rails | |
| Verbatim text of US federal and state law | |
| Contaminant lab results, recalls and additive rules for US packaged foods | |
| AI model releases, AI regulations, glossary and GenAI news | |
| Cross-vendor B2B product catalog with datasheet specs | |
| Autoblogging.ai pricing, plans, features and site pages | |
| How Excellent restaurant events software works | |
| US local service businesses, reviews, services and hours | |
| Investor podcast transcripts, summaries and digests in English and Chinese | |
| bitHuman avatar SDK and REST API documentation | |
| Shared product knowledge concepts and their relations for agent fleets | |
| Embedded firmware datasheets, MISRA, CMSIS and RTOS reference documentation with page citations | |
| Evidence on what supplements and compounds do in the body | |
| Cerebrium deployment, hardware and endpoint documentation | |
| Open-weight AI model releases, licenses and architectures | |
| Legal company registry profiles and verified company facts | |
| Content from the user's connected sites, Drive, Notion, email and files | |
| Licensed US contractors by trade and location, with profiles and reviews | |
| Corey James's projects, systems and engineering work in GPU inference and AI | |
| How often AI answer engines mention 24 crypto and Web3 brands | |
| How often AI answer engines mention 20 SaaS brands | |
| DarkFunnels documentation on WhatsApp AI sales agents | |
| Pharmacogenomics: drug-gene interactions, gene variants by rsID, medication screening | |
| SEC filings, financial statements, ownership and news for equities | |
| Vietnam GHG regulations, EU CBAM rules and ESG guidance | |
| Encyclopedia articles with citations on people, places, things and events | |
| A knowledge graph of pieces and structural principles for reasoning | |
| Verified hotels in Andorra by area, amenities, with official links | |
| US homes for sale, price verdicts, below-market deals and metro market snapshots | |
| Public MCP servers from the official registry with install configs | |
| Verified facts about eVoost AI products, FAQ and contact | |
| Web search and page content | |
| Source code, callers and tests of open-source libraries | |
| Indian credit cards, loans, deposits, insurance and mutual funds, with calculators | |
| Film stills and commercials by lighting, lens, shot size and mood | |
| Japan disability welfare service fees, add-ons and staffing rules | |
| Recruiting US clinical trials by condition, city, phase and eligibility | |
| European hosting and domain market shares, pricing, concentration and technology adoption | |
| HotAPI integration guides, model docs and OpenAPI operations | |
| Recent job postings from company career pages and ATS boards | |
| Swedish prefab houses, attefallshus, prices and building permit questions | |
| Ammunition prices by caliber and retailer offers | |
| Jason Lovell's AI research studies, builds and releases | |
| Open jobs in Switzerland and Liechtenstein | |
| JustAutomate agency services, pages, workshop pricing and contact | |
| Essay on AI cooperation, moral uncertainty and power | |
| Live web search and page content | |
| Verified US lawyer profiles by practice area, state and city | |
| Who owns and runs a company, with due diligence questions | |
| Linof documentation and current pricing for family photo films | https://linof.ai/api/apps/6a562086cd3bd1e44e0d4c3d/functions/docsMcp |
| LLM API prices by provider and GPU rental prices with history | |
| Public A2A agents, their skills and endpoint checks | |
| Lovora AI companions, prices, content rules and docs | |
| Which source domains AI answer engines cite, by buyer category | |
| Linux manual pages by distribution and version | |
| Rumi's complete Masnavi verses with search and citation | |
| Directory of MCP servers by keyword, category and topic | |
| Memes, charts and infographics searchable by meaning or text | |
| Metabind docs: MCP Apps, BindJS, SDKs, CLI and APIs | |
| Polish Catholic sermons, Scripture, prayers, churches and daily content | |
| Domain availability, WHOIS records, TLD prices and registry rules | |
| Verified business entities with trust scores and credentials | |
| Index of agent-ready websites and MCP endpoints | |
| Directory of travel MCP servers, skills and APIs | |
| Cancer patient answers grounded in NCCN guidelines and recruiting clinical trials | |
| US consumer brands using flexible packaging, source-backed | |
| Electronic parts with datasheet specs, compatibility and provenance | |
| Brazilian online deals, coupons and price history | |
| Cross-border pension rules by country with sources and authority answers | |
| Software catalog and external identifiers of projects | |
| Radixia blog and conference transcripts on enterprise AI and cloud | |
| Facts, plans and pricing of the Rankera AI visibility service | |
| Stock rankings, ticker scores, signals and daily market briefs | |
| US state food license rules and Florida license lookup | |
| AI laws and policies from 160 jurisdictions, enforcement actions and glossary | |
| Current startup jobs and hiring companies | |
| Indian court judgments, tribunal rulings and statutes | |
| Catalog of governed agent skills with manifests | |
| Upcoming San Francisco Bay Area events and performers | |
| AI skills, agents, prompts and playbooks | |
| Crypto prices, funding rates, sentiment and market regime | |
| Original K-pop, K-trot and K-ballad songs with key and BPM | |
| Ski resort snow conditions, forecasts and powder rankings | |
| 3GPP, IETF and multimedia standards specifications and references | |
| Router default logins, compliance index and MAC vendor lookup | |
| Startups, funding rounds, investors and company tech stacks | |
| Index of MCP servers, agent skills, A2A agents and APIs | |
| Stoic texts of Marcus Aurelius, Seneca and Epictetus with citations | |
| Agent tools, paid x402 APIs and MCP servers with prices | |
| Businesses, their products, prices and what agents can do on their sites | |
| Directory of AI agent tools, MCP servers, skills and field reports | |
| AI agent and people profiles, companies, jobs and posts | |
| Security bulletin board threads and discussions written for AI agents | |
| Agent Skills and prompts for coding, deployment and debugging | |
| Torah lessons and classical Jewish source texts | |
| AI tools with pricing, alternatives and live or dead status | |
| Directory of AI tools by category with source links | |
| Attacker observations for IPv4 addresses, ASNs, countries and attack tools | |
| Market, company, news, macro and US Congress financial data | |
| Video how-to tutorials and FFmpeg recipes | |
| Upcoming local events in cities worldwide | |
| Places, geocoding and turn-by-turn routes | |
| Reviews and comparisons of 260+ AI tools | |
| Posts and profiles from Twitter/X, Instagram, Reddit and TikTok | |
| Books, authors and subjects of the Armenian digital library | |
| AgendaForge public documentation and product content | |
| Open-source AI agents, MCP servers and developer tools | |
| Listed AI agents with tested badges and trust checks | |
| Live Amazon products, reviews, offers, deals and sellers | |
| Live job and internship listings with remote, salary and H-1B filters | |
| UK site research and site context from official planning sources | |
| Cannon Studio products, pricing, workflows, models and API | |
| Wines, grapes, regions and appellations plus wine guides | |
| Scholarly papers searchable by topic, DOI or ISBN, with citation formatting | |
| Fact-checks, scholarly papers, Wikipedia, archived pages and source background | |
| Catalog of licensable AI training datasets: egocentric video, gripper demos, EEG | |
| Italian used cars, long-term rentals, dealers and car market FAQs | |
| Public footprint of people, companies and vehicles from open sources | |
| Travel eSIM data plans compared by provider and price | |
| EU regulations, deadlines and enforcement actions | |
| World of Warcraft Forever lore, drops, vendors, quests, professions and talents | |
| Buddhist canon texts, parallels, dictionaries and commentaries with URN citations | |
| Indie founders and online businesses by city and country | |
| US federal regulations: CFR provision history, rules, obligations, comments | |
| Crops, companion planting, seasonal calendars and planting plans | |
| Laws of the Game and major football competitions, cited | |
| European city sights, walking routes and itineraries in six languages | |
| News articles from an RSS catalogue of sites and blogs | |
| Remote job listings and salary data | |
| Pokemon TCG Pocket cards, sets and packs | |
| Hyperwave wavetable documentation | |
| Australian Medicare Benefits Schedule items, fees, history and rules | |
| Polymarket smart money positions, research and news | |
| arXiv papers and structured analysis reports | |
| Vedic scripture verses, commentaries and recorded lectures | |
| Tarot card meanings for love and common love questions | |
| Directory of products listed on Makeroo | |
| Market data, earnings call transcripts and financial analysis for 10,000 tickers | |
| Tarot de Marseille cards, decks and lessons | |
| Directory of MCP servers, clients and SDKs | |
| Japanese laws, corporations and official statistics in English | |
| US sex-offender registries and criminal records with source citations | |
| Gallery of live AI-built products for prior art checks | |
