Use when modifying, testing, documenting, or reviewing the Vulners Python SDK. Covers the v4 architecture (typed sync/async clients, resource namespaces, bulletin model hierarchy, unasync codegen), the preserved legacy v3 surface, uv-based tooling, the 100% branch-coverage gate, safe API-key handling, and defensive…
Single Symphony operator router for Kanban tickets, service/TUI runs, WORKFLOW.md and prompt config, lane customization, delegation, production-ready app delivery planning, OneShot runs, repo and monorepo bootstrap, and worker failure triage.
Modern Python (3.11+) conventions — type discipline, pathlib, async patterns, structlog, ruff + mypy strict + pytest defaults. Use when writing or reviewing Python code.
Build multi-agent AI systems with deepcrew-ai — single agents, orchestrated multi-agent pipelines with APEX synthesis, self-improving verifier loops, bounded agent spawning, DAG workflows, multimodal (image/PDF) input, structured output, human-in-the-loop tool approval, and streaming (including a FastAPI SSE…
DataCanvas primitive reference — a Tier 3 SQL/analytical workspace for tabular MCP servers, backed by DuckDB. Use when registering tables from upstream APIs, running ad-hoc SQL across them, and exporting results. Covers the acquire → register → query → export flow, the token-sharing pattern for multi-agent…
Canonical reference for the unified Context object passed to every tool and resource handler in @cyanheads/mcp-ts-core. Covers the full interface, all sub-APIs (ctx.log, ctx.state, ctx.elicit, ctx.sample, ctx.progress, ctx.enrich), and when to use each.
Testing patterns for MCP tool/resource handlers using createMockContext and Vitest. Covers mock context options, handler testing, McpError assertions, format testing, Vitest config setup, and test isolation conventions.
Delegate a LARGE, multi-part goal to Volante's cross-model orchestration engine via the volanterun MCP tool. Use ONLY when the request genuinely decomposes into several sub-tasks that benefit from routing across different models (e.g. "research X, draft Y, then produce Z"). Do NOT use it for simple, single-step, or…