{"id":"45645678a-scholar-mcp","name":"scholar-mcp","homepage":null,"repo_url":"https://github.com/45645678a/scholar-mcp","category":"ai-ml","subcategories":[],"tags":["mcp","research","scholar","developer-tools","ai-agents"],"what_it_does":"MCP (Model Context Protocol) server package intended to provide “scholar”/academic research capabilities to an MCP-capable agent. Provides a programmatic interface for research-oriented tools (exact endpoints/tools not provided in the prompt content).","use_cases":["Academic literature lookup and research workflows via MCP agents","Summarization and extraction of information from scholarly sources (as exposed by the MCP tools)","Building agentic research pipelines that need a standardized tool interface"],"not_for":["Production systems needing a documented, stable REST/SDK interface","Environments requiring strict data residency or compliance guarantees (not evidenced here)","Use as a general-purpose knowledge base without the specific scholarly tool capabilities"],"best_when":null,"avoid_when":null,"alternatives":["Direct use of scholarly APIs (e.g., Crossref, Semantic Scholar APIs) where available","Custom scraping/ingestion pipelines paired with a vector database","Other MCP server packages focused on web search or academic sources"],"af_score":42.8,"security_score":41.0,"reliability_score":25.0,"package_type":"mcp_server","discovery_source":["github"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-30T13:49:09.638385+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 details provided in the prompt content; MCP tools commonly run locally or behind a host process, but this cannot be confirmed from the provided data."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":null},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":42.8,"security_score":41.0,"reliability_score":25.0,"mcp_server_quality":45.0,"documentation_accuracy":40.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":60.0,"rate_limit_clarity":20.0,"tls_enforcement":60.0,"auth_strength":30.0,"scope_granularity":20.0,"dependency_hygiene":50.0,"secret_handling":50.0,"security_notes":"No concrete security implementation details (TLS enforcement for outbound/inbound, auth scheme, scope model, or secret-handling guidance) were provided in the prompt content, so scores are conservative. If the server fetches external resources, ensure SSRF protections, safe URL handling, and least-privilege access to any required API keys.","uptime_documented":0.0,"version_stability":40.0,"breaking_changes_history":30.0,"error_recovery":30.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["Because tool list/behavior is not provided here, agents may need to handle unknown input/output schemas and possible network failures themselves.","If the MCP server performs outbound calls to third-party scholar sources, agents should expect rate limits and intermittent availability (no evidence provided here about retry/backoff semantics)."]}}