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Browse agents

5764 agents, ranked by overall quality.

#3201
optuna/optuna-mcp
Orchestrate hyperparameter search and other optimization tasks with Optuna.
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#3202
Whatsonyourmind/oraclaw
Decision intelligence algorithms: bandits, Monte Carlo, constraint optimization, forecasting, anomaly detection, risk analysis and graph algorithms.
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#3203
playidea-lab/pcq
ML experiment contracts (cq.yaml plus JSON) to run, validate, compare and trace experiments in any framework, including PyTorch, Lightning and sklearn.
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#3204
phisanti/MCPR
Connect AI agents to interactive live R sessions.
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#3205
phuongrealmax/code-guardian
Code refactoring engine: code analysis, hotspot detection, complexity metrics, persistent memory and automated refactoring plans.
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#3206
pramod/kaggle
Browse Kaggle competitions, leaderboards, models, datasets and kernels.
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#3207
reading-plus-ai/mcp-server-data-exploration
Autonomous data exploration of CSV datasets with generated insights.
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#3208
ShipItAndPray/mcp-compress
Data compression with gzip, Brotli, deflate and TurboQuant quantization, with automatic algorithm selection.
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#3209
ShipItAndPray/mcp-turboquant
LLM quantization: convert models to GGUF, GPTQ and AWQ, recommend quantization settings, evaluate quality and push to Hugging Face Hub.
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#3210
TensorLink-AI/ephemeris-mcp
Probabilistic time-series forecasting: quantile forecasts from Chronos-2, TimesFM 2.5, Toto 2, TiRex-2 and IBM Granite foundation models, routed to one model, named explicitly, or ensembled. Remote server with an npm stdio bridge.
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#3211
98lukehall/renoun-mcp
Structural observability for AI conversations: detects loops, stuck states, breakthroughs and convergence without analyzing content.
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#3212
subelsky/bundler_mcp
Query local information about dependencies in a Ruby project's Gemfile.
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#3213
zcaceres/markdownify-mcp
Convert almost any file or web content into Markdown.
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#3214
laszlopere/mcp-gnu-units
Offline unit conversion and dimensional analysis backed by the GNU units database, with compound expressions and reduction to SI base units.
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#3215
tufantunc/axiom-advanced-math-mcp
Offline exact symbolic math via the Giac/Xcas computer algebra system: calculus, equation solving, linear algebra, combinatorics and claim verification.
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#3216
hanshs474/jevx-mcp
Run zero-shot Jev AI typed decisions with criteria defined in the request and get calibrated probabilities for every option.
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#3217
ganapativs/microcharts
Word-sized charts (sparklines, bars, bullets and more) rendered to self-contained SVG with generated alt text, plus chart suggestions for a given question.
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#3218
kleinicke/ply-visualizer
Inspect, compare and export point clouds, meshes and depth data with interactive 3D previews, measurements, NumPy/PyTorch inputs and COLMAP depth.
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#3219
KyuRish/mcp-dashboards
Interactive charts (bar, line, candlestick, Sankey, geo and more) and dashboards with KPI cards, drill-down, live API polling, themes and PNG/PPT export.
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#3220
marzukia/charted
Render bar, line, pie, scatter and other charts from JSON or CSV to SVG, HTML, PNG or data URL, with built-in themes.
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#3221
MS-Teja/Glyphic
Generate architecture, ERD, sequence, flowchart, Gantt and other diagrams from structured JSON as SVG or PNG, without a headless browser.
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#3222
oscarleoo/chartlink-agents
Charts, maps and sortable tables with live-updating embed links: draft, preview and publish, then update the data and every embed follows.
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#3223
pushtodisplay/cli
Send structured content to boards in the Push To Display app on iOS and Android, route updates to specific panels and render them in real time.
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#3224
Ratnaditya-J/csvglow
Generate self-contained HTML dashboards from CSV/Excel files with interactive ECharts visualizations and sortable data tables.
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#3225
nteract/semiotic
Semiotic React data visualization: suggest charts for a dataset, render validated configs to SVG, diagnose anti-patterns and fetch component schemas.
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#3226
0x1abin/matter-controller-mcp
Control and interact with Matter devices via a Matter controller.
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#3227
JannLeo/telinksdk-builder-mcp
Build Telink and other embedded SDKs (Eclipse headless, Make or generic) via natural language, with automatic build pattern detection.
