{"id":"nickzren-biomed-agent","name":"biomed-agent","homepage":null,"repo_url":"https://github.com/nickzren/biomed-agent","category":"ai-ml","subcategories":[],"tags":["ai-agent","biomedical-research","bioinformatics","drug-discovery","mcp","streamlit","cli","citing-sources","pydantic"],"what_it_does":"A general-purpose biomedical knowledge assistant that connects to multiple local MCP biomedical data sources (OpenTargets, Monarch, MyGene, MyChem, MyDisease), routes questions to the appropriate tools, and synthesizes answers with metadata such as confidence, citations, and limitations. Provides both a CLI and a Streamlit UI.","use_cases":["Biomedical literature/knowledge Q&A across multiple data sources","Entity lookups and cross-dataset synthesis (genes, diseases, targets, drugs)","Research/educational exploration where citations and uncertainty metadata are useful","Building an agentic workflow over biomedical MCP tools with a unified interface"],"not_for":["Clinical decision-making, diagnosis, or treatment recommendations","Production systems requiring strict medical compliance guarantees","Use cases that require a hosted cloud API (the MCP servers are expected to be local/installed by the user)"],"best_when":"You have the relevant MCP biomedical servers running locally and want an agent-style orchestrator that aggregates tool outputs and returns traceable metadata (citations/limitations).","avoid_when":"You need a turnkey hosted service, standardized HTTP/REST integration, or strong built-in authentication/authorization for external callers.","alternatives":["Using each biomedical MCP server directly for focused queries","Creating a custom orchestrator around MCP clients (similar to this project’s architecture)","Using other biomedical knowledge graph/search systems (non-MCP) plus an LLM summarizer"],"af_score":45.5,"security_score":40.0,"reliability_score":22.5,"package_type":"mcp_server","discovery_source":["github"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-30T15:40:21.782266+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":["Python"],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":["Local MCP server connections (as configured by user)","Environment-variable configuration via .env (API key mentioned, exact mechanism unspecified)"],"oauth":false,"scopes":false,"notes":"README indicates an API key is configured in .env but does not describe auth flow, token handling, or scope granularity for callers. Since MCP servers are local/installed separately, auth controls likely depend on those MCP servers rather than this wrapper."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"No pricing information provided; appears to be self-hosted/open-source tooling."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":45.5,"security_score":40.0,"reliability_score":22.5,"mcp_server_quality":55.0,"documentation_accuracy":70.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":45.0,"rate_limit_clarity":20.0,"tls_enforcement":40.0,"auth_strength":35.0,"scope_granularity":20.0,"dependency_hygiene":55.0,"secret_handling":55.0,"security_notes":"Security posture is not fully described. The project uses environment variables (.env) for an API key, but there is no explicit mention of secret redaction/logging controls, TLS enforcement (especially since MCP servers are described as local), or fine-grained authorization. Because it orchestrates multiple external MCP sources and an LLM (via LangChain/OpenAI), prompt/tool-injection and data exfiltration risks depend heavily on the implementation of guardrails and on how tool results are handled and logged.","uptime_documented":0.0,"version_stability":40.0,"breaking_changes_history":20.0,"error_recovery":30.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["Relies on external local MCP servers; availability/tool coverage and error semantics may vary by server.","Tool routing and synthesis may produce incomplete answers when the selected tools lack evidence; limitations metadata is intended to mitigate this but behavior is not fully specified.","Auth and rate-limit behavior are not described for the orchestrator; if underlying MCP servers have their own limits, the wrapper may need additional handling."]}}