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ops-perf-evolution

v1.0.1

Ascend C 算子性能进化优化 Agent Team。对已有 AscendC 内核或 ops 仓库算子进行多轮并行进化优化，包含 1 个 Orchestrator Agent 和 4 个路径专用 Subagent。

Claude Code5 Skills

By CANNBotLicense: MIT4 GitHub starsUpdated last week

Directory evidence

Runtimes
Claude Code
Parsed components
5 skill or MCP entries
Source updated
Sep 16, 2026
Manifest status
Canonical path parsed

The directory validates manifest shape and source location. It does not execute the plugin or provide a security endorsement. Review the indexing methodology →

Install ops-perf-evolution for Claude Code

Installs for the current user
claude plugin marketplace add IchenDEV/agent-plugin-mkt
claude plugin marketplace update agent-plugin-marketplace
claude plugin install ops-perf-evolution@agent-plugin-marketplace

Paste and run these commands in a terminal with Claude Code. They add and refresh the PluginsMP catalog, then install this plugin.

The installer fetches third-party code from the source repository shown on this page. This directory validates manifest structure and source location, but does not perform a security audit; review the manifest, components, and source before installing.

Get the source manually
git clone https://github.com/hicann/cannbot-skills

Clone the source repository, then follow its setup instructions to add the plugin to a compatible client. The plugin root is plugins-community/ops-perf-evolution/.

Plugin files

plugins-community/ops-perf-evolution/
├── .claude-plugin/plugin.json
├── skills/evolution-knowledge/SKILL.md
├── skills/evolution-report/SKILL.md
├── skills/evolution-strategies/SKILL.md
├── skills/evolution-world-model/SKILL.md
└── skills/ops-evaluation/SKILL.md

Included Skills5

evolution-knowledgeskills/evolution-knowledge/SKILL.md

Domain knowledge base for AscendC evolution optimization covering hardware architecture, algorithm insights, API pitfalls, optimization patterns, and proven solutions for A3 (910B) architecture. 当进行 AscendC 进化优化需要查询硬件架构、算法洞察、API 陷阱、优化模式或已验证方案时使用。

evolution-reportskills/evolution-report/SKILL.md

进化优化完成后自动生成标准化 HTML 可视化报告（全自动脚本生成，含自检，支持 ops-evo 和 lingxi-evo 两种 pipeline）。当进化轮次结束或需要汇总基线与各轮变体的性能对比、决策树与资源消耗时使用。

evolution-strategiesskills/evolution-strategies/SKILL.md

AscendC kernel optimization strategy library with 61+ strategies across D/P/A/R/X series, supporting tiered retrieval, compatibility checking, and autonomous strategy discovery. 当需要为 AscendC kernel 选择优化策略、按瓶颈/算子族筛选策略、检查策略兼容性或登记进化发现的新策略时使用。

evolution-world-modelskills/evolution-world-model/SKILL.md

World model decision tree tools and reference documentation for evidence-driven AscendC kernel evolution, providing CLI operations (select, validate, summary, deep-profiling) and schema/operations reference. 当进行证据驱动的 AscendC 内核进化优化，需要初始化、选择、验证、更新世界模型决策树或查询其 schema/操作规范时使用。

ops-evaluationskills/ops-evaluation/SKILL.md

从 ops-nn/cv/math/transformer 等算子仓库构建、部署并评估 AscendC 算子，比较基线与进化后的性能差异。当需要构建 ops 仓库算子、运行正确性验证与性能评测、或对比基线版本与进化版本差异时使用。

Plugin manifests1

plugins-community/ops-perf-evolution/.claude-plugin/plugin.json
{
  "name": "ops-perf-evolution",
  "description": "Ascend C 算子性能进化优化 Agent Team。对已有 AscendC 内核或 ops 仓库算子进行多轮并行进化优化，包含 1 个 Orchestrator Agent 和 4 个路径专用 Subagent。",
  "version": "1.0.1",
  "author": {
    "name": "CANNBot"
  },
  "homepage": "https://gitcode.com/cann/cannbot-skills",
  "repository": "https://gitcode.com/cann/cannbot-skills",
  "license": "MIT",
  "dependencies": [
    "ops-perf-evolution-shared-skills"
  ],
  "agents": [
    "./AGENTS.md",
    "./agents/lingxi-evo.md",
    "./agents/ops-evo.md",
    "./agents/lingxi-partial.md",
    "./agents/ops-partial.md"
  ]
}

For maintainers

If you maintain this plugin, link to this source-backed listing from your README so users can review its manifest and indexed components.

[ops-perf-evolution on Agent Plugins Marketplace](https://pluginsmp.com/plugins/ops-perf-evolution)