{"id":"orange-unsplash-mcp-server","name":"orange-unsplash-mcp-server","homepage":"https://pypi.org/project/orange-unsplash-mcp-server/","repo_url":null,"category":"ai-ml","subcategories":[],"tags":["mcp","unsplash","images","tooling","agent-integration","mcp-server"],"what_it_does":"orange-unsplash-mcp-server is an MCP server package intended to integrate with the Unsplash API to provide AI agents with access to Unsplash resources (e.g., searching or retrieving images) through MCP tools.","use_cases":["AI agents that need to find Unsplash images for prompts","Image search workflows (querying by keywords) within agent tool calls","Rapid prototyping of content sourcing features using Unsplash in an agentic system"],"not_for":["Production workloads that require strict compliance guarantees unless security/auth/review details are verified","Environments where external network calls to Unsplash are not allowed","Use cases that require user-specific image management or uploads (Unsplash API integration is typically content retrieval/search)"],"best_when":"You want to enable an LLM/agent to fetch Unsplash image results via a standardized MCP tool interface.","avoid_when":"You need a documented REST/SDK contract with strong guarantees of pagination, error semantics, rate limits, and auth requirements beyond what the MCP package documentation provides.","alternatives":["Official Unsplash REST API directly","Other Unsplash wrappers that provide REST/SDK access","Image providers with native SDKs (depending on needs)"],"af_score":36.8,"security_score":45.2,"reliability_score":7.5,"package_type":"mcp_server","discovery_source":["pypi"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T21:49:54.758890+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":"Auth mechanism is not provided in the supplied information. Unsplash integrations typically require an API key/token, but this cannot be confirmed without the repo README/manifest."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"Pricing for the MCP wrapper is not provided. Unsplash API pricing/quotas (if any) are not determinable from the supplied information."},"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":45.2,"reliability_score":7.5,"mcp_server_quality":45.0,"documentation_accuracy":35.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":45.0,"rate_limit_clarity":20.0,"tls_enforcement":70.0,"auth_strength":45.0,"scope_granularity":30.0,"dependency_hygiene":40.0,"secret_handling":40.0,"security_notes":"Security cannot be verified from the provided content. TLS is assumed for typical HTTP client usage but not confirmed. API-key/token handling, logging, and least-privilege scoping are unknown; review the repo for secret management and request/response logging behavior.","uptime_documented":0.0,"version_stability":0.0,"breaking_changes_history":0.0,"error_recovery":30.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["Potential lack of explicit pagination/tool contracts could cause agents to miss results or loop.","Auth/rate-limit details may not be documented, leading to tool-call failures under quota pressure.","MCP servers sometimes differ in tool naming/parameters from what agent code expects; verify tool schema before automation."]}}