{"id":"javaprogrammerlb-unsplash-mcp-server","name":"unsplash-mcp-server","homepage":null,"repo_url":"https://github.com/JavaProgrammerLB/unsplash-mcp-server","category":"ai-ml","subcategories":[],"tags":["mcp","unsplash","media-search","java","spring-stdio","stdio-transport","ai-agents"],"what_it_does":"Provides an MCP (Model Context Protocol) server (Java/Spring-stdio) that can search images on Unsplash, using an Unsplash access key supplied via environment variable.","use_cases":["AI agents that need to fetch/search Unsplash images","Content ideation workflows that require image search","Prototyping MCP tool integrations for media lookup"],"not_for":["Production systems needing strong operational guarantees without additional verification","Environments that require detailed SLAs, documented retries, or comprehensive error semantics"],"best_when":"You want a lightweight MCP tool to search Unsplash images from an agent runtime using stdio.","avoid_when":"You need well-specified API contracts (schemas, pagination, error codes) or enterprise-grade security/compliance documentation from the MCP layer.","alternatives":["Use Unsplash API directly (REST) with your own agent integration","Third-party MCP servers for Unsplash (if available)","Build a small custom MCP wrapper around Unsplash API endpoints"],"af_score":36.8,"security_score":57.2,"reliability_score":25.0,"package_type":"mcp_server","discovery_source":["github"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T19:34:32.546880+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":["Unsplash API access key via environment variable (UNSPLASH_ACCESS_KEY)"],"oauth":false,"scopes":false,"notes":"The README indicates a single Unsplash access key provided as an env var. No further auth flow or scope granularity is described."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"No pricing info is provided for the MCP server itself; Unsplash API usage costs/limits would apply but are not documented here."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":36.8,"security_score":57.2,"reliability_score":25.0,"mcp_server_quality":55.0,"documentation_accuracy":45.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":80.0,"rate_limit_clarity":0.0,"tls_enforcement":90.0,"auth_strength":55.0,"scope_granularity":20.0,"dependency_hygiene":50.0,"secret_handling":70.0,"security_notes":"TLS enforcement is likely handled by stdio (local transport) and Unsplash API calls would use HTTPS, but the repo content provided does not confirm transport/security settings. Auth is via an API key env var, which is better than hardcoding, but the README does not mention key handling, logging redaction, or scope minimization. Dependency hygiene and vulnerability status cannot be verified from the provided metadata/README.","uptime_documented":0.0,"version_stability":40.0,"breaking_changes_history":40.0,"error_recovery":20.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["README provides setup for stdio-based MCP but does not document the MCP tool names, input/output schemas, or pagination behavior.","Rate limits for Unsplash (and how the MCP server handles them) are not described.","No examples of queries and responses are included beyond a vague 'search two house picture' instruction, which may lead to trial-and-error integration."]}}