vs-search

vs-search is a skill for Claude Code, Codex from volcengine/SearchCLI. It costs 27 tokens per session (2,288 once invoked), scanned A, original, Apache-2.0.

A guide for checking and troubleshooting search requests and the scenes that control how an application searches. Here, a scene is a saved search configuration, while runtime settings apply only to one request.

In plain words
What is it for?
Use it to verify queries, inspect or update search scenes, check online results, diagnose recall and ranking issues, and update detailed serving controls. It requires an application ID and may require a scene ID for edits.
Why use it?
It helps separate permanent search-configuration problems from temporary request settings. It also helps explain why results are missing, ranked unexpectedly, or unavailable because the application is not ready.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: mentions Codex.

Good fit Use it to verify queries, inspect or update search scenes, check online results, diagnose recall and ranking issues, and update detailed serving controls. It requires an application ID and may require a scene ID for edits.

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Install with agentmods
npx agentmods add skills/volcengine/searchcli/vs-search
About the project

SearchCLI is a command-line interface for connecting agent or business systems to Volcengine’s search, recommendation, and conversational-retrieval services. It is for developers who need to onboard data, build and test retrieval workflows, adjust search strategies, inspect poor results, and verify changes. Its catalogue entries provide installable skills for operating these workflows.

volcengine/SearchCLI · 1,189 stars · on GitHub

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add volcengine/SearchCLI --skill vs-search
Clone the repo
git clone --depth 1 https://github.com/volcengine/SearchCLI

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 vs-search

README.md
[![agentmods](https://agentmods.dev/badge/skills/volcengine/searchcli/vs-search/github.svg)](https://agentmods.dev/skills/volcengine/searchcli/vs-search)
Your own site
<a href="https://agentmods.dev/skills/volcengine/searchcli/vs-search"><img src="https://agentmods.dev/badge/skills/volcengine/searchcli/vs-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 vs-search

Your own site · 80×15
<a href="https://agentmods.dev/skills/volcengine/searchcli/vs-search"><img src="https://agentmods.dev/badge/skills/volcengine/searchcli/vs-search.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 27 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,288 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. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
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 $0.00027 $0.02288
Opus 5.5 $0.00011 $0.00915
Sonnet 5.5 $0.00005 $0.00458
Haiku 4.5 $0.00003 $0.00229

Measured 1mo ago against content hash 0dd734c3aaaa, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

vs-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 1mo ago.

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.

skills/vs-search/SKILL.md · 105 lines

How it starts

The opening of the file, as written. The whole thing — 105 lines — stays where its author put it; the contents beside it link to each section on GitHub.

When to Use

Use this skill for:

  • search query verification
  • search scene inspection and updates
  • online result checks
  • recall or ranking issue diagnosis
  • separating persistent scene config from request-only runtime parameters
  • fine-grained operations / serving-controls updates, including query-specific search rules

If the user wants automated batch evaluation or similarity tuning across many queries and strategies, use vs-search-tuning instead.

Version Check

Before starting this skill workflow, run vs version check --json. Continue only when status is up-to-date. If status is update-available, stop and tell the user to update the cloned vs repository, then run git pull --ff-only, bash ./scripts/install.sh, and bash ./scripts/install-skills.sh all --target auto --force (PowerShell: scripts/install.ps1 and scripts/install-skills.ps1). If the status is unknown, stop and report that the CLI version could not be verified.

Preconditions

  • an application-id is available
  • if you will edit a scene, you should preferably know the scene-id
  • for fresh apps, be prepared for the runtime not to be ready yet
  • the agent should treat the installed CLI behavior as authoritative when help text, skill text, and runtime behavior disagree

Scope

Before changing anything, decide whether the user wants:

  • a persistent search strategy change
  • a temporary runtime verification
  • a readiness diagnosis for a failing app

This skill stays at the search workflow level. Do not embed low-level API field mappings, payload design, or enum interpretation here. When a concrete command needs exact parameters, first consult vs-product-qa and the matching API reference. For search scene update, the authoritative scene publish contract is vs-product-qa/references/api-references/control-plane/scene/PublishSearchSceneV2.md.

Commands

  • search run: send a production-style search request
  • search scene create / search scene list / search scene get: manage search scenes
  • search scene update: update scene configuration
  • app status / app diagnose: inspect readiness before blaming the query

Read the full file on GitHub · 105 lines

Files

What ships with it

1 file 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. 1mo ago Changed 0dd734c3aaaa
  2. 1mo ago Changed · +2 lines c849e615dfc2
  3. 1mo ago Changed · +14 lines 2081cf2eb6d6
  4. 1mo ago First seen · 89 lines · 27 tokens per session scan A 5d341e772fcc

Subscribe to this mod's changes

vs-search is a skill published in the GitHub repository volcengine/SearchCLI (1,189 stars, last pushed 3d ago), licensed Apache-2.0. It adds 27 tokens to every session and 2,288 once invoked, about $0.0001 per session on Opus 5.5. 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.