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#3228
adancurusul/embedded-debugger-mcp
Embedded debugging with probe-rs: ARM Cortex-M and RISC-V targets via J-Link, ST-Link and other probes.
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#3229
adancurusul/serial-mcp-server
Serial port communication.
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#3230
ByteAsk/ByteAsk-Embedded-MCP
Page-cited retrieval of embedded/firmware reference docs (datasheets, MCU registers, Modbus/CAN, SCPI, IEEE 1547/SunSpec) as verbatim snippets.
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#3231
horw/esp-mcp
Fix build issues for ESP32-series chips with ESP-IDF.
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#3232
kukapay/modbus-mcp
Standardize and contextualize industrial Modbus data.
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#3233
kukapay/opcua-mcp
Connect to OPC UA-enabled industrial systems.
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#3234
lxman/obsbot-mcp
Control an OBSBOT Tiny 2 webcam over USB: pan, tilt and zoom, subject tracking, presets, focus, exposure and white balance, snapshots and recording.
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#3235
octoco-ltd/sheetsdata-mcp
Electronic component datasheet data: specs, pinouts, package info and absolute maximum ratings extracted on demand from manufacturer PDFs.
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#3236
powerdragonfire/platformio.mcp
Build, flash and debug PlatformIO firmware: parsed compiler errors, serial monitoring, crash backtrace decoding, Unity tests and library management.
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#3237
ProductOfAmerica/mcp-server-kicad
KiCad EDA automation: schematic capture, PCB layout, ERC, DRC and Gerber, BOM and 3D exports for KiCad 9 and 10.
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#3238
stack-chan/stack-chan
M5Stack-based robot with an MCP server for AI-controlled interactions and emotions.
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#3239
turbyho/fw-context-mcp
Build-aware code intelligence for embedded C/C++ firmware: symbol search, call graphs, hotspot analysis, dead code detection and vector search.
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#3240
yoelbassin/gnuradioMCP
Create and modify GNU Radio RF flowcharts (.grc files).
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#3241
catallo/misterclaw
Remote control for MiSTer-FPGA: launch games, search ROMs, take screenshots, manage systems and set up Tailscale VPN, with automatic core and ROM discovery.
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#3242
zackpeters93/ugs-mcp
CNC control via Universal G-code Sender (GRBL): jog, home, run G-code files, inspect toolpaths and estimate cycle times, with two-step motion confirmation.
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#3243
codeofaxel/Kiln
Run 3D printers end to end: design, slice, queue, monitor via camera and recover from failures over OctoPrint, Moonraker/Klipper, PrusaLink or USB.
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#3244
Gearotons/servomotor-mcp
Control the Gearotons M17 open-source closed-loop NEMA-17 servomotor over RS-485: port discovery, motor auto-detection and the full firmware command set.
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#3245
admin978/canvas-mcp
Local-first Canvas LMS access: courses, assignments, modules, announcements, grades, planner items, upcoming events, to-dos and bulk file download.
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#3246
alejooroncoy/campus-cli
Student access to university systems via SSO: courses, assignments, grades, feedback, announcements and materials, currently for Blackboard Learn (UPC, Peru).
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#3247
AnonymousOnyx22/brightspace-d2l-mcp
D2L Brightspace for students: due dates with submission status, grades, assignments and rubrics, announcements and discussions, using browser sign-in.
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#3248
Connectry-io/connectrylab-architect-cert-mcp
Claude Certified Architect exam prep: scenario-based questions, practice exams, concept handouts, a guided capstone build and spaced repetition.
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#3249
csmediapro/moodle-mcp-server
Query Moodle LMS data via Moodle Web Services: courses, users, assignments, categories and site info. Extensible with plugins.
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#3250
giacomomaria81/scorm-mcp-server
Package HTML, Claude Design bundles or mobile-learning exports as SCORM 2004/1.2 courses with milestone and question tracking, and validate SCORM zips.
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#3251
ictinnovations/ictexam-mcp
Read exam papers, classes, subjects, the gradebook and per-question item analysis from ICTExam, an exam authoring and auto-grading platform.
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#3252
JuhongPark/mcp-server-pronunciation
Local English voice coach with pronunciation, grammar, fluency and phoneme-level feedback, practice drills and learner-profile hints.
