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Shopping & Commerce

Pollen

Enrich and publish your store catalog to make products visible and shoppable to AI agents.

Pollen helps e-commerce merchants (Shopify, WooCommerce, BigCommerce) audit, enrich, and publish product catalogs for AI agent discovery. It adds missing product details, improves SEO metadata, and syncs enriched data to Google Merchant Center and Meta Business catalogs.

Try asking Muse: "Show me which products are missing information for AI agents and help me fix them automatically."

Working now?
Working
Worked last 7 days
100% of checks
How to get it
Extra setup
Account
No account needed
Price
Not stated

Source: Found in the official MCP Registry (in.elytron/pollen) · First listed September 25, 2026

Last 24 hours

Each bar is one check, every 15 minutes. Green means it answered. Last checked 1 h ago.

Is it safe to connect?

What Muse can see: It does not ask you to sign in, so it cannot see your accounts. It only sees what Muse sends it from your request.

Before it acts: Read what Muse plans to do before you approve it, and remove the app from Muse when you stop using it.

musedirectory.ai is not part of Meta. More about how Muse handles your information

How to add it to Muse

Not in Muse's Connectors list yet, but Muse can still use it. Copy the request below and paste it into Muse. Muse asks before it shares anything with the app's site. Meta does not review apps used this way, so only use ones you trust. We tested this in the Muse app on September 24, 2026: Muse used an app's link directly this way and returned a live answer.

Open Muse
https://pollen.elytron.in/mcp

Not in Muse's Connectors list yet. Muse can still use it: its page gives you a request to paste into Muse.

Technical details: safety screening, tools, response time and recent checks

Response time at the last check: 893ms. Worked in 100% of checks over 30 days.

Screening · September 25, 2026

Screened, no issues found

MCP handshake
Pass
Answered in 608ms
Domain against threat feeds (Cloudflare security DNS)
Pass
pollen.elytron.in not flagged
Published packages against the OSV malicious-package database
n/a
No npm or PyPI package published
Hidden instructions or invisible characters in tool text
Pass
24 tools read, nothing found
Inputs asking for passwords, card numbers or seed phrases
Pass
None found
Domain and redirects
Pass
Domain registered 253 days ago
AI review of purpose and tool behavior
Pass
No concerns

Screening looks for known threats and hidden instructions at the time of the check, and runs again weekly and whenever the tool list changes. It cannot see the server's code, so only connect what you need and review what Muse asks to do. How screening works.