| Share of people on X and Reddit holding each opinion | |
| EU VAT validation, company LEI and French or Norwegian company registers | |
| Packaged food products by barcode, with allergens | |
| Research papers and arXiv preprints with abstracts and free full text | |
| US federal regulations in the CFR and Federal Register | |
| Peptide research profiles, evidence tiers and comparisons | |
| Team performance science guides, books and evidence sources | |
| Reviewed AI services with completed-work evidence and availability | |
| Remote jobs and salary statistics | |
| RideDesk developer docs: booking API, widgets and integration guides | |
| Commercial robots with specs and comparisons | |
| Korean public procurement law, statutes, court precedents and contract method rulings | |
| Software business opportunity snapshots for founders | https://sentn-opportunity-mcp-773063283118.us-central1.run.app/mcp |
| 1.7 million books searchable by title, author, mood and genre | |
| AI model API prices, comparisons and price history | |
| Toolaby docs on payments and licensing for Chrome extensions | |
| Trickl partner API and webhook documentation | |
| French addresses, companies, localities and routing data | |
| Going-concern auditor opinions in SEC 10-K and 10-Q filings | |
| Human-AI collective intelligence research questions and knowledge | |
| VA disability ratings, compensation rules and 38 CFR regulations | |
| Japanese shareholder benefits (yutai) by stock, with trading date rules | |
| Open jobs from company career sites by applicant country and remote status | |
| Korean construction standards, building law and architecture principles with reasoning | |
| SEO, GEO and AI agent knowledge base articles | |
| designare.at web and AI knowledge base | |
| Products and services from Austrian local businesses | |
| IBM Maximo and MAS upgrades, error codes, gotchas, versions and lifecycle | |
| Whether retailers price match or accept offers, verified by people | |
| Magazine articles and public previews with publisher attribution | |
| National Digital services, articles and case studies | |
| Australian campsites, caravan parks, free camps and nearest toilets | |
| Australian government open datasets with query, counts and version history | |
| News archive on Azerbaijan, the Caspian and Central Asia | |
| Art Deco buildings, architects and routes in Belgium and northern France | |
| Belgian and Dutch legislation, case law, company and VAT lookups | |
| Lessons and questions shared by AI agents | |
| US credit card fees, APRs, rewards and sign-up bonuses | |
| Curated software product directory: launches, rankings, deals and alternatives | |
| Homes for sale and rent in Bulgaria with price statistics | |
| Yappy macOS app setup, permissions, LLM backends and troubleshooting | |
| Charter boats, marinas, anchorages, sailing routes and itineraries | |
| Com.Bot WhatsApp platform plans, channels and site pages | |
| Upcoming events in Austin, Texas | |
| Editora Blucher technical and scientific books, prices and course syllabus matches | |
| CodeAtlas software services, capabilities and deliverables | |
| Brazilian FIPE vehicle reference prices and history | |
| Appside developer docs and a catalog of apps and games | |
| Fabricate plans, pricing and public documentation | |
| Belarusian companies from the state registry by UNP | |
| Open public procurements and tenders in Belarus | |
| Brands and their authorized retailers, with authorization checks | |
| Japanese businesses for sale on the MANDA M&A marketplace | |
| 905 Trades Hamilton residential trades referral network facts and pages | |
| Land and acreages for sale across Canada | |
| Risk scores of AI tools and shadow AI domains | |
| Canadian events, artists, organizations and venues knowledge graph | |
| Commercial Garage Doorman services and facts for Hamilton area | |
| Entogo transformers, switchgear, BESS and EV charging products and lead times | |
| Garage Doorman residential garage door repair facts in Grimsby Ontario | |
| Canadian privacy enforcement actions, glossary, Quebec Law 25, cookies and crawlers | |
| Canadian hunting and fishing outfitters and availability | |
| Canadian grants, tax credits, accelerators and loans with eligibility | |
| Canadian citizenship test questions, study guides and IRCC stats | |
| Quebec classified ads and categories | |
| TradeBasis vehicle appraisal product, pricing and research briefs | |
| Swedish physiotherapy clinics, services and open appointment times | |
| Directory of health and wellness professionals | |
| Bitcoin price, ETF flows, on-chain metrics, fees and treasuries | |
| Affiliate programs by commission, cookie window and network | |
| AI tools with China-access data and GitHub stats | |
| Free tiers and credits for LLM, GPU, search and embedding APIs | |
| Web search and stored full-text documents | |
| Lawn care guides with state and city specific timing | |
| Swiss phone directory of people and businesses with reverse number lookup | |
| Verified Swiss company profiles and services | |
| BitSpire .NET development, AI agents, trainings and blog | |
| Minibus trips between Ukraine, Germany and Switzerland | |
| Dadaville pages, personalities and historic residences, in Italian | |
| Swiss FADP and GDPR duties, transfers and document templates | |
| Swiss federal laws, articles and amendment history | |
| Current job listings in Switzerland | |
| Swiss rental and sale listings plus housing guides | |
| German plain-language explanations of MCP | |
| Classified listings in Bishkek, Kyrgyzstan | |
| Visual art styles matched to feelings, with prompt references | |
| Elron Club furnished apartments, locations, jobs and guidance | |
| Encyclopedias, scholarly metadata and community sources | |
| China AI customer service standard GB/T 47746-2026 compliance answers | |
| Restaurants in China with hours, prices and reviews | |
| Jobs from verified employer job boards | |
| Universities, international schools and degree ROI, English and Chinese | |
| Latin American tech jobs and hiring companies | |
| China market entry guides for Western software teams | |
| Live Google search and deep research reports | |
| Web motion and animation recipes with prompts | |
| Google search, news, scholar, maps, jobs and web page content | |
| Public funeral notices, memorials and partner funeral homes | |
| New top-journal science papers scored on evidence and novelty | |
| Golf equipment catalog with retailer prices and price history | |
| California HOA law, Davis-Stirling Act statutes and homeowner rights | |
| Local businesses with contact info, hours and reviews | |
| US IVF clinic prices, state insurance laws and grants | |
| Leviathan Systems articles, services and company scope | |
| Official company registrations across US states and Canada | |
| Global job listings searchable by filters | |
| Cited peptide research summaries, comparisons and trial papers | |
| Rental listings in India and Southeast Asian cities | |
| Supplement products, brand trust scores and supplement research | |
| Historical texts and mythology references with citation URLs | |
| Total CMS documentation, Twig reference and CMS comparisons | |
| Chinese Buddhist texts, about 250,000 pages | |
| Yachts for sale and charter with specs and AIS positions | |
| US food pantries near a location and state TEFAP rules | |
| Safety data sheets, GHS pictograms and OSHA HazCom dates | |
| Local tours and experiences in Italy and Europe | |
| Public soundboards and sound clips | |
| US Code of Federal Regulations text including FAR and DFARS, with change history | |
| US rulemaking dockets, documents, public comments and open comment periods | |
| 313 Automations services, prices and site pages | |
| Football coaching writing by Kevin Middleton | |
| 530A Trump Account rules, tax treatment and guides | |
| 99 Data Rooms pricing, docs, glossary and use cases | |
| Abutly dataset rows with statistics and provenance | |
| Accent cloud phone and messaging site content and plan prices | |
| Actual group job offers in France and employment agencies | |
| Acupuncture protocols by symptom, acupoints and meridians | |
| AdCritter ads platform docs and API reference | |
| ADITUS event ticketing and access API documentation | |
| French rental law, zone tendue, notice periods, DPE limits and home employment rules | |
| US colleges: admissions, costs, financial aid and deadlines from federal data | |
| Admissions statistics for law, medical, dental and MBA schools | |
| Adrenaline adventures worldwide by destination, category and season | |
| Stores in 49 malls across Romania, US, UK and Hungary | |
| SEC-registered financial advisors, firms, disclosures and fees | |
| Korean export estimates, HARPEX freight index and official FX, CPI and GDP data | |
| AI-hosted podcast episodes, shows and hosts | |
| Open-source AI agent tools ranked by GitHub activity | |
| Agent profiles, service offers and discussions | |
| Knowledge base articles written for AI agents | |
| Agent forum threads and Q&A knowledge base | |
| Directory of AI agent tools and MCP servers | |
| Playbooks and lessons for jobs done with AI agents | |
| Infrastructure tools for AI agents, listed and comparable | |
| Publisher documentation locations found via llms.txt for domains | |
| Aguasto published research descriptions and references | |
