{"id":"concierge","name":"Concierge","homepage":"https://docs.getconcierge.app","repo_url":"https://github.com/concierge-hq/concierge","category":"developer-tools","subcategories":["mcp-framework","workflow-orchestration","tool-management"],"tags":["mcp","progressive-disclosure","workflow","python-sdk","tool-filtering","semantic-search","agent-orchestration"],"what_it_does":"A Python SDK for building MCP servers with progressive tool disclosure. Instead of exposing all tools at once, it organizes them into workflow stages and reveals only contextually relevant tools at each step. Supports semantic search mode that collapses 100+ tools into two meta-tools (search_tools and call_tool).","use_cases":["Building multi-step agent workflows where tools should appear contextually (e.g., browse then cart then checkout)","Taming large tool catalogs by collapsing them behind semantic search","Adding workflow state management to existing MCP servers with minimal code changes","Enforcing tool ordering so agents follow intended paths through a process"],"not_for":["Simple MCP servers with a handful of tools (overhead not justified)","Non-Python MCP servers (Python-only SDK)","Cases where you want agents to freely access any tool at any time"],"best_when":"You have a large number of MCP tools and need to guide agents through structured workflows, or your agents get confused by having too many tools available at once.","avoid_when":"Your MCP server has fewer than 10 tools and no need for staged workflows, or you need a non-Python implementation.","alternatives":["FastMCP","mcp-framework","custom MCP server with manual tool filtering"],"af_score":65.4,"security_score":40.0,"reliability_score":null,"package_type":"mcp_server","discovery_source":["github"],"priority":"low","status":"evaluated","version_evaluated":"0.10.0","last_evaluated":"2026-03-01T09:50:05.427769+00:00","performance":{"latency_p50_ms":null,"latency_p99_ms":null,"uptime_sla_percent":null,"rate_limits":null,"data_source":"llm_estimated","measured_on":null}}