skill_search

skill_search is a skill for Claude Code, Codex from wxwsm666/GenericAgent-v1-web. It costs 0 tokens per session (537 once invoked), scanned A, original, MIT.

A skill-search tool for finding relevant coding-agent skills from a collection of more than 105,000 entries using an English description of the task.

In plain words
What is it for?
Use it to search for skills such as Python email sending or Docker deployment through Python or the command line, optionally filtering by category or result count.
Why use it?
It reduces the time spent manually browsing a large skill catalogue and shows relevance, quality, match reasons, and warnings for each result.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Needs its repository: it reads a path above its own folder, which exists only inside the repository. The line is import sys; sys.path.append('../memory/skill_search').

Good fit Use it to search for skills such as Python email sending or Docker deployment through Python or the command line, optionally filtering by category or result count.

Compare 6 skills from other repositories ↓
Install

Getting it into your agent

It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.

Clone the repo
git clone --depth 1 https://github.com/wxwsm666/GenericAgent-v1-web
agentmods
npx agentmods add skills/wxwsm666/genericagent-v1-web/skill_search

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for skill_search

README.md
[![agentmods](https://agentmods.dev/badge/skills/wxwsm666/genericagent-v1-web/skill_search/github.svg)](https://agentmods.dev/skills/wxwsm666/genericagent-v1-web/skill_search)
Your own site
<a href="https://agentmods.dev/skills/wxwsm666/genericagent-v1-web/skill_search"><img src="https://agentmods.dev/badge/skills/wxwsm666/genericagent-v1-web/skill_search/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for skill_search

Your own site · 80×15
<a href="https://agentmods.dev/skills/wxwsm666/genericagent-v1-web/skill_search"><img src="https://agentmods.dev/badge/skills/wxwsm666/genericagent-v1-web/skill_search.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 0 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 537 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00000 $0.00537
Opus 5 $0.00000 $0.00269
Sonnet 5 $0.00000 $0.00107
Haiku 4.5 $0.00000 $0.00054

Measured 9d ago against content hash 081474022426, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

skill_search scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.

The scan reads SKILL.md. This mod also ships 3 executable files (skill_search/__init__.py, skill_search/__main__.py, skill_search/engine.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

memory/skill_search/SKILL.md · 64 lines

What it actually says

Skill Search — 105K 技能卡检索

从 105K+ 技能卡中语义搜索最匹配的 skill。零依赖,内置默认 API 地址,开箱即用。

最简调用

import sys; sys.path.append('../memory/skill_search')
from skill_search import search

results = search("python send email")  # ⚠️ 必须用英文查询,中文匹配效果极差
for r in results:
    s = r.skill
    print(f"[{r.final_score:.2f}] {s.name} — {s.one_line_summary}")
    print(f"  key: {s.key}  category: {s.category}  tags: {s.tags[:3]}")

API 签名

search(query, env=None, category=None, top_k=10) -> list[SearchResult]
#  env: 自动检测,一般不传
#  category: 可选过滤,如 "devops"
#  top_k: 返回数量,默认10

返回结构

SearchResult
  .final_score    float     综合评分 (0~1)
  .relevance      float     语义相关度
  .quality        float     质量分
  .match_reasons  list[str] 匹配原因
  .warnings       list[str] 警告
  .skill          SkillIndex ↓

SkillIndex (常用字段)
  .key              str       唯一标识/路径
  .name             str       名称
  .one_line_summary str       一句话摘要
  .description      str       详细描述
  .category         str       类别
  .tags             list[str] 标签
  .form             str       形式(sop/script/...)
  .autonomous_safe  bool      是否自主安全

CLI

python -m skill_search "python testing"
python -m skill_search "docker deployment" --category devops --top 5
python -m skill_search "git" --json
python -m skill_search --stats
python -m skill_search --env

配置

默认值 说明
API地址 http://www.fudankw.cn:58787 环境变量 SKILL_SEARCH_API 可覆盖
API密钥 无(可选) 环境变量 SKILL_SEARCH_KEY
Files

What ships with it

3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 9d ago First seen · 64 lines · 0 tokens per session scan A 081474022426

Subscribe to this mod's changes

skill_search is a skill published in the GitHub repository wxwsm666/GenericAgent-v1-web (13 stars, last pushed 4mo ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 537 tokens. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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