| AI laws, bills and obligations across US, EU and 62 jurisdictions | |
| AI benchmarks by category with data sources and licences | |
| AI tool reviews, rankings, use cases and comparisons | |
| Current AI jobs, companies and salaries | |
| AI tools directory with pricing, features and alternatives | |
| Decoded art styles and their prompts from a public gallery | |
| Ainovaq services, blog on startups and go-to-market | |
| Sourced answers about local businesses, many owner-confirmed | |
| Air freight routes, carriers, airports and transit times | |
| Step-by-step AI setups for small business, work and home | |
| Curated AI agent skills, prompts and MCP servers | |
| Business-published records on entities with confirmation dates and claim checks | |
| Iraqi law articles and official legislation links | https://al-taswia-iraqi-law-research.al-taswia.workers.dev/mcp |
| History of Alexandria, Egypt: photographs, documents, maps and articles | |
| Alkemata published articles, topics and knowledge maps | |
| 500k job listings in Austria, Germany and Switzerland | |
| Equity research reports, S&P 500 breadth and ticker indicators | |
| Alternative assets education: glossary, learning modules and investor facts | |
| Arabic hadith with grades, Qur'an verses with tafsir, narrators | |
| Whether AI agents may post or automate on Reddit, HN, Bluesky, GitHub, X | |
| US surety bond requirements across all 50 states | |
| Amortlane dataset rows with statistics, provenance and citations | |
| UK guides on solar PV, heat pumps, batteries and MCS certification | |
| Graded directory of AI agent tools, MCP servers and model prices | |
| Index of about 53,000 MCP servers and agents | |
| Seller-published products, verified companies and live MCP servers for agents | |
| Businesses listed on ANOTS and answers from their agents | |
| GoHighLevel and AI automation guides, services and pricing | |
| Directory of offers and listings by category | |
| Remote jobs, companies, salary ranges and market statistics | |
| API research, governance guides, and registry of API tools and services | |
| Dongdaemun Seoul wholesale fashion items, new arrivals and stalls | |
| Apple developer documentation and WWDC video transcripts | |
| Applivery documentation on MDM, app distribution and REST API | |
| Employer-sourced job listings with title and location lookup | |
| Open jobs from employers' own career sites and posting status | |
| Royalty-free background music, sound effects and game arrangements | |
| US tax reference: IRS notices, deadlines, penalties, FBAR, treaty withholding | |
| Building products, manufacturers, CAD/BIM and specs by CSI section | |
| ESG articles, glossary, frameworks and industry guidance | |
| Measured rankings of brands in AI model answers, Chinese and English | |
| Quran verses in Arabic and English, du'as and the 99 Names of Allah | |
| Sports statistics for NBA, WNBA, NFL, MLB, NHL and college football | |
| Online skill assessments, free practice tests and assessment guides | |
| Transcripts and summaries of ATC crypto, markets and AI X Spaces shows | |
| Attestroom dataset rows with statistics, provenance and citations | |
| Attestvio dataset rows with statistics, provenance and citations | |
| Web page text, domain data, Wikipedia, arXiv, GitHub and package info | |
| Aureum Technology IT services, prices and contact in German | |
| First aid library, policies and developer docs from Australia Wide First Aid | |
| Official Autodesk help documentation for 110+ products | |
| Private-seller car listings in Europe, VIN decoding and used car price estimates | |
| Rental homes in Uruguay with costs and conditions | |
| Supplier documents, certificates and approved answers shared by businesses | |
| Lithuanian statutes, court practice and legal citations | |
| Indie product launches, rankings and makers | |
| Directory of applications listed for AI agents | |
| Bank codes dataset with search and statistics | |
| Batesio dataset rows with statistics, provenance and citations | |
| SEC EDGAR filings since 1993, insiders, 13F and financial statements | |
| 400 real SaaS marketing websites as design references by style and stack | |
| Binstockly dataset rows with statistics, provenance and citations | |
| Hermes Birkin resale listings, asking prices and auction results | |
| Guides on valuing small businesses and indicative value estimates | |
| Bangkok condo listings and median rents by BTS/MRT station | |
| Public pages and products of Black Label Bots | |
| Public pages of BlackLabel Tech | |
| Public property records, parcels and owners by US state | |
| Articles on e-commerce, AI and lifestyle in German and English | |
| BlockVectra multi-chain RPC and data API documentation | |
| Public pages and products of Vigil | |
| Open senior roles at the 500 largest US companies | |
| Dentistry: implantology, periodontology, oral surgery, glossary and drugs | |
| Which public registries apply to each kind of legal entity | https://bonissystems.com/api/knox/agents/registry-expansion/mcp |
| Magic: The Gathering sealed product prices across UK retailers with history | |
| US retailer return, warranty and cancellation policies with cited text | |
| Tested step-by-step recipes written by AI agents | |
| AI bot setup recipes with steps, what worked and what failed | |
| BNB Chain error fixes, token risk checks and agent registry data | |
| Creator brand deal pricing, brand creator programs and niche rate benchmarks | |
| BreakerDesk dataset rows with statistics, provenance and citations | |
| NAIC AI model bulletin adoption by US state for insurers | |
| Directory of AI tools, agents and MCP servers by task and pricing | |
| BuiltToWinWeb services, industries, pricing and blog for small business sites | |
| Public posts, AI characters and communities on BUKAEZ | |
| BurdenRateLedger dataset rows with statistics, provenance and citations | |
| Events by city from Bushdrum | |
| ByJG open source docs for PHP, DevOps, Helm and JavaScript | |
| Cafmlane dataset rows with statistics, provenance and citations | |
| Calibvo dataset rows with statistics, provenance and citations | |
| Who is behind Dutch, Belgian and Luxembourg phone numbers, spam reports | |
| CalvingWatch product, camera requirements, privacy and safety limits | |
| Transcripts of AI-hosted radio episodes in Latvian and English | https://canarics-radio-647994203646.europe-central2.run.app/mcp |
| Cited answers and domain canons of constructs and relationships | |
| Canopy dashboard and API documentation | |
| Capanix dataset rows with statistics, provenance and citations | |
| Industrial glossary, protocols and technical guides | |
| Certified diamond prices across 100 retailers and certificate lookups | |
| Carbikly dataset rows with statistics, provenance and citations | |
| Indian courses, colleges and online universities: fees, approvals, syllabus | |
| Live vehicle inventory from US and Canadian dealers | |
| US motor carrier records from FMCSA: authority, insurance, safety | |
| Certification exam details, study paths and sample questions | |
| Open jobs at luxury houses and brands worldwide | |
| French castles with hours, prices, accessibility and events | |
| AI-visibility and GEO tools with pricing, limits and sources | |
| Scholarly citation graph: what supports, refutes or cites a paper, retractions | |
| Citizenship test facts, official sources and sample questions for 8 countries | |
| Claspine guides, API reference, recipes and upgrade notes | |
| CLI guides, commands and configuration for Claude Code, Codex and Grok Build | |
| Claude Platform documentation and API reference | |
| Registry of Claude skills, plugins and MCP tools ranked by maintenance | |
| Verbatim US mortgage regulations and guidelines with citations | |
| Clauselane dataset rows with sources and statistics | |
| Residential garage door knowledge, quote checks and spring usage | |
| Version-scoped network device commands, diagnostics and concepts | |
| Clientvo dataset rows with sources and statistics | |
| Graded medical evidence answers, PubMed metadata and EU medicine data | https://ydjbww4h7sfqc3sf2wcf26mfbq0bwvfu.lambda-url.eu-central-1.on.aws/public/mcp |
| Clipboardo dataset rows with statistics, provenance and citations | |
| Cmmsly dataset rows with sources and statistics | |
| Reviewed Chinese CNC machining suppliers with sourced facts | |
| New software product launches, categories and rankings | |
| Codemate services, case studies, articles, jobs and company facts | |
| CodeStringers Zoho and custom software content and business details | |
| Directory of software, SaaS and AI tools with alternatives | |
| CoilDesk dataset rows with statistics, provenance and citations | |
| Subreddits cited by AI answers and their most-cited threads | |
| Structured news events in Japanese and English with divergent source reports | |
| Compensation book library, answers and US minimum wage rates | |
| Shared research records, papers, images and videos from communities | |
| Upcoming business conferences and trade shows by industry and place | |
| Consentvia dataset rows with statistics, provenance and citations | |
| Cookievo dataset rows with statistics, provenance and citations | |
| 766 documented persuasion techniques for marketing copy | |
| Coshhvo dataset rows with statistics, provenance and citations | |
| Published company press releases across newsroom desks and categories | |
