AGENT SKILL

tool-evaluation-protocol

Time-bounded protocol for evaluating new tools, libraries, or methodologies before adoption. Use when evaluating a candidate dependency for the project, researching a methodology (e.g. ML/LLM frameworks, testing approaches), or following up on a hype-driven recommendation.

License 许可
MIT
所属仓库
muratovv/ai-hats
最近更新
2026-11-05
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★ 3
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01 前言 Front Matter

name
tool-evaluation-protocol
ai_hats
{ "type": "skill", "schema_version": 1 }
license
MIT
description
Time-bounded protocol for evaluating new tools, libraries, or methodologies before adoption. Use when evaluating a candidate dependency for the project, researching a methodology (e.g. ML/LLM frameworks, testing approaches), or following up on a hype-driven recommendation.

02 资源文件 1

03 SKILL.md 正文

Tool Evaluation Protocol

Decide whether to adopt an external tool, library, or methodology with bounded effort.

When to Use

Only for a candidate — a tool/library/methodology not yet adopted, especially a hype-driven one. Not for tools already standard in the stack (just use them), and not a written feature-comparison essay — the protocol is a time-boxed PoC that ends in an adopt/reject call, not analysis for its own sake.

Procedure

  1. Frame — Candidate (name, version, source). Purpose: what it enables or replaces. Known alternatives.

  2. Kill-criteria check — Hard blockers warranting immediate reject without PoC: license incompatibility, dormant upstream (no commits/issues for >12 months without maintainer note), runtime incompatibility, non-OSS dependency where OSS-only is required. Document any fired criterion and stop.

  3. Maturity assessment — Signals: years in production, contributor count, breaking-change history, ecosystem adoption. Apply Lindy bias for core paths (older + boring beats newer + exciting); apply Hype Cycle skepticism for ML/LLM-fresh tools (heavy stars in last 12mo → halve confidence). Output: signals + bias-adjusted readout, not yes/no.

  4. PoC — Set budget before execution: time (one working session unless justified) and scope (one real project artifact, end-to-end, not a toy). List explicit assumptions the PoC will validate, in categories: functional, integration, performance, cost. Run within budget. Record per-assumption pass/fail. Stop on time-budget exhaustion regardless of completion %.

  5. Decision — adopt / evaluate-further / reject + ADR (see references/adr-template.md). Document assumption verdicts, PoC results, residual risk. Pick evaluate-further only if a specific blocker can be resolved with bounded effort; indefinite "monitoring" counts as reject.

Completion

  • ADR written using references/adr-template.md structure
  • Decision recorded with per-assumption verdicts
  • For adopt — follow-up tickets for integration; for reject — re-open criteria documented

Anti-Patterns

  • Skipping the kill-criteria check ("we'll see during PoC") — wastes time on doomed candidates
  • Letting PoC overflow the budget because "we're close" — anti-Hofstadter rule violated
  • Choosing evaluate-further as a way to defer the decision indefinitely
  • Tuning the candidate to pass the metric rather than testing real fit — once the metric becomes the target, it stops measuring fit (Goodhart's law)

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