{"id":"freedomintelligence-openclaw-medical-skills","name":"OpenClaw-Medical-Skills","homepage":null,"repo_url":"https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills","category":"ai-ml","subcategories":[],"tags":["ai-agents","openclaw","nanoclaw","medical","healthcare","bioinformatics","genomics","clinical-research","tools","open-source"],"what_it_does":"OpenClaw Medical Skills is an open-source collection of 869 “skills” (each a self-contained SKILL.md module under a skills/ directory) that extend OpenClaw/NanoClaw Claude-based agent workflows for biomedical and clinical research tasks. It primarily operates as a local plugin/skills library (copy/sparse-checkout) rather than a standalone API service.","use_cases":["Search and synthesize biomedical literature (e.g., PubMed queries, deep research)","Run biomedical/bioinformatics workflows such as genomics variant analysis, RNA-seq/single-cell analysis, GWAS-related tasks (via included skills/modules)","Retrieve drug/protein/biomedical database information (e.g., ChEMBL/DrugBank-type workflows depending on the specific skill modules)","Generate structured clinical-style outputs (e.g., clinical report style skills) and documentation artifacts","Assist with scientific writing and reference management through general tool skills"],"not_for":["Direct clinical diagnosis or treatment decisions without qualified human oversight","Replacing institutional clinical decision support governance, validation, and regulatory review","As a secure hosted medical data platform (there is no evidence of managed hosting, access controls, or audit logging in this repository README content)"],"best_when":"You already run OpenClaw or NanoClaw locally and want to expand an agent with domain-specific tools/workflows for research and documentation.","avoid_when":"You need a centralized, authenticated API service with strong built-in security controls, or you require an auditable, compliance-ready clinical deployment with documented operational guarantees.","alternatives":["Other OpenClaw/NanoClaw skill collections (e.g., general-purpose web/search/tool skills or other domain-specific repos)","Using direct biomedical data APIs and bioinformatics tools outside the agent (pipelines like Nextflow/Snakemake plus manual/agent-assisted literature review)","Commercial clinical decision support platforms (for regulated clinical use)"],"af_score":33.2,"security_score":13.5,"reliability_score":20.0,"package_type":"skill","discovery_source":["openclaw"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-30T13:23:25.869351+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":false,"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 is described for this repository itself. Individual skills may call external data sources, but the provided README does not specify auth requirements, token handling, or scopes for those calls."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"Open-source repository (license badge shows MIT), so no direct pricing is indicated here. Costs (if any) would be from external APIs, compute, and storage used by particular skills."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":33.2,"security_score":13.5,"reliability_score":20.0,"mcp_server_quality":0.0,"documentation_accuracy":55.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":100.0,"rate_limit_clarity":0.0,"tls_enforcement":0.0,"auth_strength":20.0,"scope_granularity":0.0,"dependency_hygiene":30.0,"secret_handling":20.0,"security_notes":"The provided README does not describe security controls such as TLS requirements, authentication, authorization scopes, secret management, logging/auditing, or data handling policies for skills. Because skills may integrate with external services and datasets, risk depends on each skill’s implementation, which is not reviewed in the provided content.","uptime_documented":0.0,"version_stability":40.0,"breaking_changes_history":30.0,"error_recovery":10.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["Skill behavior depends on the underlying OpenClaw/NanoClaw runtime and the content of each individual skill module; the root README does not provide per-skill operational contracts.","Some skills may require large data files; install method can avoid LFS downloads for some setups, but missing files could cause tool failures unless the user follows the documented installation approach.","Medical/clinical outputs may be persuasive but are not described as validated clinical systems; agents should be constrained to research/documentation use."]}}