Pollen — Managed Agent-Readiness Layer

Measured conclusion: Deep-tested. L2 outcome: tools_ok.

Manage your Pollen account: sync, enrich, fix, and publish your store's catalog for AI agents.

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Copy this into your MCP client config:

{
  "mcpServers": {
    "Pollen — Managed Agent-Readiness Layer": {
      "url": "https://pollen.elytron.in/mcp",
      "transport": "streamable-http"
    }
  }
}

Measured tools (23)

• get_account_summary read-only

  Get 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?'

  Hints: read-only yes · destructive no · idempotent not declared · open-world no

• get_deep_audit read-only

  The 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; without access this returns what the report contains and how to unlock it.

  Hints: read-only yes · destructive no · idempotent not declared · open-world no

• list_products read-only

  List 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.

  Parameters:

  • limit — integer
  • search — string — Match against title/vendor/type
  • sortBy — string
  • enrichmentStatus — string — Filter by enrichment status

  Hints: read-only yes · destructive no · idempotent not declared · open-world no

• get_product read-only

  Fetch full enriched detail for one product by ID. Includes the structured facts, agent description, missing attributes, cultural references, and score breakdown.

  Parameters:

  • productId (required) — string — Pollen internal product ID

  Hints: read-only yes · destructive no · idempotent not declared · open-world no

• get_pipeline_status read-only

  Read 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?'

  Hints: read-only yes · destructive no · idempotent not declared · open-world no

• get_network_insights read-only

  Fetch 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?'

  Parameters:

  • category — string — Optional category to benchmark against (apparel, beauty, home_decor, food_beverage, furniture, jewelry, footwear, fitness, electronics, diy_hardware). If omitted, returns insights across the most common category in the catalog.

  Hints: read-only yes · destructive no · idempotent not declared · open-world no

• sync_catalog

  Trigger 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.

  Hints: read-only no · destructive no · idempotent not declared · open-world no

• enrich_product

  Run Pollen's multimodal enrichment on a single product. Returns immediately with a job reference; check `get_pipeline_status` for progress.

  Parameters:

  • productId (required) — string — Pollen internal product ID

  Hints: read-only no · destructive no · idempotent not declared · open-world no

• enrich_all_products

  Run 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.

  Hints: read-only no · destructive no · idempotent not declared · open-world no

• write_back_to_store

  Push 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'.

  Hints: read-only no · destructive no · idempotent not declared · open-world no

• get_fix_opportunities read-only

  Analyze 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, barcode, weight, brand, photos) with product names, and per-product description candidates awaiting merchant approval. Start here when the user asks 'what's wrong?' or 'how do I improve my score?'.

  Hints: read-only yes · destructive no · idempotent not declared · open-world no

• apply_fixes

  Run 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 enrichment or the store's own name - Shopify vendor / WC Brands). Fill-only-empty: values the merchant already set are NEVER touched. Queued on the worker - poll get_fix_opportunities fixStatuses for progress.

  Parameters:

  • fixType (required) — string

  Hints: read-only no · destructive no · idempotent not declared · open-world no

• apply_description destructive

  Replace 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). This overwrites human-facing content, so you MUST show the merchant that exact candidate first and get their explicit approval before calling. Only applies when the store's current description is thin (<200 chars).

  Parameters:

  • productId (required) — string — Pollen internal product ID

  Hints: read-only no · destructive yes · idempotent not declared · open-world no

• update_product_facts destructive

  Write 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/barcode/weight are per-variant: products with multiple variants need variantId (list them via get_product). Up to 25 updates per call; each returns applied + previous values and the product's new score.

  Parameters:

  • updates (required) — array

  Hints: read-only no · destructive yes · idempotent not declared · open-world no

• get_setup_instructions read-only

  Get 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?'.

  Hints: read-only yes · destructive no · idempotent not declared · open-world no

• connect_google

  Start (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 pause on an account picker or Terms-of-Service acceptance; resume with pick_google_account / accept_google_terms). Once active, Pollen publishes the enriched catalog automatically.

  Hints: read-only no · destructive no · idempotent not declared · open-world no

• get_google_connect_status read-only

  Where 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)|active|claim_conflict|not_admin|error. When active, includes the live funnel stage (publishing/in_review/live) and approval counts.

  Hints: read-only yes · destructive no · idempotent not declared · open-world no

• pick_google_account

  Resume 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.

  Parameters:

  • accountId (required) — string — Merchant Center account ID from the candidates list

  Hints: read-only no · destructive no · idempotent not declared · open-world no

• accept_google_terms

  Resume 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 the handshake.

  Hints: read-only no · destructive no · idempotent not declared · open-world no

• connect_meta

  Start (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 business or catalog picker (resume with pick_meta_business / pick_meta_catalog). Once active, Pollen publishes the enriched catalog automatically.

  Hints: read-only no · destructive no · idempotent not declared · open-world no

• get_meta_connect_status read-only

  Where 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 - reconnect with the right account)|active|error. When active, includes the live funnel stage and approval counts.

  Hints: read-only yes · destructive no · idempotent not declared · open-world no

• pick_meta_business

  Resume 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.

  Parameters:

  • businessId (required) — string — Business portfolio ID from the candidates list

  Hints: read-only no · destructive no · idempotent not declared · open-world no

• pick_meta_catalog

  Resume 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/remove) products in it.

  Parameters:

  • catalogId (required) — string — Catalog ID from the candidates list, or "__create__"

  Hints: read-only no · destructive no · idempotent not declared · open-world no

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