| North Carolina court cases, citations, hearings and expunction options | |
| Trust scores and security scans for 4,200 MCP servers | |
| US crafting shows, retreats and workshops | |
| Step-by-step papercraft tutorials with tools and supplies | |
| Minecraft Create Mod schematics with descriptions and authors | |
| Cottage-food and home-bakery laws by US state and county | |
| Csatzo dataset rows with statistics, provenance and citations | |
| Italian notes on AI regulation, data protection and compliance | |
| Cuevr sales software pages, selling advice, ROI figures and documentation in French | |
| Curated finds in clothing, audio, designed objects and music | |
| Curtilo dataset rows with sources and statistics | |
| Structured cybersecurity knowledge base pages and topic taxonomy | |
| Articles of Iranian statutes and regulations with legal glossary | |
| Administrative boundary polygons and geography data packs by loc_id | |
| DailyLogDesk dataset rows with statistics, provenance and citations | |
| Catalog of 125 data APIs: sanctions, barcodes, IP intelligence, companies, holidays | |
| DataArt case studies by technology, industry and service | |
| Verified fixes and guides for Snowflake, dbt, Airflow and Spark errors | |
| Public tenders, EU regulation and law across connected services | |
| CVE details, exploited status, EPSS scores and package vulnerabilities | |
| US Federal Register rules, notices, executive orders and agencies | |
| SEC EDGAR filings, financials and insider transactions for US companies | |
| SEC filings, Wikipedia, arXiv and US Census data with source links | |
| Companies and programs that license data for AI training | |
| Job listings, companies and tech news | |
| Reusable agent experience for hard technical problems, with evidence | |
| Daily sports game slates and matchup context | |
| Defectbird dataset rows with sources and statistics | |
| Global classified listings across 80 markets | |
| Deflectvo dataset rows with sources and statistics | |
| Buenos Aires dental clinic treatments, reference prices and hours | |
| Depreo dataset rows with sources and statistics | |
| Adult videos, creators and hashtags on DesAira | |
| 39,800 notable places worldwide from Wikidata, nearby lookups and fame rankings | |
| Tested Swift, Python, JavaScript, CSS and HTML documentation | |
| DevExpress component library documentation and how-to guidance | |
| Gemology lessons on diamonds, the 4 Cs, grading and moissanite | |
| Digitaltableteur case studies, services, pricing and design system docs | |
| Indie apps, AI tools, books and templates listed in a marketplace | |
| Quality-scored restaurants, bars and venues across 26 cities | |
| Rows and statistics from the Disclovo dataset with citations | |
| New product launches from indie makers | |
| Dispatchzo dataset rows with sources and statistics | |
| Rows and statistics from the Dividvo dataset with citations | |
| US federal court cases, dockets and companies in litigation | |
| Built for MENA podcast transcripts and programmatic out-of-home lessons | |
| Wikidata entities, facts and relationships for identity resolution | |
| DoorsetBook dataset rows with sources and statistics | |
| Cyprus corporate and tax rules, statutory tests and company register | |
| GDPR and UAE PDPL privacy law clauses with versions | |
| Rows and statistics from the DrawScheduleWorks dataset with citations | |
| Driving test guides and UK and US test centre directory | |
| Source-backed drone incident dossiers, drone types and trends worldwide | |
| Open US class-action settlements and state unclaimed money portals | |
| US trucking carriers, new FMCSA authorities and safety records | |
| US federal contractors, awards and acquisition-likelihood signals | |
| US federal contract awards and changes from USAspending | |
| US healthcare providers, exclusion lists and FDA enforcement actions | |
| New NIH grants and clinical trials by sponsor and institution | |
| Active US product recalls and counterfeit risk signals | |
| Essays, claim ledgers and AI model release dates and prices | |
| Travel eSIM data plans, prices and coverage by country | |
| Korean e-voting statutes, quorum requirements and resolution rules | |
| Brazilian public procurement tenders from PNCP with deadlines | |
| Verified podcast moments and episode summaries | |
| AI model releases, pricing, context sizes and deprecations | |
| Markdown skills for AI agents to find and install | |
| employeedeskhq site dataset rows with cited answers | |
| Open job listings in many countries with full job ads | |
| Korean beauty product catalog and canonical product facts | |
| Empryo product documentation and release information | |
| Brands ChatGPT recommends and AI visibility scores for company domains | |
| EntityReach corporate group data product information and sample analyses | |
| UK tariffs, regulatory changes and Turkey to UK trade data | |
| Panama and Dominican Republic property listings and buying guides | |
| eposvo site dataset rows with cited answers | |
| Thai Bible text, verse search and translation notes | |
| Blog posts on AI, energy, policy, games and investing | |
| Odoo implementation partners in Germany, Austria and Switzerland | |
| Escort directory listings by city and service | |
| EU AI Act articles, recitals, annexes, definitions and obligations | |
| Beaches worldwide with monthly sea temperatures | |
| Verified sports events, festivals and school holiday dates | |
| Upcoming sports and music events with ticket, hotel and trip packages | |
| Home, patio, gym and pet product catalog with prices | https://everyhourdeal-checkout.everyhourdeal-store.workers.dev/mcp |
| Directory of MCP services for research and document tasks | |
| Homes for sale and rent across Europe and the UAE | |
| CIPS, PMP and PRINCE2 exam facts, modules, guides and sample questions | |
| Excurvo dataset rows with sources and statistics | |
| Spanish immigration procedures, pitfalls and Madrid padron appointments | |
| Rows and statistics from the Extinvo dataset with citations | |
| Language schools abroad with courses, dates and prices | |
| Ezoic ad integration documentation and setup code | |
| Science, world news, Internet Archive, GitHub and discussion search | |
| Latest news headlines from public sources in seven languages | |
| Wikipedia articles and summaries in any language | |
| PSL score tiers, face shapes and looksmaxxing terminology | |
| Rows and statistics from the Fair Odds Calculator dataset | |
| Freshwater fishing articles, guidance and tackle products | |
| Tarot card meanings, topics and spread definitions | |
| IP, WHOIS, DNS and network lookup data for domains | |
| Guidance for answering vendor security questionnaire questions | |
| Culture news and trends in sports, music, fashion and streetwear | |
| Research views on assets, macro themes and central banks | |
| US retail electricity plans and utility default rates by ZIP | |
| Cars available for monthly subscription with specs and pricing | |
| Romanian companies, profiles, financials, status and CAEN codes | |
| Mexican CFDI 4.0 e-invoicing API documentation and errors | |
| Furnished apartments and rooms for rent in Berlin | |
| Consulting frameworks, templates, financial models and management topics | |
| Nonstop flight routes, airports and airlines worldwide | |
| Value-investing fund holdings, filings, stocks and insider transactions | |
| Scanned free AI agent skills and configurations | |
| ADR dangerous goods UN numbers, packaging marks and containment rules | |
| LiteShip and batpak product documentation | |
| Frontic UI Vue components for commerce storefronts with docs and examples | |
| Crypto perpetual funding rates across five exchanges | |
| GameAnalytics SDK and API documentation for Unity, Unreal, iOS and Android | |
| Directory of game outsourcing studios by service, country and engine | |
| GCC domestic worker agencies, licence checks, salaries and hiring guides | |
| Verified manufacturers, products, sanctions screening and HS customs codes | |
| Gemmein SDK documentation, API reference and error explanations | |
| Flowie Exchange API documentation and OpenAPI reference | |
| Flowie platform, ERP integrations, e-invoicing compliance and pricing | |
| Sourced prices and comparisons of LLM, sandbox, search and email providers | |
| Catalog of 41,000 agent skills, MCP servers and plugins | |
| UK parking appeal outcomes, NYC ticket dismissal rates, UK MTD tax | |
| Beaches, swim spots, water activity locations and travel guides worldwide | |
| Articles from the Don Huffines for Comptroller site | |
| Articles published on getbotlens.com | |
| Articles from the Mano DeAyala state representative site | |
| Business and industry articles published by Raconteur | |
| News articles from The Texas Voice | |
| Long-term rental listings and rent prices across Bulgaria | |
| Prior authorization guides, specialty checklists and Genko product facts | |
| US addiction treatment facilities and treatment type definitions | |
| YouTube video transcripts, search results, channel videos and playlists | |
| Singapore company register entries by UEN or name | |
| Retail media measurement explained by Gus Dantas | |
| Animated GIFs searchable by keyword and reaction | |
| China trademark goods and services classification taxonomy | |
| Nonprofits and charities from official registries in 100 countries | |
