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Releases: trpc-group/trpc-agent-python

v1.1.1

20 Apr 08:55

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Features

  • Storage: Added the usage_metadata field to SQL storage and introduced automatic migration for missing columns.
  • Skill: Added cross-session skill state persistence so loaded skills can be reused across sessions, reducing repeated skill loading and unnecessary retry turns.
  • Skill: Added skill install/uninstall awareness so the model can detect skill lifecycle changes and avoid missing-skill lookups or calls to uninstalled skills.
  • Session: Added usage_metadata support in SQL session storage for persisting and reading token usage statistics.

Bug Fixes

  • Skill: Reduced hallucinated skill command generation when users intend to run commands, lowering invalid command attempts and retry loops.

trpc-agent-python framework

07 Apr 12:13

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Features

  • Unified Agent framework with LlmAgent, LangGraphAgent and TransferAgent
  • Multi-agent orchestration with built-in Chain, Parallel, and Cycle patterns, plus Team and nested Team collaboration
  • Human-in-the-loop workflows with pause, review, and resume support for long-running tasks
  • Rich tool ecosystem including built-in file/shell tools, MCP tools, LangChain tools, and extensible third-party integrations
  • Extensible Skill system with local and HTTP distribution, dynamic loading, timeout control, and sandbox execution
  • Code execution support with async runtime and sandbox/container execution options
  • Session and memory services with in-memory, Redis, and SQL backends, including filtering, summarization, and scheduled cleanup
  • RAG and knowledge capabilities through LangchainKnowledge with loaders, splitters, embedders, vector stores, retrievers, and prompt templates
  • Evaluation framework with trajectory and response quality assessment, LLM-judge metrics, parallel evaluation, and JSON reporting
  • Service and protocol integrations for A2A, AG-UI, and OpenClaw runtime scenarios
  • OpenClaw runtime capabilities for gateway/chat/ui/deps workflows with pluggable channels, tools, skills, session and memory integration
  • OpenClaw skill dependency management with profile-based inspection and install planning for common runtime environments
  • Observability via tracing support, including end-to-end execution flow, tool-call traces, and cancellation traces
  • Developer experience support with practical examples and DebugServer for local development and validation