update/fmt docs, lineage_writes_for_frame
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@@ -3,17 +3,20 @@
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`lda-workflow-as-struct` is a Python 3.14 prototype for `lda.chat`: an AI-assisted workflow system where an LLM plans structured workflows and a deterministic executor validates/runs them.
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Main packages live under `src/`:
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- `wf_core`: workflow model, validation, runtime semantics, frames, trace, interrupts, foreach, async execution.
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- `wf_authoring`: ergonomic authoring layer including `@node`, `NodeSpec`, `WorkflowBuilder`, conditions, paths, and subgraph wrapping.
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- `wf_mcp`: MCP broker/proxy layer for managing multiple backend MCP connections, transparent FastMCP proxying, live config/admin tools, hot reload, tool introspection, discovery/catalog snapshots, and eventual workflow build/run integration.
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Important docs:
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- `readme.md`: running design notes and architecture.
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- `authoring_sketch.md`: authoring API direction.
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- `wf_mcp_plan.md`: MCP proxy/broker/workflow integration plan.
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- `scratchpad.md`: rough design history.
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Current MCP direction:
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- Transparent proxy mode is the main product path.
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- Old broker mode remains useful for debugging/admin/catalog operations.
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- Protocol-native FastMCP proxying exposes upstream tools/resources/prompts as first-class MCP capabilities.
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@@ -21,6 +24,7 @@ Current MCP direction:
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- Direct Serena is configured outside `wf_mcp` and should be preferred for code navigation/editing because it does not reset when `wf-mcp` hot-reloads.
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Recent `wf_mcp` capabilities:
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- Pydantic config boundary in `config_models.py`.
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- Config mutation boundary in `config_manager.py`.
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- Proxy validation in `proxy_validation.py`.
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@@ -29,4 +33,4 @@ Recent `wf_mcp` capabilities:
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- Opaque cursor pagination helpers in `pagination.py`.
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- Admin tools under `wf.mcp_*`: list/get config, add/update/enable/disable/remove connection, reload config, list/get proxy tools.
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- `wf.mcp_list_proxy_tools` supports `connection_id`, `query`, `limit`, and `cursor`; returns `{tools, nextCursor, total}`.
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- `wf.mcp_get_proxy_tool` returns one detailed proxied tool row with schema where available.
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- `wf.mcp_get_proxy_tool` returns one detailed proxied tool row with schema where available.
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