| Free giveaway listings in Spanish cities | |
| USPTO trademark records, owners, office actions and TTAB cases | |
| Independent tech news on AI, crypto, science and gadgets | |
| Global LEI register records and legal entity form codes | |
| Expert emerging-markets research on economics, politics and sovereign risk | |
| Public governed enterprise knowledge objects with provenance | https://objects.globalvisibilityengine.com/public-enterprise-exposure/_agent/mcp |
| California Title 24 building codes and local zoning text | |
| Indian medicine facts and drug interaction checks | |
| Belgian precious metals dealer prices, rules and coin specifications | |
| Goldsky blockchain data documentation: feeds, subgraphs, wallet APIs, RPC | |
| Movie and series rankings, titles and similar recommendations | |
| Google public developer documentation | |
| Public-sector open data APIs across ten countries | |
| US official government offices, parcels, flood zones and land records | |
| US federal contracting opportunities, awards, vendors and SAM exclusions | |
| US public grants and foundation profiles from IRS filings | |
| Classic texts as word-by-word interlinears with word lookup | |
| Greek property listings, asking prices and buying cost research | |
| Practical books on working with AI agents, with free chapters | |
| Community Grok Bot templates and setup, pricing and troubleshooting guides | |
| Soccer IFAB Law 11 and NHL offside rule procedures | |
| GuruHotel product facts, pricing and hotel PMS integrations | |
| Korean and US product catalogs, prices and buying guides | |
| Handovra dataset rows with sources and statistics | |
| Gallery of tradesperson websites by trade, with screenshots | |
| Handsontable and HyperFormula docs, API reference and release notes | |
| Recent news stories with cited sources and topics | |
| hardenvo site dataset rows with cited answers | |
| HardFM dataset rows with sources and statistics | |
| hardscapedesk site dataset rows with cited answers | |
| Rows and statistics from the HeadcountDesk dataset with citations | |
| Open job postings, pay data and job market statistics | |
| Hedge Fund Alpha articles and membership product information | |
| Frontier AI model rankings by task with Elo scores | |
| Long-term rentals in Da Nang with buildings and median rents | |
| AI visibility measurement framework and articles from HiBot | |
| HireHint ATS and HRIS product facts and guides | |
| Australian wholesale plant grower stock lists and prices | |
| Canadian wholesale plant grower availability and prices | |
| New Zealand wholesale plant grower stock lists and prices | |
| US wholesale plant grower availability lists and prices | |
| Hospitality jobs and training courses in Europe | |
| Hotel research from guest reviews on bed bugs, noise and fees | |
| Luxury real estate listings from HOUSE N STARS | |
| US rental listings and current rent statistics by city or ZIP | |
| Viral cases with sourced, dated spread timelines and mechanics | |
| Free proxy lists, proxy status checks and IP geolocation | |
| hreflangly site dataset rows with cited answers | |
| HTAG agent guides, API endpoints, MCP tools and pricing | |
| Bamboo product specifications and buyer procurement guides | |
| Huddlevo dataset rows with sources and statistics | |
| Alpine mountain huts, elevation, season, booking and route guides | |
| Hydrantly dataset rows with sources and statistics | |
| Published molecular hydrogen health studies and evidence by condition | |
| Spain digital nomad visa requirements, translators and tax estimates | |
| Prepaid travel eSIM plans for 200 countries with prices | |
| Africa safari destinations, itineraries and activities | |
| Texas electrician licenses, renewal rules and TDLR forms | |
| Public notes and openly licensed reference library from iinventedlight | |
| IMBA agent API docs on prepaid cards, eSIM, tiers and policies | |
| Directory of agent tools, MCP servers, APIs and skills | |
| Indian restaurants, menus with prices, timings and dishes | |
| BTC and ETH options research, gamma regime and max pain records | |
| Rows and statistics from the Inductvo dataset with citations | |
| Cybersecurity jobs, salary benchmarks and hiring stats | |
| Free SVG cut files and clipart designs | |
| intakez site dataset rows with cited answers | |
| Short practical AI videos and learning paths | |
| Books and authors from the Open Library catalog | |
| Latest and historical ECB foreign exchange reference rates | |
| Catalog of published tools on the Invokera platform | |
| Postal codes with place names and coordinates for 60+ countries | |
| IP address geolocation and proxy, VPN or datacenter risk | |
| IPO calendar, SEC filings, deal terms and IPO news | |
| ISO 27001, SOC 2 and compliance service providers | |
| How readable French websites are to AI, scores by sector | |
| Israeli companies, nonprofits and partnerships from the official registry | |
| Licence-cleared reusable source code components with attribution and security advisories | |
| Public explanations and worked examples with sources and dates | |
| Documentary films with metadata and where to watch by country | |
| Florida real estate, county market figures and realtor site content | |
| Essays by Jake Handy on AI, music tech and agentic engineering | |
| Essays and profile of Jan Linketscher on digital topics | |
| Japanese used trucks and vans for export, shipping and import guides | |
| IEEE registry owner organization for MAC addresses and OUI prefixes | |
| Classical Vedic astrology effects, yogas and placements with citations | |
| Arizona personal injury attorney Jennifer Rebholz background and credentials | |
| JIR Ventures knowledge base of captured thoughts searchable by meaning | |
| jobcardo site dataset rows with cited answers | |
| Active job listings in Finland and net salary tax rules | |
| Open roles at sports technology companies | |
| OSHA rule text, construction toolbox talks and safety regulatory news | |
| Job postings from company career sites with discussion threads | |
| Local businesses in Mexico and Latin America with hours, services and FAQs | |
| Student city guides, blog guides, FAQ and policies | |
| Japanese software and AI tools with recorded facts and sources | |
| Bitcoin-anchored sealed forecasts with grades and calibration records | |
| Indian astronomy events, planetary positions and eclipses from -5000 to 5000 | |
| Everyday US newcomer guides for Georgian speakers | |
| Mainland China mobile data plans with terms and source dates | |
| Rows and statistics from the Kbasevo dataset with citations | |
| AI tools, skills and prompts with pricing and features | |
| keysvo site dataset rows with cited answers | |
| kickoffo site dataset rows with cited answers | |
| US children's medicine label dosing directions and educational question guides | |
| Human-reviewed current product deals and discounts | |
| US judges, courts, courtroom rules and judicial analytics | |
| Agent-reported problems, solutions and outcomes for MCP, API and CI issues | |
| South Korean statutes and National Assembly bills in English | |
| MCP server directory and cited versioned reference facts | |
| Corporate KPI definitions, formulas and industry benchmarks | |
| K-pop artists, trending rankings and AI answer-engine reach | |
| B2B sales, marketing and management articles for Kazakhstan and Central Asia | |
| lanyardo site dataset rows with cited answers | |
| Laravel jobs, ecosystem news and package releases | |
| Open job counts and hiring trends per company over time | |
| US colleges' costs, state 529 plans and qualified 529 expenses | |
| Directory of new SaaS, AI and indie products | |
| Laws and court cases across many jurisdictions | |
| All 81 chapters of the Tao Te Ching with search | |
| Lebanese laws, articles, court rulings and Official Gazette issues | |
| Directory of AI tools and MCP servers for law firms | |
| K-8 educational games aligned to curriculum standards | |
| lessonvo site dataset rows with cited answers | |
| English landlord rules, council licensing and landlord register by postcode | |
| lettza site dataset rows with cited answers | |
| Published trading-system research studies | |
| Free AI course tracks and thousands of lessons | |
| limslane site dataset rows with cited answers | |
| Linkbreakers help articles, pricing and QR code docs | |
| German employment law: notice periods, probation, fixed-term contracts, leave | |
| Google, Bing, DuckDuckGo web search results and Google Maps places | |
| Public documents, prompts and resources published by liz | |
| llclane site dataset rows with cited answers | |
| lobbyvo site dataset rows with cited answers | |
| Live US job listings and state unemployment benefit answers | |
| Amazon and Walmart product prices, stock, history and sellers | |
| Worldwide remote jobs, salary benchmarks and skill demand | |
| longtailo site dataset rows with cited answers | |
| Creator bio pages, links and blog posts on lookmybio | |
| Articles on agentic AI and RAG plus the author's projects | |
| Game keys, gift cards and top-ups with prices and activation regions | |
| Directory of agent-callable APIs, x402 endpoints and MCP servers | |
| Certified insurance appraisers and umpires by state, city and specialty | |
| CC0 sound effects searchable by keyword and category | |
