Coding Agents Reliability Evals Agent Framework

OctoTools

An Agentic Framework with Extensible Tools for Complex Reasoning

OctoTools is an open-source, training-free agentic framework for complex reasoning that orchestrates heterogeneous external tools through standardized tool cards, a planner, and an executor.

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workflowPRIMARY2026-07-04

Agent builders trace tool failures to harness schemas and retries

Threads and papers traced agent reliability failures to harness details including tool schemas, state, retries, logs, and effort-level evals. Examples included Claude Code test loops, MCP server patterns, and OctoTools.