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name: linsight-mcp description: "Operate on BiSheng Linsight autonomous task mode, SOP/Skill migration, Redis worker execution, state events, bisheng_langchain runtime, and MCP tool integration." disable-model-invocation: true metadata: disco-role: operating license: Apache 2.0

linsight-mcp

Use this sub-skill when a task touches BiSheng Linsight/灵思 task mode, SOP generation or migration, autonomous task execution, Redis task queue, Linsight worker state, deepagents runtime, built-in tools, workspace files, or MCP client/tool integration.

Start here

Run bundled helper commands from this sub-skill directory, or adjust the script path to this directory after import.

1. Inspect the Linsight and MCP source surface without importing services:

   python scripts/inspect_linsight_surface.py --repo-root <bisheng-checkout>
   

2. Read references/workflows.md for Linsight worker, event, state, SOP/Skill migration, and MCP workflows.
3. Read references/troubleshooting.md for queue, state, tool, MCP, and migration failures.

Owned responsibilities

• src/backend/bisheng/linsight/ API, domain services, task execution, and worker.py process.
• src/backend/bisheng_langchain/linsight/ agent, task management, events, and runtime abstractions.
• Linsight skills/SOP migration scripts and tests, including v2.6 deepagents/task-mode changes.
• MCP clients under src/backend/bisheng/mcp_manage/clients/, manager parsing, and LangChain tool wrapping.
• Tests under src/backend/test/linsight/ and src/backend/test/mcp_manage/.

Route sibling areas instead of duplicating them

• Use workflow-engine for visual workflow DAG nodes and workflow Celery execution.
• Use knowledge-rag for knowledge retrieval internals used by Linsight.
• Use identity-permissions-tenancy for Linsight menu permissions, tenant model configs, OpenFGA, and SSO/org access.
• Use frontend-apps for Client Linsight route/UI behavior and Platform task-mode menu rendering.
• Use deployment-maintenance for worker startup commands and operational migration sequencing.

Non-negotiables

• Treat Linsight worker as a separate process from Celery workers.
• Preserve Redis queue, owner, heartbeat, and task state key semantics when changing scheduling.
• Keep user-input pause/resume events and persisted session/task statuses compatible with frontend streams.
• Do not run real LLM, MCP server, code interpreter, or credentialed tool calls as verification unless explicitly approved.
• SOP→Skill migration writes object storage and remains a manual operational migration, not a startup backfill.