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#3253
RohanMuppa/brightspace-mcp-server
Check D2L Brightspace grades, due dates, assignments, announcements, syllabus, rosters, discussions and course content.
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#3254
anzy-renlab-ai/pronounce
Community pronunciation dictionary for developer and product names (kubectl, nginx, GIF) with IPA, respellings, alternate readings and cited sources.
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#3255
sf-shenfeng/learn-shell
Self-hosted teaching OS for agents: courses, lessons, FSRS flashcards, graded exercises, real-time teaching sessions and teaching memory.
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#3256
Smartoire/paxaver-mcp
Paxaver school community platform: student lunch ordering with allergy and dietary checks, wallets, school calendars, volunteering, memberships and payments.
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#3257
peopleworks/SignsofAI
Explainable AI-writing detection and originality checking in English and Spanish, plus citation checks and hidden-character detection.
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#3258
HasData/walmart-mcp
Walmart data as JSON: search results, product pages with the buy-box seller and customer reviews from Walmart US and Canada.
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#3259
HasData/amazon-mcp
Amazon data as JSON: keyword search, product details by ASIN, reviews, seller profiles and seller catalogs across marketplaces.
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#3260
A1-x-Tech/mcp-yandex-merchants
Yandex Merchants API: product feeds, offer prices, discounts and hiding or unhiding offers in Yandex Search.
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#3261
A1-x-Tech/mcp-yango-retail
Yango Tech Retail grocery platform B2B API: orders, receipts, products, prices, discounts, stock and stores.
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#3262
agentcentral-to/agent-central-mcp
Amazon Seller Central and Amazon Ads data: inventory, orders, catalog, finance, fulfillment and advertising.
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#3263
agentlux/agentlux-mcp
AgentLux agent marketplace: browse items, manage agent identity, creator workflows, service hires, social flows and Base/x402 commerce.
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#3264
anhmtk/agentshare-mcp
Solana DeFi intelligence: Meteora DLMM pool briefs and details, Solana DEX data and DefiLlama scouting, plus secondary commerce tools.
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#3265
apiguru-app/agent-kit
Live Amazon marketplace data across 20 countries: product details, reviews, keyword search, best-sellers, deals, offers/buy box/stock and seller profiles. Hosted keyless endpoint (free calls, then x402 pay-per-call in USDC) or an API key; also runs locally via `uvx apiguru-mcp`.
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#3266
koraynar/trendyol-seller-mcp
Unofficial Trendyol seller API: products, order packages, customer questions, claims, and stock and price updates, with gated writes and PII redaction.
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#3267
ilyautov/marketplaces-mcp-ru
Wildberries and Ozon Seller APIs: sales, stock, prices, finance, reviews and ads, with a read/write/destructive safety gate and multi-store switching.
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#3268
RPER2001/rigshare-mcp
Rent GPUs, robots, drones and construction equipment on RIGShare: quote, book, run remote sessions, publish listings and onboard equipment owners.
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#3269
ilyautov/moysklad-mcp-ru
MoySklad cloud ERP for Russian retail and wholesale: stock, products, orders, counterparties and reports, plus confirmation-gated document writes.
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#3270
TonyWang-hub/mcp-cn-commerce
Read-only merchant data from Tmall/Taobao, JD.com, Pinduoduo, Douyin, Kuaishou, Xiaohongshu and WeChat Store: orders, products, inventory and ad reports.
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#3271
hypawave/mcp
Non-custodial Bitcoin Lightning commerce: agents buy and sell files, data, APIs and compute on a public marketplace, plus encrypted agent-to-agent messaging.
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#3272
justadityaraj/amazon-in-mcp
Search Amazon India via scraping: cheapest-in-stock and value picks, product details (price, MRP, rating, stock, seller) and Keepa price history links.
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#3273
jasp-nerd/marktplaats-mcp
Search Marktplaats and 2dehands, the Dutch and Belgian second-hand marketplaces: filtered listings, ad details, seller reviews and new-listing monitoring.
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#3274
jlsookiki/secondhand-mcp
Search Facebook Marketplace, eBay, Depop and Poshmark for secondhand items, filtering by price, condition, size and color, with full listing details.
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#3275
mrslbt/rakuten-mcp
Rakuten API integration for Japan: product search, hotel and travel booking, and recipe lookup.
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#3276
malinoto/tracepass-mcp-server
EU Digital Product Passport automation via TracePass: create products, build and audit DPPs, set economic operators and read or capture GS1 EPCIS 2.0 events.
