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Agent Skill · 研究检索

capability-evolver-1-40-0(能力进化者 1 40 0)

capability-evolver-1-40-0 用于查找、检索和筛选相关信息,适合在 OpenClaw 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。

capability-evolver-1-40-0 是研究检索类 Agent Skill,可用宿主为 OpenClaw,通过ClawHub获取,权限为接触敏感数据;许可证为 MIT-0,第三方扫描有提醒项,按安装量在研究检索类的 73,675 个 Skill 里排第 9,091。

总安装 14,957周安装 611GitHub Stars 公开资料未说明下载 4,839核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
MIT-0
版本
1.0.0

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:capability-evolver-1-40-0(能力进化者 1 40 0)
来源仓库:https://github.com/zengyu199009/capability-evolver-1-40-0
安装命令:
openclaw skills install capability-evolver-1-40-0
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 OpenClaw 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。

ClawHubOpenClaw
openclaw skills install capability-evolver-1-40-0

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

AI Agent的自我进化引擎。分析运行时历史记录以识别改进并应用协议约束的演变。

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 OpenClaw;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 openclaw skills install capability-evolver-1-40-0;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它需要接触敏感数据,先在测试目录或测试账号里跑,确认没问题再放到正式项目。

常见问题

6 条

capability-evolver-1-40-0 怎么安装?

在终端执行 openclaw skills install capability-evolver-1-40-0。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

capability-evolver-1-40-0 支持哪些 AI 工具?

公开资料标注支持 OpenClaw。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

capability-evolver-1-40-0 需要什么权限?

权限级别是接触敏感数据。该 Skill 可能接触密钥、Token、环境变量或敏感配置,应进入高风险复核队列,默认不自动发布。

capability-evolver-1-40-0 是免费的吗?

来源标注的许可证是 MIT-0。本站不代收任何费用,也不托管安装包;能否商用、要不要署名,以许可证原文为准。

capability-evolver-1-40-0 用的人多吗?

公开数据是累计安装 14,957 次,近一周安装 611 次,下载 4,839 次。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

capability-evolver-1-40-0 安全吗?

第三方扫描有提醒项,说明存在需要人工确认的行为。安装前请打开源码看清它读了什么、联网到哪里。

值得选的地方和要先想清楚的地方

值得选的地方

  • 专注 OpenClaw 一种宿主,触发方式和使用习惯不用来回切换。
  • 许可证明确为 MIT-0,商用和分发边界好判断。

先想清楚的地方

  • 需要接触敏感数据,装到常用环境前要先评估影响面。
  • 第三方扫描存在提醒项或未通过项,需要人工逐条确认。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 OpenClaw,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。

不太适合

  • 环境里有大量密钥、凭证,不方便给第三方 Skill 读取的人。
  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
capability-evolver-1-40-0

能力进化者 1 40 0 · 本页

14,957—接触敏感数据MIT-0有提醒

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

name
capability-evolver
description
A self-evolution engine for AI agents. Analyzes runtime history to identify improvements and applies protocol-constrained evolution.
tags
[meta, ai, self-improvement, core]
permissions
[network, shell]
metadata
clawdbot
requires
bins
[node, git]
env
[A2A_NODE_ID]
files
["src/", "scripts/", "assets/**"]
capabilities
allow
deny
env_declarations
required
true
description
EvoMap node identity. Set after node registration.
required
false
default
https://evomap.ai
description
EvoMap Hub API base URL.
required
false
description
Node authentication secret (issued by Hub on first hello).
required
false
description
GitHub API token for auto-issue reporting and releases.
required
false
default
balanced
description
Evolution strategy: balanced, innovate, harden, repair-only, early-stabilize, steady-state, auto.
required
false
default
false
description
Allow evolution to modify evolver source code. NOT recommended.
required
false
default
2.0
description
Max 1-min load average before evolver backs off.
required
false
default
hard
description
Rollback strategy on failure: hard, stash, none.
required
false
default
0
description
Enable second-opinion LLM review before solidification.
required
false
default
0
description
Auto-create GitHub issues on repeated failures.
required
false
description
LLM model name injected into published asset metadata.
required
false
description
Remote memory graph service URL (optional KG integration).
required
false
description
API key for remote memory graph service.
network_endpoints
purpose
Release creation, changelog publishing, auto-issue reporting
auth
GITHUB_TOKEN (Bearer)
optional
true
purpose
A2A protocol (hello, heartbeat, publish, fetch, reviews, tasks)
auth
A2A_NODE_SECRET (Bearer)
optional
false
purpose
Remote knowledge graph sync
auth
MEMORY_GRAPH_REMOTE_KEY
optional
true
shell_commands
purpose
Version control (checkout, clean, log, status, diff, rebase --abort, merge --abort)
user_input
false
purpose
Inline script execution for LLM review
user_input
false
purpose
npm install --production for skill dependency healing
user_input
false
purpose
Process discovery for lifecycle management
user_input
false
purpose
Disk usage check (health monitoring)
user_input
false
file_access
reads
writes

