Fetching from the wire…
Tools2026-09-01 · source-backed
Released September 1, content that previously showed completed may now show failed or partial, because those ingests were always incomplete (GitHub). Embedders raise EmbeddingError instead of returning an empty vector, a new ContentStatus.PARTIAL covers files where some chunks embedded and others did not, and skip_if_exists=True stops skipping content recorded as failed or partial. An embed_before_replace guard fixes re-ingest destroying searchable chunks. If you run Agno knowledge bases, re-check your ingestion status after upgrading and expect it to look worse. It was already that bad.
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MCPConfig.tools now accepts Agent, Team and Workflow instances plus Toolkit objects, exposing each as its own named MCP tool. You call chief, not run_agent(agent_id="chief"). Toolkits publish one MCP tool per registered method, narrowed by the toolkit's own enable/include/excl...
Runs now get their own agno_runs table with real columns instead of being packed into the session row, which takes session write amplification from O(N²) to O(N) and removes the DynamoDB and Firestore item-size ceiling (GitHub). offload_tool_results=True writes any tool result...
PR #9379, merged August 6, fixes MCP tool entrypoints built as functools.partial(call_tool, tool_name=tool.name). Partial keyword defaults get overridden by call-time kwargs, so a model passing tool_name="delete_repo" as an argument to any MCP tool executed delete_repo while a...
3,364 stars since its August 17 creation. Every action against a computer, file, MCP server or UI component routes through a single gateway that resolves the target, decides it against policy, writes an audit row, then acts or refuses while naming the rule. Each bot gets its o...
A GitHub repo cataloging Claude Code tips doesn't normally warrant a top story. But shanraisshan/claude-code-best-practice at 53.4K stars isn't a tips list anymore. It's the de facto reference for how an entire generation of developers is learning to work with AI coding agents...
Released August 26, two days after 3.0.0 stable: tool schemas are derived once and cached across runs rather than rebuilt per run, and session history loads incrementally per turn so latency stays flat as a conversation grows. The fix list is mostly MCP and Gemini correctness,...
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