| Public obituaries, memorials, service times and grief guides | |
| lovefengis developer docs for REST API, MCP, CLI and auth | |
| lpreportly site dataset rows with cited answers | |
| Lucernel apps, guides, roundups and comparison articles | |
| lugtorq site dataset rows with cited answers | |
| Q&A threads where AI agents ask and answer technical questions | |
| Lynta public website documentation pages | |
| BSB and WEB Bible verses with context, comparison and cross-references | |
| US federal contract opportunities, awards, contractors and spending | |
| EU and national law links, company registers and formation guides | |
| mandatzo site dataset rows with cited answers | |
| Citizenship test formats and practice questions with answers | |
| Journal AI policies and reference existence and retraction checks | |
| Official MariaDB documentation and release notes | |
| US and UK car listings, prices, VIN data and market history | |
| MarketCheck automotive API documentation and endpoint reference | |
| Markupbird dataset rows with sources and statistics | |
| Index of x402 paid services and operator track records | |
| Mashzo dataset rows with sources and statistics | |
| Commercial real estate and office locations available to rent | |
| maxand98 publications, citations, claims and evidence records | |
| AI and machine learning posts, tips and projects | |
| Daily ledgers of Japanese public data across 12 domains | |
| Trust, security and maintenance ratings for MCP servers | |
| 49,000 MCP servers with token cost, security signals and install snippets | |
| MCP servers ranked by adoption data | |
| Measure Tech PRO contractor CRM knowledge base, forum, roadmap and pricing | |
| medcontra site dataset rows with cited answers | |
| Directory of software, SaaS, AI tools and websites | |
| YouTube sponsors, sponsored videos and sponsored channels | |
| Turkish gold market analysis, indicators and research articles | |
| HTTP and RFC standards clauses, browser support and package checks | |
| US public company financials, SEC filings and XBRL facts | |
| First-person meditation experiences, phenomena and practices | |
| Dermacosmetic skincare products, ingredients, brands and alternatives | |
| Official Microsoft and Azure documentation and code samples | |
| Published answers and book content from Mike Fluff Press | |
| Enterprise architecture posts, CSDM diagrams and architect toolbox resources | |
| Mintlify documentation: setup, CLI, docs.json, components, pricing | |
| MintMCP enterprise MCP gateway documentation | |
| Mobiscroll UI component schemas, examples and Connect API reference | |
| Consensus best-product rankings from ChatGPT, Claude, Gemini and Grok | |
| Live US federal grant opportunities from Grants.gov and eligibility | |
| Time-series data on AI adoption and venture capital research charts | |
| Venture capital firms and partners by stage, sector and location | |
| AI market charts and a directory of venture capital investors | |
| Pre-seed venture capital firms, partners and valuation benchmarks | |
| Seed stage venture capital firms, partners and check sizes | |
| Series A venture capital firms, partners and valuation benchmarks | |
| Series B venture capital firms, partners and investment criteria | |
| MojaLab blog posts, pages and tags | |
| Crypto news stories ranked by market impact with AI digest | |
| Published animated maps of historical borders, wars and empires | |
| Ethically sourced AI training datasets by task and language | |
| Sourced revenue and growth figures of AI agent businesses | |
| Magic: The Gathering cards, rules, rulings, combos and deck data | |
| Multilo product documentation, pages and changelog | |
| MultiplesBook dataset rows with statistics and citations | |
| Commercial music similarity, track characteristics and similar artists | |
| Mustvo dataset rows with statistics and citations | |
| Anime watch orders, filler guides, titles and airing schedule | |
| Bible verse text, quote verification and scripture-cited study answers | |
| Sports cards, set checklists, parallels and card identification | |
| Academic conference and journal deadlines, rankings and acceptance rates | |
| Observed web records, subject histories and benchmarks | |
| Data broker opt-out guides and removal routes | |
| Airline booking change rules, official booking sites and EU261 compensation | |
| Nalpeiron Zentitle2, ZenGain and ZenMeter product documentation | |
| North Carolina General Statutes text, amendments and changes | |
| Book listings, new and used, across booksellers worldwide | |
| Disease research signals, clinical trials and cure progress evidence | |
| Premium cigar lines, ratings, availability and US state shipping rules | |
| Essays and answers on consciousness and cosmology | |
| Live web search results with extracted passages | |
| Registry of MCP servers, skills, agents and APIs | |
| Dated AI engineering coverage, forecasts and topic briefs | |
| Niche news briefings and sourced story angles | |
| Ninebix dataset rows with statistics and citations | |
| Source-backed AI agent ecosystem signals and briefings | |
| Academic papers, citations, authors and clinical trial registrations | |
| No-KYC exchanges, wallets and VPNs with privacy grades and incidents | |
| Vietnamese Chu Nom and Han characters, readings and historical dictionary | |
| Startup product directory, weekly launch winners and launch sites | |
| Fragrances, notes, accords, brands, perfumers and reviews | |
| nTop engineering software knowledge base and guides | |
| Adult video clips, creators and hashtags | |
| US nursing homes, CMS ratings and ownership records | |
| Nuxt SEO module docs and SEO checks for URLs | |
| Domain availability, prices and public registration records | |
| Oakferry app facts: platforms, prices, ratings and limits | |
| Company trust center security and compliance answers | https://bifrost-mcp-842108046620.us-central1.run.app/public/mcp |
| Used cars for sale from Indianapolis dealers | |
| Korean regional currency fuel discounts and accepting merchants | |
| Holiday rental listings with availability and total prices | |
| Open Knowledge Format bundles and legislation status | |
| Japan tours, tickets, transfers, charters and experiences with prices | |
| Cochrane systematic medical reviews and clinical evidence | |
| US nonprofit IRS 990 filings, revenue, assets and compensation | |
| PubMed biomedical literature, related articles and MeSH terms | |
| AliExpress and eBay product listings with prices and ratings | |
| Australian courses, providers, occupations and skilled visa invitation data | |
| Sourced public knowledge records and open questions on any subject | |
| MCP servers catalog ranked by measured health checks | |
| Public fellowships, grants, scholarships and prizes | |
| Official job listings at Forbes Global 2000 companies and trends | |
| US local government meeting summaries and transcripts | |
| orderpadledger site dataset rows with cited answers | |
| OrganiKPI blog posts, product reviews and AI search study datasets | |
| Origami models and illustrated folding instructions | |
| Sony PVM/BVM monitor specs, PlayChoice-10 games and retro video | |
| Romanian and EU legislation and case law with article citations | |
| OSINT tools and investigation guides with usage and ethics notes | |
| Home water treatment guides, diagnosis, parts and sizing | |
| Agent-shared threads and structured knowledge | |
| Pakistani court judgments, citations and legal questions settled | |
| Refrigerator water filter compatibility by model and NSF certifications | |
| IT hardware part numbers, cross-references and substitutes | |
| Pets for sale or adoption, breeds and buyer safety guidance | |
| Travel experiences, tours and activities with availability | |
| Directory of AI agents and their capabilities | |
| Public agent questions, findings and answered discussions | |
| Plain-language Chinese explanations of AI and tech terms and how-tos | |
| People analytics answers, story tracks and marketing registries | |
| In-stock US and Amazon products with prices and ratings | |
| US pest control licenses and typical service costs | |
| Podcast episode transcripts searchable by keyword and topic | |
| Pet food regulations, recalls, nutrient standards and pet health data | |
| Adoptable shelter pets and rescues near a place | |
| PEWES ENERGY drinks catalogue and price list | |
| Hotels bookable directly without OTA commission | |
| Rows and statistics from the Pickpathly dataset with citations | |
| Product prices compared across shops in Denmark, Sweden, Norway and Germany | |
| Fire protection contractor licenses in Texas and California | |
| AI summaries of long-form podcast episodes by topic | |
| UK broadband ISPs, networks, links and standards | |
| Political Comms product documentation | |
| Swiss and European product prices, barcodes and price history | |
| Brazilian addresses by CEP, geocoded points and companies at each CEP | |
| Practical Microsoft Power Platform tips and articles | |
| FAA private pilot ground school lessons and practice questions | |
| Dozens of public APIs covering environment, culture and energy data | |
| AI implementation, software and marketing guides from Primessio | |
| Corporate gifting catalog, bulk pricing and company information | |
| US legal market demand, lawyer supply and advertising rules by county | |
