Content
78%Weight 40%Scale 1-5Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
A high-quality framework map: every code sample is executable, the decision guide for choosing agents/orchestrator is unambiguous, and the gotchas section captures real, non-obvious failure modes. The main weakness is structure: for a package this large, the per-component API tables and config/callback enumerations are inlined in SKILL.md instead of being split into one-level-deep reference files, and a few source-readable enumerations could be trimmed.
Suggestions
Move the per-component detail (agents/classifiers/storage/retrievers tables, the AgentSquadConfig field list, and callback hook listings) into references/ files (e.g. references/agents.md, references/tools.md) and keep SKILL.md as the decision map plus quick-start, per the progressive-disclosure anchor structure.
Trim source-readable enumerations that the body itself defers to the source — e.g. the AgentSquadConfig field list and the full Go-deeper signature inventory — to a pointer plus only the fields that change behavior in non-obvious ways.
Add short error-recovery guidance for the fragile paths the body flags, e.g. 'if boto3 is absent, always pass classifier= explicitly or AgentSquad raises ValueError at construction'.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | Lean and dense — tables, gotchas, and code carry the content with no tutorials on concepts Claude already knows ('This is a guide and a map — not an API reference'). However, it enumerates source-readable API detail inline, e.g. the full 'AgentSquadConfig fields: LOG_AGENT_CHAT, LOG_CLASSIFIER_CHAT, LOG_CLASSIFIER_RAW_OUTPUT, ...' list and the callback hook listings, which the file itself says to read from source. Anchor 4 — efficient with minor trims available, not 5. | 4 / 5 |
Actionability | Fully executable throughout: pip extras install commands, a complete runnable route_request example with the streaming/non-streaming branch, an AgentTools tool definition with docstring extraction, the awaitable MCPToolProvider.create/disconnect lifecycle, and a copy-paste minimal custom Agent subclass. Copy-paste ready and covers the common cases — anchor 5. | 5 / 5 |
Workflow Clarity | The 'When to use what' decision list gives unambiguous selection guidance ('One assistant — a single Agent subclass; no orchestrator needed', 'Answers must not drift from data — GroundedAgent', 'Fixed pipeline — ChainAgent') and the install → first turn → components → custom → gotchas arc is coherent. No destructive or batch operations, so no validation cap applies. Anchor 4 rather than 5 because there are no error-recovery feedback loops for the fragile spots it itself flags (e.g. the construction-time ValueError when boto3 is absent). | 4 / 5 |
Progressive Disclosure | No bundle files exist and the whole framework map lives inline in a single ~400-line SKILL.md. The 'Go deeper' section signals real repo paths one level deep ('python/src/agent_squad/orchestrator.py', 'docs/src/content/docs/'), but substantial reference material is inlined rather than split — the agent table, classifier/storage/retriever tables, the AgentSquadConfig field enumeration, and the callback hook listings. Matches anchor 3 ('content that should be separate is inline'); not 4 because for a framework this size the bulk per-component detail belongs in reference files. | 3 / 5 |
Total | 16 / 20 Passed |