{"id":"supply-chain-mcp-server","name":"supply-chain-mcp-server","homepage":"https://pypi.org/project/supply-chain-mcp-server/","repo_url":"https://github.com/AiAgentKarl/supply-chain-mcp-server","category":"data","subcategories":[],"tags":["mcp","python","ai-agent","supply-chain","trade","comtrade","world-bank","data-api","devtools"],"what_it_does":"Provides an MCP server that exposes tools for querying global supply chain and trade data, sourced from UN Comtrade and World Bank trade statistics (and an additional “Open Supply Hub” supplier database). Tools include trade flow queries, top trade partner rankings, country trade statistics, and supply-chain risk analysis, plus supplier search by country/sector.","use_cases":["Procurement/supporting sourcing workflows that need trade context","Supply-chain dependency and risk analysis for critical products","Market intelligence on import/export partner rankings","Country-level trade statistics research","Supplier transparency research via a supplier database"],"not_for":["Performing real-time operational decisions without validating data freshness","Auditing/forensic compliance workflows without documented provenance and controls","Use as the authoritative system of record for supplier identities or risk assessments"],"best_when":"You want an agent-accessible interface to public-ish trade datasets to power analysis and summaries.","avoid_when":"You require strong guarantees around authentication, rate-limits, audit logs, or contractual/security assurances not described in the package docs.","alternatives":["Use direct API clients for UN Comtrade and World Bank endpoints in your own application","Build a small MCP layer yourself around existing trade data APIs with explicit auth/rate-limit handling","Use other specialized data/market intelligence providers with documented SLAs and governance"],"af_score":46.8,"security_score":36.5,"reliability_score":17.5,"package_type":"mcp_server","discovery_source":["pypi"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T21:43:14.020854+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":true,"mcp_server_url":null,"has_sdk":false,"sdk_languages":[],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":[],"oauth":false,"scopes":false,"notes":"No authentication mechanism (API key/OAuth) is described in the provided README/manifest. Likely relies on direct public access to upstream APIs, but this is not confirmed."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"No pricing, hosted offering, or credit requirements are described; installation via pip suggests self-hosting with your own upstream usage constraints."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":46.8,"security_score":36.5,"reliability_score":17.5,"mcp_server_quality":55.0,"documentation_accuracy":45.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":95.0,"rate_limit_clarity":10.0,"tls_enforcement":60.0,"auth_strength":20.0,"scope_granularity":20.0,"dependency_hygiene":50.0,"secret_handling":40.0,"security_notes":"No security/auth details are documented. Since no auth is described, assume either public access or implicit/unverified behavior. Upstream data fetching may require network calls; without documentation, secret handling, logging, and TLS enforcement are uncertain. Dependency hygiene cannot be verified from provided manifest alone (only two dependencies listed).","uptime_documented":0.0,"version_stability":20.0,"breaking_changes_history":30.0,"error_recovery":20.0,"idempotency_support":"false","idempotency_notes":"Tools appear to be read-only queries, but idempotency guidance is not documented at the MCP/tool-contract level in the provided content.","pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["Potential upstream rate limiting or intermittent upstream failures (e.g., Comtrade/World Bank/Open Supply Hub) are not documented in the README.","No explicit tool parameter schemas or error code conventions are provided in the README content, so agents may need to handle generic failures."]}}