{"schemaVersion":"2026-04-01","name":"Pollen Management","title":"Pollen - Managed Agent-Readiness Layer","iconUrl":"https://pollen.elytron.in/icon-512.png?v=2","description":"Manage your Pollen account from any MCP client. Connect your Shopify/WooCommerce/BigCommerce store, run multimodal catalog enrichment, check agent-ready % across surfaces, fetch Hive cross-merchant insights, and publish enriched data back to your platform. All operations are scoped to the merchant whose API key authenticates the request.","publisher":{"name":"Elytron Labs","url":"https://elytron.in","agentProfile":"https://elytron.in/.well-known/ucp-agent"},"capabilities":{"tools":{"listChanged":false},"resources":false,"prompts":false,"logging":false},"transport":{"type":"http","url":"https://pollen.elytron.in/mcp","auth":{"type":"bearer","description":"API key issued from app settings inside the Pollen Shopify app. Format: pln_<48 url-safe chars>. Send as `Authorization: Bearer pln_...`."}},"tools":[{"name":"get_account_summary","description":"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?'"},{"name":"get_deep_audit","description":"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."},{"name":"list_products","description":"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."},{"name":"get_product","description":"Fetch full enriched detail for one product by ID. Includes the structured facts, agent description, missing attributes, cultural references, and score breakdown."},{"name":"get_pipeline_status","description":"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?'"},{"name":"get_network_insights","description":"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?'"},{"name":"sync_catalog","description":"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."},{"name":"enrich_product","description":"Run Pollen's multimodal enrichment on a single product. Returns immediately with a job reference; check `get_pipeline_status` for progress."},{"name":"enrich_all_products","description":"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."},{"name":"write_back_to_store","description":"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'."},{"name":"get_fix_opportunities","description":"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?'."},{"name":"apply_fixes","description":"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."},{"name":"apply_description","description":"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)."},{"name":"update_product_facts","description":"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."},{"name":"get_setup_instructions","description":"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?'."},{"name":"set_llm_provider","description":"Set the LLM provider used for enrichment. Affects only future runs."}],"contact":{"email":"hello@elytron.in"}}