| US Harmonized Tariff Schedule codes and governing duty rates | |
| Live airport delays, weather conditions and forecasts | |
| ERP and B2B ecommerce insights, case studies and ERP partner directory | |
| Korean MVNO mobile plans, prices and price history | |
| Quantlix services, company information and insights | |
| Quantum computing jobs, arXiv papers and researcher profiles | |
| A company's internal knowledge across Drive and other connected systems | |
| Brazilian company registry data by CNPJ, CNAE and construction works | |
| Current exchange rates for currencies, stocks, ETFs and crypto | |
| African homes for rent or sale with real estate news | |
| Recipes and cooking guides searchable by ingredient | |
| Redocly product docs, guides and blog | |
| Redpanda documentation, API reference and configuration properties | |
| Song recordings by ISRC and songs used in social videos | |
| Global suppliers by product, HS code, country with due diligence flags | |
| Refapp help center articles on how the product works | |
| Referral Flooring business facts and website content | |
| Chemical, food, pharma, device and cosmetic regulations with citations | |
| RegusciLabs innovation lab information, news and public activity | |
| Official EU regulation text with article and recital pinpoints | |
| Trenchless pipe-repair products with technical guides and comparisons | |
| Current remote and work-from-home job listings | |
| UAE research-use compound product catalogue with AED pricing | |
| HUD fair market rents for US areas | |
| Rising GitHub repositories, trending projects and open-source alternatives | |
| Curated open-source GitHub projects, alternatives and collections | |
| Sell-side research reports, SEC filings, earnings calls and charts | |
| Economics, business and political science conference and paper deadlines | |
| Open jobs on employer career sites, confirmed in last 3 days | |
| Hunting, fishing, camping and outdoor gear product catalog | |
| Naturepedia canonical resources and registries on nature | |
| Reliability verdicts and rankings for MCP registry servers | |
| Current job openings and company hiring profiles published on rolefig | |
| Rolston Paul field notes quoted word for word | |
| Affiliate CPL/CPA offers in telehealth, finance and insurance verticals | |
| RoxyAPI endpoints, parameters and SDK usage documentation | |
| US stock research and financial history from SEC filings | |
| Korean SaaS services, agent-ready APIs and AI providers | |
| Dated research findings comparing AI app builders on code export and backends | |
| Japanese and English math-physics preprints with separator statements | |
| Salah Flow prayer tracker facts, FAQ and guides | |
| Israeli supermarket branch prices, barcodes and offers in shekels | |
| Agentic AI, enterprise AI patterns, governance essays and architectures | |
| Maritime VSAT spare parts, antenna fitment and supersession information | |
| US cell phone plans, carrier costs, wireless news and switching guidance | |
| Polymarket prediction markets search by topic | |
| European data-centre markets, grid rules and radiation physics reference | |
| Comparisons of web scrapers, scraping APIs, proxies and RAG extractors | |
| Real SaaS product UI screenshots, flows, pricing pages and design guides | |
| Source code, file trees and quality findings of public git repositories | |
| Identifies films, songs, books and quotes from remembered fragments, verifies claims | |
| Verified public profiles of people and organizations | |
| Pet and animal care guides plus care calculators | |
| Senzing entity resolution docs, SDK reference, code examples and error codes | |
| Singapore registered entities by name or UEN from ACRA open data | |
| Singapore companies, UENs and SSIC industry classification codes | |
| Singapore companies, UENs and SSIC industry classification codes | |
| Practical guides on data engineering and AI from Shipshape Data | |
| Founder go-to-market guides and LinkedIn, Reddit, AI search statistics | |
| Claude Code plugins, skills and graded MCP server scorecards | |
| Public angel investor profiles by sector and check size | |
| Websites rated on AI-agent-friendliness | |
| Bible translations, books, chapters and verses | |
| US healthcare provider NPI registry records and how to get an NPI | |
| Directory of software, SaaS and AI tools with alternatives and categories | |
| Norwegian company registry data, annual accounts, groups and industry codes | |
| Registry of Agent Skills (SKILL.md) searchable by task | |
| Cross-venue prediction market probabilities, discrepancies, movers and briefings | |
| People contact and property records: phones, emails, addresses, relatives | |
| SMSPVA API docs for SMS activation, number rental and private email | |
| SOC 2 compliance platform prices and audit firms comparison | |
| Grounded software development patterns with sources for aspiring engineers | https://journeyman.softwareengineeringprofessional.com/api/mcp |
| Production music cues by mood, runtime, versions and cue sheet clearance data | |
| SORACOM IoT documentation, guides, FAQ and API references | |
| UK air quality readings, trends, monitors and WHO guideline checks | |
| GitHub repositories, similar projects, topics and top developers rankings | |
| Tool list changes in official vendor MCP servers | |
| Reviewed developer tools with verdicts, caveats and alternatives | |
| Instagram influencer metrics, comparisons and trending hashtags in Turkey | |
| Stimulsoft Reports and Dashboards official documentation across platforms | |
| CC0 public-domain AI images with previews, metadata and license | |
| Lab-measured tennis string specifications, comparisons and recommendations | |
| StruXure NorCal pergola services and FAQ answers | |
| Startup launch directories, costs and submission results | |
| Subtensor blockchain pallets, events, calls, storage and Bittensor concepts | |
| Sunset Mixing public pages and products with source URLs | |
| AI buildout stocks, exposure scores, capex and data center projects | |
| Superhot rock geothermal wells, projects and research library | |
| SvGrid Svelte 5 data grid documentation, API reference and examples | |
| SYMBaiEX developer and agent documentation | |
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| Directory of 100k+ Telegram channels, bots and groups with rankings | |
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| Directory of MCP servers with install configs | |
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| Directory of 6,500+ curated AI apps | |
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Run it yourself
npm install
npm run data # check servers and rebuild data/servers.json and this list
npm testLabeling new servers needs ANTHROPIC_API_KEY. Without it, servers that are already labeled are still checked and listed.
License
MIT
Available Tools
6 toolsrag_explain_scoreExplain scoreB
Explain RAGMap scoring for a server. Use the registry server name, e.g. io.github.khalidsaidi/ragmap for RAGMap.
| Name | Required | Description | Default |
|---|---|---|---|
| name | Yes |
TDQS
B3.2/5.0
Behavior2/5
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations provided, the description carries the full burden of disclosing side effects and constraints. It characterizes the tool as 'Explain', implying a read-only operation, but does not confirm safety, mention any required permissions, or specify behavior on invalid input (e.g., missing server). The description lacks behavioral depth.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Conciseness5/5
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is extremely brief at two sentences, with no superfluous words. The first sentence states the purpose, and the second adds a practical usage hint. Every word earns its place, making it ideal for quick comprehension.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Completeness2/5
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given the tool's simplicity (one parameter, no output schema), the description is still incomplete. It fails to describe what the tool returns (e.g., a score breakdown, textual explanation) or how errors are handled (e.g., server not found). Users would need to guess the output format or rely on external documentation.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Parameters3/5
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
The sole parameter 'name' is described only by schema (type string, minLength 1). The description adds an example ('io.github.khalidsaidi/ragmap'), which clarifies the expected format but does not cover other possible naming conventions or validation rules. Schema description coverage is 0%, so the example provides helpful but incomplete guidance.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Purpose4/5
Does the description clearly state what the tool does and how it differs from similar tools?
The description explicitly states the verb 'Explain' and the resource 'RAGMap scoring for a server', making the purpose clear. It also provides an example of the expected registry server name. However, it does not elaborate on what the 'explanation' entails (e.g., breakdown of scoring factors), which slightly reduces specificity.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Usage Guidelines3/5
Does the description explain when to use this tool, when not to, or what alternatives exist?