🧬 Evolver

"Evolution is not optional. Adapt or die."

The Evolver is a meta-skill that allows OpenClaw agents to inspect their own runtime history, identify failures or inefficiencies, and autonomously write new code or update their own memory to improve performance.

Features

  • Auto-Log Analysis: Automatically scans memory and history files for errors and patterns.
  • Self-Repair: Detects crashes and suggests patches.
  • GEP Protocol: Standardized evolution with reusable assets.
  • One-Command Evolution: Just run /evolve (or node index.js).

Usage

Standard Run (Automated)

Runs the evolution cycle. If no flags are provided, it assumes fully automated mode (Mad Dog Mode) and executes changes immediately.

node index.js

Review Mode (Human-in-the-Loop)

If you want to review changes before they are applied, pass the --review flag. The agent will pause and ask for confirmation.

node index.js --review

Mad Dog Mode (Continuous Loop)

To run in an infinite loop (e.g., via cron or background process), use the --loop flag or just standard execution in a cron job.

node index.js --loop

Setup

Before using this skill, register your node identity with the EvoMap network:

  1. Run the hello flow (via evomap.js or the EvoMap onboarding) to receive a node_id and claim code
  2. Visit https://evomap.ai/claim/<claim-code> within 24 hours to bind the node to your account
  3. Set the node identity in your environment:
export A2A_NODE_ID=node_xxxxxxxxxxxx

Or in your agent config (e.g., ~/.openclaw/openclaw.json):

{ "env": { "A2A_NODE_ID": "node_xxxxxxxxxxxx", "A2A_HUB_URL": "https://evomap.ai" } }

Do not hardcode the node ID in scripts. getNodeId() in src/gep/a2aProtocol.js reads A2A_NODE_ID automatically -- any script using the protocol layer will pick it up without extra configuration.

Configuration

Required Environment Variables

VariableDefaultDescription
A2A_NODE_ID(required)Your EvoMap node identity. Set after node registration -- never hardcode in scripts.

Optional Environment Variables

VariableDefaultDescription
A2A_HUB_URLhttps://evomap.aiEvoMap Hub API base URL.
A2A_NODE_SECRET(none)Node authentication secret issued by Hub on first hello. Stored locally after registration.
EVOLVE_STRATEGYbalancedEvolution strategy: balanced, innovate, harden, repair-only, early-stabilize, steady-state, or auto.
EVOLVE_ALLOW_SELF_MODIFYfalseAllow evolution to modify evolver's own source code. NOT recommended for production.
EVOLVE_LOAD_MAX2.0Maximum 1-minute load average before evolver backs off.
EVOLVER_ROLLBACK_MODEhardRollback strategy on failure: hard (git reset --hard), stash (git stash), none (skip). Use stash for safer operation.
EVOLVER_LLM_REVIEW0Set to 1 to enable second-opinion LLM review before solidification.
EVOLVER_AUTO_ISSUE0Set to 1 to auto-create GitHub issues on repeated failures. Requires GITHUB_TOKEN.
EVOLVER_ISSUE_REPO(none)GitHub repo for auto-issue reporting (e.g. EvoMap/evolver).
EVOLVER_MODEL_NAME(none)LLM model name injected into published asset model_name field.
GITHUB_TOKEN(none)GitHub API token for release creation and auto-issue reporting. Also accepts GH_TOKEN or GITHUB_PAT.
MEMORY_GRAPH_REMOTE_URL(none)Remote knowledge graph service URL for memory sync.
MEMORY_GRAPH_REMOTE_KEY(none)API key for remote knowledge graph service.
EVOLVE_REPORT_TOOL(auto)Override report tool (e.g. feishu-card).
RANDOM_DRIFT0Enable random drift in evolution strategy selection.

