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agent-capability-matrixAgent 人能力矩阵

Agent Skill

agent-capability-matrix 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

总安装

815

周安装

35

GitHub Stars

12

下载量

286
CodexClaudeCursorGemini CLI

安装说明

本站只整理中文说明和来源信息,不托管安装包,也不代用户安装。

GitHub

来源数

2

许可证

unknown

最后核验

2026-05-01

来源状态

来源可访问

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:agent-capability-matrix(Agent 人能力矩阵)
来源仓库:https://github.com/scientiacapital/skills
仓库路径:skills/agent-capability-matrix
安装命令:
npx skills add https://github.com/scientiacapital/skills --skill agent-capability-matrix
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 npx skills 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

skills.shnpx skills
npx skills add https://github.com/scientiacapital/skills --skill agent-capability-matrix

简介

用于识别任务类型并匹配最适合的代理模型,支持复杂度分级与降级策略。

  • 适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据任务类型(如调试、构建)选择主代理或备用方案时使用。
  • 基于矩阵快速定位主代理,失败时自动启用 fallback 机制,确保任务正确路由。
  • 安装命令:npx skills add https://github.com/scientiacapital/skills --skill agent-capability-matrix。
  • 建议确认权限范围、维护状态及是否触发联网或文件操作后再安装使用。

SKILL.md

<quick_start> Find the right agent:

  1. Identify your task type (debug, review, build, explore, etc.)
  2. Look up the primary agent in the matrix below
  3. If primary fails, use the fallback
  4. Match model tier to task complexity </quick_start>

<success_criteria>

  • Task routed to the correct primary agent on first attempt
  • Fallback agent identified if primary is unavailable or insufficient
  • Model tier matched to task complexity (Haiku for search, Sonnet for code, Opus for architecture)
  • Zero-cost tools (TaskCreate, TeamCreate) used for progress tracking instead of API calls
  • Agent selection justified by the matrix rather than ad-hoc guessing </success_criteria>

Core Capability Matrix

Development Tasks

Task TypePrimary AgentFallbackModelNotes
Debug complex issuedebug-like-expert skillgeneral-purposesonnetHypothesis-driven
Quick bug fixgeneral-purposesonnetSimple fixes
Code reviewcode-reviewerfeature-dev:code-reviewerhaikuPattern matching
Architecture designPlan agentcode-architectopusComplex reasoning
Feature implementationgeneral-purposefeature-dev agentssonnetCode generation
Refactoringcode-simplifiergeneral-purposesonnetPreserve behavior
Security auditsecurity skillgeneral-purposesonnetOWASP patterns
Write teststesting skillgeneral-purposesonnetTDD workflow
API designapi-design skillgeneral-purposesonnetREST/GraphQL
API testingapi-testing skillgeneral-purposehaikuPostman/Bruno

Exploration & Research

Task TypePrimary AgentFallbackModelNotes
Find files by patternGlob tool (direct)Explore agentFastest
Search code contentGrep tool (direct)Explore agentFastest
Understand codebase areaExplore agentgeneral-purposehaikuThorough search
Deep code analysiscode-explorerExplore agentsonnetTraces execution
Research framework/toolresearch skillWebSearchsonnetStructured eval
Market researchresearch skillWebSearchsonnetCompany profiles

Infrastructure & Deployment

Task TypePrimary AgentFallbackModelNotes
Docker setupdocker-compose skillgeneral-purposesonnetLocal dev
GPU deploymentrunpod-deployment skillgeneral-purposesonnetRunPod
Database migrationsupabase-sql skillgeneral-purposesonnetSupabase
Stripe integrationstripe-stack skillgeneral-purposesonnetPayments
Voice AI pipelinevoice-ai skillgeneral-purposesonnetDeepgram+Cartesia
LangGraph agentslanggraph-agents skillgeneral-purposesonnetMulti-agent
Fast inferencegroq-inference skillgeneral-purposesonnetGROQ API
Chinese LLMsopenrouter skillgeneral-purposesonnetDeepSeek/Qwen
LLM fine-tuningunsloth-training skillgeneral-purposesonnetGRPO/SFT

Business & GTM

Task TypePrimary AgentFallbackModelNotes
GTM strategygtm-pricing skillgeneral-purposesonnetICP, positioning
Sales outreachsales-revenue skillgeneral-purposesonnetCold email
CRM integrationcrm-integration skillgeneral-purposesonnetClose/HubSpot
Content marketingcontent-marketing skillgeneral-purposesonnetB2B content
Data analysisdata-analysis skillgeneral-purposesonnetDashboards
Trading signalstrading-signals skillgeneral-purposesonnetTechnical analysis
Business modelbusiness-model-canvas skillgeneral-purposesonnet9-block canvas
Market differentiationblue-ocean-strategy skillgeneral-purposesonnetERRC framework