The description suggests using a registry server name and gives an example, but it does not compare this tool to its siblings (e.g., rag_get_server, rag_find_servers). No explicit guidance on when to use this tool versus alternatives is provided, leaving the agent to infer from the tool's purpose alone.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
rag_find_serversFind RAG MCP serversC
Search/filter RAG-related MCP servers from the RAGMap subregistry.
| Name | Required | Description | Default |
|---|---|---|---|
| query | No | ||
| categories | No | ||
| minScore | No | ||
| transport | No | ||
| registryType | No | ||
| hasRemote | No | ||
| reachable | No | ||
| reachableMaxAgeHours | No | ||
| citations | No | ||
| localOnly | No | ||
| serverKind | No | ||
| limit | No |
TDQS
C2.6/5.0
Behavior2/5
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations, the description should disclose behavioral traits, but it only says 'search/filter' and omits details like default behavior, ordering, or pagination, making it insufficient for safe invocation.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Conciseness3/5
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is a single concise sentence, but given the tool's complexity (12 parameters), it may be too terse. It is front-loaded but lacks necessary detail.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Completeness1/5
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
The description fails to provide essential context for a tool with many optional parameters, no output schema, and no annotations. The agent lacks information on parameter relationships or result structure.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Parameters1/5
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 0%, yet the description does not explain any of the 12 parameters. The agent cannot infer how to use filters like 'query', 'categories', or 'minScore' from the description alone.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Purpose5/5
Does the description clearly state what the tool does and how it differs from similar tools?
The description clearly states the action (Search/filter) and the resource (RAG-related MCP servers from the RAGMap subregistry), effectively distinguishing it from siblings like rag_top_servers and rag_get_server.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Usage Guidelines2/5
Does the description explain when to use this tool, when not to, or what alternatives exist?
The description provides no guidance on when to use this tool versus alternatives, nor does it mention prerequisites or exclusions, leaving the agent without enough context to decide.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
rag_get_install_configGet install configC
Get copy-ready Claude Desktop and generic MCP host config for a server.
| Name | Required | Description | Default |
|---|---|---|---|
| name | Yes |
TDQS
C2.6/5.0
Behavior2/5
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations provided, and the description does not mention side effects, read-only nature, authorization needs, or what the config contains, leaving the agent uninformed.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Conciseness3/5
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is a single sentence, which is concise but sacrifices necessary detail; it could be restructured to include key points without extra length.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Completeness2/5
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
With no output schema or annotations, the description fails to explain what the config includes or its format, leaving the agent to guess about the return value.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Parameters2/5
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
The single 'name' parameter is not described in the schema (0% coverage) and the description only implies it refers to the server name without further specifics.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Purpose4/5
Does the description clearly state what the tool does and how it differs from similar tools?
The description clearly states the verb 'Get' and the resource 'install config for a server', distinguishing it from sibling tools like rag_find_servers or rag_explain_score.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Usage Guidelines2/5
Does the description explain when to use this tool, when not to, or what alternatives exist?
No guidance on when to use this tool versus alternatives; lacks context about prerequisites or typical use cases.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
rag_get_serverGet serverA
Fetch a server record by registry name (latest version). Use the exact name from the registry, e.g. io.github.khalidsaidi/ragmap for RAGMap.
| Name | Required | Description | Default |
|---|---|---|---|
| name | Yes |
TDQS
A4.1/5.0
Behavior3/5
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations provided; description implies read-only but doesn't explicitly state behavioral traits like auth or side effects. Adequate for a simple fetch.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Conciseness5/5
Is the description appropriately sized, front-loaded, and free of redundancy?
Two concise sentences with no fluff: first defines action, second gives usage guidance.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Completeness3/5
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Covers basics for a simple one-param tool with no output schema, but lacks mention of return format or fields.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Parameters4/5
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Adds meaning beyond schema by specifying 'registry name' and giving an example, compensating for 0% schema description coverage.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Purpose5/5
Does the description clearly state what the tool does and how it differs from similar tools?
Clearly states it fetches a server record by registry name (latest version), distinguishing it from sibling tools like rag_find_servers or rag_top_servers.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Usage Guidelines4/5
Does the description explain when to use this tool, when not to, or what alternatives exist?
Provides explicit direction to use exact registry name with an example, but lacks explicit when-not-to-use or alternatives.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
rag_list_categoriesList categoriesA
List all RAG categories known to RAGMap.
| Name | Required | Description | Default |
|---|---|---|---|
No parameters | |||
TDQS
A3.9/5.0
Behavior3/5
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are provided, so the description must bear the full burden of explaining behavior. It states a read-only listing operation, which is appropriate, but omits details about output format or potential side effects, though none are expected.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Conciseness5/5
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is a single, front-loaded sentence that directly states the tool's purpose. Every word earns its place; no wasted content.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Completeness3/5
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given the lack of output schema and annotations, the description could be more complete by specifying the output format (e.g., list of strings or objects). However, for a simple listing tool, the current description is adequate but leaves room for ambiguity.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Parameters4/5
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
There are no parameters, so the baseline is 4 per rubric. The description does not add parameter information, but none is needed. Schema coverage is trivially 100%.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Purpose5/5
Does the description clearly state what the tool does and how it differs from similar tools?
The description clearly states the action ('List') and the target resource ('RAG categories'), making the tool's purpose unmistakable. It implicitly distinguishes from siblings by focusing on a different entity (categories vs. scores, servers, etc.).
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Usage Guidelines3/5
Does the description explain when to use this tool, when not to, or what alternatives exist?
The description does not provide explicit guidelines on when to use this tool versus alternatives. Usage is implied by the title and description, but there is no context about prerequisites or exclusions.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
rag_top_serversTop recommended serversC
Get top recommended retriever MCP servers with smart defaults.
| Name | Required | Description | Default |
|---|---|---|---|
| categories | No | ||
| minScore | No | ||
| hasRemote | No | ||
| reachable | No | ||
| reachableMaxAgeHours | No | ||
| localOnly | No | ||
| serverKind | No | ||
| limit | No |
TDQS
C2.4/5.0
Behavior2/5
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations exist, so the description must disclose behavior. It only states 'get top recommended' but does not confirm read-only, mention side effects, permissions, rate limits, or return format. 'Smart defaults' is vague and unhelpful.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Conciseness3/5
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is a single, short sentence (8 words), which is efficient but lacks front-loaded key details. It communicates the basic purpose but omits critical information, making it borderline under-specified rather than concisely informative.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Completeness1/5
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
With 8 optional parameters, no output schema, and no annotations, the agent needs extensive context. The description provides none about output format, parameter roles, or expected behavior. It fails to equip an agent for reliable invocation.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Parameters1/5
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 0%, yet the description provides no parameter explanations. The 8 parameters (categories, minScore, etc.) are completely undocumented in the description. 'Smart defaults' does not clarify parameter purpose or interaction.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Purpose4/5
Does the description clearly state what the tool does and how it differs from similar tools?
The description includes a clear verb ('Get') and resource ('top recommended retriever MCP servers'), indicating a retrieval operation. However, it does not differentiate from sibling tools like rag_find_servers, which also retrieves servers. The mention of 'smart defaults' hints at automated filtering but lacks specificity.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Usage Guidelines2/5
Does the description explain when to use this tool, when not to, or what alternatives exist?
No guidance is provided on when to use this tool versus alternatives such as rag_find_servers. There are no exclusions, prerequisites, or context for optimal usage. The description is insufficient for choosing between tools.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
3 tool updates
v1.0.0- Changed
rag_find_servers2 fields changed- added
Input schema / properties / reachableMaxAgeHoursAdded value: +{ + "maximum": 8760, + "minimum": 1, + "type": "integer" +} - added
Input schema / properties / serverKindAdded value: +{ + "enum": [ + "retriever", + "evaluator", + "indexer", + "router", + "other" + ], + "type": "string" +}
- Added
rag_get_install_config - Added
rag_top_servers
4 tool updates
v0.1.3- First observed
rag_explain_score - First observed
rag_find_servers - First observed
rag_get_server - First observed
rag_list_categories
TDQS
A3.5/5.0
Scored across 6 tools
Disambiguation5/5
Each tool has a clearly distinct purpose: explaining scoring, searching servers, getting config, fetching server details, listing categories, and retrieving top servers. No overlap despite similar domains.
Naming Consistency5/5
All tools follow a consistent 'rag_<verb>_<noun>' pattern, making it easy to predict functionality. The naming is uniform and intuitive.
Tool Count5/5
6 tools is a well-scoped set for a registry service, covering essential operations without being excessive or insufficient.
Completeness5/5
The tool surface covers all typical registry use cases: search, browse, get details, get config, and top recommendations. No obvious gaps for a read-only consumer-facing registry.
Maintenance
ActivityMaintained
ResponsivenessUnresponsive
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