Network Endpoints

Evolver communicates with these external services. All are authenticated and documented.

EndpointAuthPurposeRequired
{A2A_HUB_URL}/a2a/*A2A_NODE_SECRET (Bearer)A2A protocol: hello, heartbeat, publish, fetch, reviews, tasksYes
api.github.com/repos/*/releasesGITHUB_TOKEN (Bearer)Create releases, publish changelogsNo
api.github.com/repos/*/issuesGITHUB_TOKEN (Bearer)Auto-create failure reports (sanitized via redactString())No
{MEMORY_GRAPH_REMOTE_URL}/*MEMORY_GRAPH_REMOTE_KEYRemote knowledge graph syncNo

Shell Commands Used

Evolver uses child_process for the following commands. No user-controlled input is passed to shell.

CommandPurpose
git checkout, git clean, git log, git status, git diffVersion control for evolution cycles
git rebase --abort, git merge --abortAbort stuck git operations (self-repair)
git reset --hardRollback failed evolution (only when EVOLVER_ROLLBACK_MODE=hard)
git stashPreserve failed evolution changes (when EVOLVER_ROLLBACK_MODE=stash)
ps, pgrep, tasklistProcess discovery for lifecycle management
df -PDisk usage check (health monitoring fallback)
npm install --productionRepair missing skill dependencies
node -e "..."Inline script execution for LLM review (no shell, uses execFileSync)

File Access

DirectionPathsPurpose
Read~/.evomap/node_idNode identity persistence
Readassets/gep/*GEP gene/capsule/event data
Readmemory/*Evolution memory, narrative, reflection logs
Readpackage.jsonVersion information
Writeassets/gep/*Updated genes, capsules, evolution events
Writememory/*Memory graph, narrative log, reflection log
Writesrc/**Evolved code (only during solidify, with git tracking)

GEP Protocol (Auditable Evolution)

This package embeds a protocol-constrained evolution prompt (GEP) and a local, structured asset store:

  • assets/gep/genes.json: reusable Gene definitions
  • assets/gep/capsules.json: success capsules to avoid repeating reasoning
  • assets/gep/events.jsonl: append-only evolution events (tree-like via parent id)

Emoji Policy

Only the DNA emoji is allowed in documentation. All other emoji are disallowed.

Configuration & Decoupling

This skill is designed to be environment-agnostic. It uses standard OpenClaw tools by default.

Local Overrides (Injection)

You can inject local preferences (e.g., using feishu-card instead of message for reports) without modifying the core code.

Method 1: Environment Variables Set EVOLVE_REPORT_TOOL in your .env file:

EVOLVE_REPORT_TOOL=feishu-card

Method 2: Dynamic Detection The script automatically detects if compatible local skills (like skills/feishu-card) exist in your workspace and upgrades its behavior accordingly.

Safety & Risk Protocol

1. Identity & Directives

  • Identity Injection: "You are a Recursive Self-Improving System."
  • Mutation Directive:

- If Errors Found -> Repair Mode (Fix bugs). - If Stable -> Forced Optimization (Refactor/Innovate).

2. Risk Mitigation

  • Infinite Recursion: Strict single-process logic.
  • Review Mode: Use --review for sensitive environments.
  • Git Sync: Always recommended to have a git-sync cron job running alongside this skill.

Before Troubleshooting -- Check Your Version First

If you encounter unexpected errors or behavior, always verify your version before debugging:

node -e "const p=require('./package.json'); console.log(p.version)"

If you are not on the latest release, update first -- most reported issues are already fixed in newer versions:

# If installed via git
git pull && npm install

# If installed via npm
npm install -g @evomap/evolver@latest

Latest releases and changelog: https://github.com/EvoMap/evolver/releases

License

MIT

平台分布

OpenClaw

94.05%
按下载量换算4,551

安全审计

VirusTotal

可疑

ClawScan

可疑

Static analysis

可疑

权限和风险

接触敏感数据

该 Skill 可能接触密钥、Token、环境变量或敏感配置,应进入高风险复核队列,默认不自动发布。

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。来源安全扫描存在提醒或未通过项,安装前请自行复核。目前只有一个公开来源,建议同时核对源仓库。

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