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#3277
melbis/melbis-shop
Work in a self-hosted Melbis Shop store as a staff user: project files with version history, database, catalog trees, product files and storefront pages.
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#3278
ncosic/logimu-shopping-mcp
Amazon (US, UK, DE, CA, AU) and Walmart shopping data: ranked product shortlists, current prices, stock, ratings and 30-day price and BSR history.
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#3279
OFODevelopment/cerebrochain-mcp-server
Supply chain and logistics tools: carrier rate shopping, inventory management, order tracking, fleet logistics and demand forecasting.
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#3280
ONE8943/ai-furniture-hub
Japan-focused furniture and home products: millimeter-precise search, curated sets, dimension-compatible replacement finder and live Rakuten data.
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#3281
pad01g/proxy-shopping-web
Buy from cash-only or unsupported shops with crypto through a proxy shopper and a 2-of-3 escrow with timelocks (BTC signet, USDC) on a Nostr + libp2p network; or earn as a proxy shopper. Quotes with rate checks, funding, delivery confirmation, disputes and refunds; money moves only with `confirm: true`.
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#3282
patchistry/patchistry-mcp-server
Patchistry velcro-patch hat shop: browse hats and patches, get complete build recommendations and shipping info, and contact the brand.
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#3283
Pangolin-spg/amazon-data-mcp
Read-only Amazon research via Pangolinfo: product details, keyword results, reviews, niche signals, Alexa shopping recommendations and AI-search data.
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#3284
samrothschild23/intelligence-api
E-commerce intelligence: analyze Shopify stores, score Amazon product opportunities and FBA profitability, and find sales leads from Google Maps.
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#3285
the402ai/mcp-server
Agent service marketplace with x402 micropayments (USDC on Base): browse and buy services, manage threads and subscriptions, sell services and track earnings.
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#3286
TheBestCo/bestprice-mcp
Read-only Greek price comparison from BestPrice: product search, offer comparison and price history.
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#3287
PCDCK/ozon-mcp
Ozon Seller and Performance APIs with auto-pagination, rate-limit handling and analytical workflows for stock-out risk, content audits and prices.
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#3288
vitrine3d/mcp
3D product viewer platform: upload GLB models, style scenes with lighting, camera and backgrounds, and embed them on websites.
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#3289
pepabo/colormeshop-mcp
Manage orders, products, inventory, customers, coupons and shop settings on Color Me Shop (GMO Pepabo), a Japanese e-commerce platform.
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#3290
nicktcode/swissgroceries-mcp
Swiss grocery search, weekly promotions and multi-store shopping plans across Migros, Coop, Aldi, Denner, Lidl and more, with unit-price comparison.
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#3291
slookisen/lokal
Find local food producers in Norway (farms, REKO rings, farmers' markets, farm shops) with Norwegian/English search, geo-filtering and A2A support.
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#3292
tokenofesteem/mcp
Commission a personalized, humorous printed booklet and have it printed and mailed as a gift within the US.
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#3293
wppoland/woocommerce-mcp
Read-only WordPress and WooCommerce access via REST APIs: search products, product details, recent orders, sales reports and blog-post search.
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#3294
ncosic/webotee-mcp
Read-only Amazon market intelligence from Webotee: brands, sellers, ASINs, under-competed niches, buy-box history and Amazon/Walmart overlap.
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#3295
ztemerbekov/a1-yandex-kit-skills
Yandex KIT e-commerce platform: manage products and variants, prices, orders, discounts, promo codes, collections, warehouses and webhooks.
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#3296
ilyautov/chestny-znak-mcp-ru
Chestny ZNAK (Russian mandatory product marking, GIS MT and SUZ) API: marking codes, emission orders, circulation documents and code checks.
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#3297
dearlordylord/voila-sdk
Personal Voila grocery automation: search products, check discounts, list delivery slots, read cart and order history and update cart quantities.
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#3298
ambeelabs/ambee-mcp
Live air quality, pollen and weather data from Ambee.
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#3299
aliafsahnoudeh/wildfire-mcp-server
Detect, monitor and analyze potential wildfires globally using NASA FIRMS, OpenWeatherMap and Google Earth Engine data.
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#3300
atmospore/atmospore-mcp
Seven-day, per-species pollen forecasts for any location via the Atmospore API.
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