Workflow & Coordination

Task TypePrimary AgentFallbackModelNotes
Session start/endworkflow-orchestrator skillsonnetDaily lifecycle
Parallel worktree devagent-teams skillworktree-manager skillsonnetFull isolation
In-session parallelsubagent-teams skillsequential executionhaiku-sonnetTask tool
Progress trackingTaskCreate/TaskUpdateTodoWriteNative UI spinners
Team coordinationTeamCreate + SendMessagesubagent-teams skillhaiku-sonnetShared task list
Git workflowgit-workflow skillgeneral-purposehaikuCommits, PRs
Skill authoringextension-authoring skillgeneral-purposesonnetSkills, hooks
Project planningplanning-prompts skillPlan agentsonnetMeta-prompts
Cost trackingcost-metering skillmanual trackinghaikuBudget status

Decision Flowchart

START: What do I need to do?
│
├── Search/Find something?
│   ├── Know the file pattern? → Glob (direct)
│   ├── Know the code pattern? → Grep (direct)
│   └── Need to understand area? → Explore agent (haiku)
│
├── Write/Change code?
│   ├── Simple fix? → general-purpose (sonnet)
│   ├── New feature? → Check if a skill matches → skill or general-purpose (sonnet)
│   ├── Architecture? → Plan agent (opus)
│   └── Parallel build? → subagent-teams or agent-teams
│
├── Review/Validate?
│   ├── Code review? → code-reviewer (haiku)
│   ├── Security? → security skill (sonnet)
│   └── Tests? → testing skill (sonnet)
│
├── Research/Learn?
│   ├── Codebase? → Explore agent (haiku)
│   ├── Framework? → research skill (sonnet)
│   └── Market? → research skill (sonnet)
│
└── Business/GTM?
    └── Check Business section of matrix above

Model Tier Guide

TierModelCost/1M InBest For
FastHaiku 4.5$1.00Search, classify, review, simple tasks
StandardSonnet 4.6$3.00Code generation, reasoning, most tasks
PremiumOpus 4.6$5.00Architecture, complex decisions, planning
FreeTaskCreate$0Progress tracking (local UI, not an API call)

Default to Sonnet unless:

  • Task is search/classify → use Haiku (5x cheaper)
  • Task requires deep reasoning → use Opus (5x more capable)
  • Task is progress tracking → use TaskCreate with activeForm for live spinners (zero cost)

Cross-references: subagent-teams for in-session parallel agents, agent-teams for worktree-isolated parallel agents.

Deep dive: See reference/matrix-table.md, reference/selection-flowchart.md

Emit Outcome Sidecar

As the final step, write to ~/.claude/skill-analytics/last-outcome-agent-capability-matrix.json:

{"ts":"[UTC ISO8601]","skill":"agent-capability-matrix","version":"1.0.0","variant":"default",
 "status":"[success|partial|error]","runtime_ms":[estimated ms from start],
 "metrics":{"tasks_routed":[n],"agents_matched":[n],"fallbacks_used":[n]},
 "error":null,"session_id":"[YYYY-MM-DD]"}

Use status "partial" if some stages failed but results were produced. Use "error" only if no output was generated.

适合场景

01

调用多模型

02

代码和文本生成

03

Agent 推理流程

04

OpenRouter 模型接入

能力概览

能力 1

统一调用多种 LLM

能力 2

支持 Claude、Gemini、Kimi 等模型

能力 3

适合聊天、代码和推理任务

能力 4

可作为 Agent 模型调用入口

安装后应在对应宿主中按原始 README 的触发条件使用;具体调用方式请以来源页面和 README 为准。

平台分布

Codex

35.47%
按下载量换算101

Claude

29.3%
按下载量换算84

Cursor

19.32%
按下载量换算55

Gemini CLI

10.28%
按下载量换算29

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

可疑

权限和风险

external-service

该 Skill 可能调用第三方服务、云服务或外部模型 API,使用前需要确认账号、额度、数据发送范围和服务条款。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。来源安全扫描存在 warning/failed 结果,不能写成本站确认安全。当前只有一个来源,正式发布前建议补源仓库或其他目录站核验。

来源信息

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