EcomGraph
https://api.ecomgraph.com/mcp ↗
Description
**Independent Shopify app discovery for AI agents.** Search, compare, and pull metadata for 8,000+ ecommerce apps from the EcomGraph catalog. ## Tools - `search_apps` — full-text search with optional category filter - `get_app` — full app record (pricing, ratings, reviews, FAQ) - `list_categories` — 3-level taxonomy - `list_best_in_category` — top-ranked apps in a category - `compare_apps` — side-by-side comparison (2–5 apps) - `list_developer_apps` — all apps published by a developer Every response includes a `source_url` linking back to ecomgraph.com. No auth required. Free to use. Learn more at https://ecomgraph.com/mcp.
What our measurements say
EcomGraph is a remote MCP server published at api.ecomgraph.com. It has been probed 7 times since 9/10/2026. It answered in 7 of them (100.0%), a near-uninterrupted record. Median response time is 248 ms, placing it among the faster endpoints. It offers a narrow, focused set of 6 tools. On the protocol side it still runs 2025-11-25 and has not moved to the newer spec.
Agent readability score
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
Agent readability score
Strengths
- Tool names are descriptive and align with their functions (e.g., 'search_apps' for searching).
- Descriptions explain primary use cases (e.g., 'get_app' retrieves app details by slug).
- Distinct tools avoid overlap (e.g., 'list_best_in_category' vs. 'search_apps').
Weaknesses
- Descriptions lack explicit parameter definitions (e.g., 'slug' type or required fields).
- No mention of error handling (e.g., invalid slugs in 'get_app').
- Some tool names could be more precise (e.g., 'list_best_in_category' doesn't clarify ranking criteria).
search_apps— No explicit parameter schema for 'keyword' or 'category' input types.get_app— Missing details on required 'slug' format and error handling for invalid slugs.compare_apps— Range (2-5 apps) is noted, but input validation constraints are unspecified.
Verdict
Event narrative
Risk: medium
- 2026-09-10T21:16:35.016Z — era changed from 'auth-gated' to 'legacy' · system stabilized in legacy mode with no compliance/smoke data
- 2026-09-11T03:50:39.090Z — complianceScore rose from null to 100, smokeOk became true · full compliance achieved and smoke tests passed in legacy era
Advice
Schema compliance
tools/list structure, inputSchema validity, and a functional smoke test — the components of the 0-100 score.
- tools/list schema valid
- inputSchema is valid JSON Schema
- Smoke test passed · last run:
- Cold-start: cold 55ms → warm 61ms (penalty 0ms)
Availability history
Event log
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
- Server build: — → 1.0.0
- Supported versions: — → 2025-11-25
- Era changed: Auth-gated → Legacy
- Added to watch — era: Auth-gated
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