Tools · 24

get_account_summaryGet a high-level summary of the merchant's Pollen account: plan, agent-ready %, product counts, last sync/enrichment/writeback timestamps. Use this first if the user asks 'where do I stand?' or 'what's my status?'
get_deep_auditThe Deep Audit report: the AI answer-visibility test (frozen shopper questions asked to Claude and Gemini - cited or not, with evidence), the catalog fix plan, and the worst-scoring products with their missing attributes. Access requires the $9 one-time purchase or any paid plan;
list_productsList products in the merchant's catalog with optional filters. Useful for 'show me products that haven't been enriched yet' or 'find products with the lowest scores'. Returns up to 50 per call.
get_productFetch full enriched detail for one product by ID. Includes the structured facts, agent description, missing attributes, cultural references, and score breakdown.
get_pipeline_statusRead live pipeline status for the merchant's shop: sync, enrichment (with progress), and writeback. Use when the user asks 'is anything running?' or 'how far along is enrichment?'
get_network_insightsFetch Hive cross-merchant signal for the merchant's catalog: category benchmarks (avg images, top angles, etc.) alongside the merchant's own catalog stats for comparison. Use when the user asks 'how do I compare to similar stores?'
sync_catalogTrigger a full product sync from the merchant's platform (Shopify, WC, BC) into Pollen. Use before enrichment if products are missing or out of date.
enrich_productRun Pollen's multimodal enrichment on a single product. Returns immediately with a job reference; check `get_pipeline_status` for progress.
enrich_all_productsRun enrichment across the merchant's full catalog (PENDING + FAILED products). Returns a job reference; check `get_pipeline_status` for progress. This is the primary 'do the work' action.
write_back_to_storePush enriched data back to the merchant's platform as metafields/meta_data. Run after enrichment completes. Use when the user says 'publish' or 'push to my store'.
get_fix_opportunitiesAnalyze the catalog's agent-readiness gaps and what can be done about each: points lost per score dimension, counts fixable automatically by Pollen (empty SEO meta, missing image alt text, thin tags), the 'needs you' checklist of physical facts only the merchant knows (SKU, barco
apply_fixesRun one of Pollen's automated catalog-wide fixes on the merchant's store: 'seo' (fill empty SEO titles + meta descriptions), 'tags' (add tags from enrichment facts to products with fewer than 3), 'altText' (fill empty image alt texts), or 'brand' (fill missing brand from enrichme
apply_descriptionReplace ONE product's shopper-visible store description with Pollen's SANITIZED enriched version - the storefrontDescriptionCandidate shown by get_product, NOT the raw agentDescription (hedged sentences and enrichment meta-commentary are stripped before anything touches the store
update_product_factsWrite merchant-supplied physical facts to the store - the 'only you know this' gaps Pollen can't fill from enrichment: SKU, barcode (GTIN/UPC/EAN), weight, and brand. Use when the merchant provides values ('all tees weigh 180 grams', 'barcodes from my supplier sheet'). sku/barcod
get_setup_instructionsGet the merchant-side setup steps Pollen cannot do via API - platform plugin/extension activation, SEO plugin note, surface connections still pending. Each section says exactly what to do and why. Use when onboarding or when the user asks 'what's left to set up?'.
set_llm_providerSet the LLM provider used for enrichment. Affects only future runs.
connect_googleStart (or restart) connecting the merchant's Google Merchant Center to Pollen. Returns an authUrl that the HUMAN must open in a browser to grant Google consent - an agent cannot click it. After they approve, call get_google_connect_status to see where the flow landed (it may paus
get_google_connect_statusWhere the Google connection stands. status: none|selecting_account (call pick_google_account with one of the returned candidates)|tos_required (call accept_google_terms)|verifying|awaiting_approval|connector_pending (Pollen is finishing setup server-side - just re-check later)|ac
pick_google_accountResume a Google connect paused on the account picker (status selecting_account). Pass the accountId of one of the candidates returned by get_google_connect_status. On success Pollen finishes the handshake and publishes the catalog automatically.
accept_google_termsResume a greenfield Google connect paused on Terms-of-Service acceptance (status tos_required). Only call this after the merchant has confirmed they accept the Google Merchant Center ToS (termsUrl from get_google_connect_status). Creates their Merchant Center account and finishes
connect_metaStart (or restart) connecting the merchant's Meta (Facebook/Instagram) Business catalog to Pollen. Returns an authUrl that the HUMAN must open in a browser to approve via Facebook Login - an agent cannot click it. Afterwards call get_meta_connect_status; the flow may pause on a b
get_meta_connect_statusWhere the Meta connection stands. status: none|selecting_business (call pick_meta_business with a candidate)|selecting_catalog (call pick_meta_catalog with a candidate id or "__create__" for a fresh Pollen-managed catalog)|not_admin (the Facebook account isn't a Business admin -
pick_meta_businessResume a Meta connect paused on the business picker (status selecting_business). Pass the businessId of a candidate from get_meta_connect_status. May advance to the catalog picker (selecting_catalog) or go straight active.
pick_meta_catalogResume a Meta connect paused on the catalog picker (status selecting_catalog). Pass a candidate catalog id, or "__create__" to create a dedicated "Pollen - {shop}" catalog. NEVER pick an existing catalog without the merchant's explicit confirmation - Pollen will manage (add/remov

Recent checks

2026-09-28 08:16:02live · HTTP 200893ms
2026-09-28 06:00:46live · HTTP 20080ms
2026-09-28 03:31:08live · HTTP 200755ms
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2026-09-27 20:31:12live · HTTP 200782ms
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2026-09-27 11:31:34live · HTTP 2001152ms
2026-09-27 09:15:49live · HTTP 2002573ms
2026-09-27 06:46:32live · HTTP 2001988ms

Link

https://pollen.elytron.in/mcp

Questions about Pollen in Muse

How do I connect Pollen to Muse?

Not in Muse's Connectors list yet, but Muse can still use it. Paste this into Muse: "Use Pollen to help me. It is a free service with an MCP server at https://pollen.elytron.in/mcp. It does not need an API key. Ask me before you share anything with it." Muse asks before it shares anything with the app's site. Meta does not review apps used this way, so only use ones you trust. We tested this in the Muse app on September 24, 2026: Muse used an app's link directly this way and returned a live answer.

Is Pollen working right now?

At the last check (September 28, 2026, 08:16 UTC) the endpoint was working, answering in 893ms. Over the last 7 days it answered 100% of health checks. It is checked every 15 minutes.

Is Pollen safe to connect to Muse?

It was screened on September 25, 2026 with the result "screened, no issues found". Screening checks the domain against threat feeds and reads the tools for hidden instructions and requests for passwords or card numbers. It cannot see the server's code, so grant only the access you need.

What can Pollen do in Muse?

It exposes 24 tools, including get_account_summary, get_deep_audit, list_products, get_product. For example, you could ask Muse: "Show me which products are missing information for AI agents and help me fix them automatically."

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