vs-chat

vs-chat is a skill for Claude Code, Codex from volcengine/SearchCLI. It costs 22 tokens per session (678 once invoked), scanned A, original, Apache-2.0.

A chat-testing tool for a conversational search application. It sends messages, keeps multi-message sessions connected, and checks what the search system retrieves and returns.

In plain words
What is it for?
Use it to test first messages and follow-up questions, inspect retrieval results, and verify session continuity in the Viking Chat environment.
Why use it?
It helps reveal whether search was triggered, whether useful results were found, and whether the application remembers earlier messages in a conversation.

Skill for Claude CodeCodex

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

Good fit Use it to test first messages and follow-up questions, inspect retrieval results, and verify session continuity in the Viking Chat environment.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/volcengine/searchcli/vs-chat
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-chat
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-chat

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

Your own site · 80×15
<a href="https://agentmods.dev/skills/volcengine/searchcli/vs-chat"><img src="https://agentmods.dev/badge/skills/volcengine/searchcli/vs-chat.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 22 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 678 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 $0.00022 $0.00678
Opus 5.5 $0.00009 $0.00271
Sonnet 5.5 $0.00004 $0.00136
Haiku 4.5 $0.00002 $0.00068

Measured 1mo ago against content hash 4bf0f55cb426, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

vs-chat 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-chat/SKILL.md · 54 lines

How it starts

The opening of the file, as written. The whole thing — 54 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Viking Chat

When to Use

Use this skill for conversational search requests, session continuity, multi-turn checks, retrieval verification, and response inspection.

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
  • the application is preferably already ready

Commands

  • chat run: send a conversational search request with full payload control
  • app status / app diagnose: confirm readiness before testing chat behavior

Workflow

  1. Check app status first and confirm the application is ready
  2. Use chat run for the first message
  3. If you need multi-turn behavior, pass session-id explicitly
  4. Use the full request payload when you need tighter control over the request
  5. If you request --format json, parse one JSON document; do not treat the output as NDJSON
  6. Summarize whether retrieval was triggered, whether relevant items were returned, and whether session continuity is preserved

Customer Environment Principle

  • In customer environments, assume repository source code is unavailable.
  • Execute tasks using only the installed skills, the packaged vs CLI surface (--help, command output, and observed runtime behavior), and explicit user-provided information.
  • Do not rely on reading local repository source files, generated repo snapshots, or implementation details to decide runtime actions.
  • If the installed CLI behavior conflicts with a skill, trust the installed CLI behavior first.
  • If the skills and the packaged CLI still do not provide enough information to proceed safely, stop and ask the user instead of searching source code.

Read the full file on GitHub · 54 lines

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 · +4 lines 4bf0f55cb426
  2. 1mo ago First seen · 50 lines · 22 tokens per session scan A 05588dc65a20

Subscribe to this mod's changes

vs-chat is a skill published in the GitHub repository volcengine/SearchCLI (1,189 stars, last pushed 5d ago), licensed Apache-2.0. It adds 22 tokens to every session and 678 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.