How do I use TorchV AIS MCP Server?

1. Click on "Deploy Server". 2. Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state. 3. In the chat, type @ followed by the MCP server name and your instructions, e.g., "@TorchV AIS MCP Server search the knowledge base for onboarding documents" That's it! The server will respond to your query, and you can continue using it as needed. Here is a step-by-step guide with screenshots.

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TorchV AIS MCP Server

Official

by torchv

Overview Schema Source Related Servers Discussions Admin

TypeScript

Remote

`@torchv-team/ais-mcp`

English | 中文

License MCP

🚀 TorchV AIS Knowledge Base MCP Server

A production-ready MCP server that enables read / write / edit / file transfer operations directly on the AIS enterprise knowledge base.

Related MCP server: Engineering Standards MCP Server

✨ Features

📚 Unified access to AIS knowledge base
🛠️ Full MCP toolchain (read / write / management)
⚡ One-command startup via npx
🔌 Supports both STDIO and HTTP (streamable) transports
🔐 Fine-grained permission control (readonly / write / admin)

🚀 Installation & Run

npx -y @torchv-team/ais-mcp

🔑 Required Configuration

Before starting, set the following environment variables:

export KB_EXECUTE_URL="https://bot.torchv.com"
export KB_TOKEN="your-token"

🌐 How to get `KB_EXECUTE_URL`

📌 Steps:

Open your AIS instance
Copy the site origin from the browser address bar

👉 Example:

https://bot.torchv.com

🔐 How to get `KB_TOKEN`

Recommended:

AIS → Admin Center → API Keys → Create Key

Temporary (not recommended for production):

Browser DevTools → Network → Inspect request → Copy token

⚙️ Optional Configuration

export KB_MODE="readonly"   # readonly | write | admin
export KB_TIMEOUT_SECONDS="30"
export KB_DEFAULT_REPO_CODE="TEAM_DOCS"
export KB_EXTRA_HEADERS_JSON='{"x-foo":"bar"}'

🛡️ Permission Levels

🟢 readonly → Read-only access
🟡 write → Allows write / upload / publish
🔴 admin → Full control (move / delete)

🧩 Run Modes

🖥️ STDIO Mode (Local MCP Client)

npm run build
node dist/cli.js

or:

npm run dev
npm run start

🌍 Streamable HTTP Mode

npm run build
node dist/cli.js \
  --transport streamable-http \
  --host 127.0.0.1 \
  --port 3000 \
  --path /mcp

or:

npm run dev:http
npm run start:http

📌 Parameters:

--transport streamable-http
--host 127.0.0.1
--port 3000
--path /mcp

🔌 Claude / Codex Configuration

STDIO

{
  "mcpServers": {
    "ais": {
      "command": "npx",
      "args": ["-y", "@torchv-team/ais-mcp"],
      "env": {
        "KB_EXECUTE_URL": "https://your-ais-domain",
        "KB_TOKEN": "your-token",
        "KB_MODE": "readonly"
      }
    }
  }
}

HTTP Mode

{
  "mcpServers": {
    "ais-http": {
      "type": "streamable-http",
      "url": "http://127.0.0.1:3000/mcp"
    }
  }
}

🛠️ Tooling Overview

📖 Read-only

kb_list_repos
kb_list_path
kb_tree
kb_search
kb_read_document
kb_render_link
kb_download_file
kb_get_download_link

✏️ Write

kb_write_document
kb_patch_document
kb_create_directory
kb_copy_document
kb_publish_document
kb_upload_file

🔧 Admin

kb_move_document
kb_delete_document

🧠 About AIS

AIS is TorchV’s core product — not just a traditional knowledge base, but:

🧠 An Enterprise AI Knowledge Engine

Core Capabilities

🔄 Transform scattered data → structured knowledge
🔍 Searchable
🧩 Governable
⚡ Composable
📈 Optimizable

🎁 Try AIS

📲 Contact us (CEO WeChat):

Available Tools

8 tools

kb_download_fileD

ParametersJSON Schema

Name	Required	Description	Default
`code`	Yes
`localPath`	Yes
`extractIs`	No
`overwrite`	No

TDQS

D1/5.0

Behavior1/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Tool has no description.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness1/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Tool has no description.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness1/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Tool has no description.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Tool has no description.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose1/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tool has no description.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines1/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Tool has no description.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

kb_get_download_linkD

ParametersJSON Schema

Name	Required	Description	Default
`code`	Yes
`extractIs`	No

TDQS

D1/5.0

Behavior1/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Tool has no description.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness1/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Tool has no description.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness1/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Tool has no description.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Tool has no description.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose1/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tool has no description.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines1/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Tool has no description.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

kb_list_pathD

ParametersJSON Schema

Name	Required	Description	Default
`path`	Yes
`sort`	No
`limit`	No

TDQS

D1/5.0

Behavior1/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Tool has no description.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness1/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Tool has no description.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness1/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Tool has no description.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Tool has no description.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose1/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tool has no description.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines1/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Tool has no description.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

kb_list_reposD

ParametersJSON Schema

Name	Required	Description	Default
`sort`	No
`limit`	No

TDQS

D1/5.0

Behavior1/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Tool has no description.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness1/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Tool has no description.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness1/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Tool has no description.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Tool has no description.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose1/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tool has no description.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines1/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Tool has no description.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

kb_read_documentD

ParametersJSON Schema

Name	Required	Description	Default
`code`	No
`name`	No
`range`	No
`head`	No
`tail`	No
`lineNumbers`	No

TDQS

D1/5.0

Behavior1/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Tool has no description.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness1/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Tool has no description.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness1/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Tool has no description.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Tool has no description.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose1/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tool has no description.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines1/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Tool has no description.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

kb_render_linkD

ParametersJSON Schema

Name	Required	Description	Default
`codes`	Yes

TDQS

D1/5.0

Behavior1/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Tool has no description.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness1/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Tool has no description.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness1/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Tool has no description.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Tool has no description.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose1/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tool has no description.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines1/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Tool has no description.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

kb_searchD

ParametersJSON Schema

Name	Required	Description	Default
`query`	Yes
`repoCode`	No
`path`	No
`file`	No
`docCode`	No
`codes`	No
`mode`	No
`topk`	No

TDQS

D1/5.0

Behavior1/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Tool has no description.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness1/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Tool has no description.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness1/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Tool has no description.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Tool has no description.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose1/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tool has no description.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines1/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Tool has no description.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

kb_treeD

ParametersJSON Schema

Name	Required	Description	Default
`path`	Yes
`depth`	No
`limit`	No

TDQS

D1/5.0

Behavior1/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Tool has no description.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness1/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Tool has no description.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness1/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Tool has no description.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Tool has no description.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose1/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tool has no description.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines1/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Tool has no description.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

8 tool updatesv0.1.4Apr 23, 2026
- First observedkb_download_file
- First observedkb_get_download_link
- First observedkb_list_path
- First observedkb_list_repos
- First observedkb_read_document
- First observedkb_render_link
- First observedkb_search
- First observedkb_tree

Deploy Server

One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

TDQS

D1.8/5.0

Scored 2026-04-23 03:00 across 8 tools

Disambiguation2/5

The tools have overlapping purposes that could cause confusion, particularly around file/document operations. For example, kb_download_file, kb_get_download_link, and kb_render_link all seem related to accessing files, but their specific distinctions are unclear without descriptions. Similarly, kb_list_path and kb_tree both appear to involve directory/file listing, creating ambiguity in tool selection.

Naming Consistency5/5

All tool names follow a perfectly consistent pattern: they all start with 'kb_' prefix and use snake_case throughout. This uniformity makes the tool set predictable and easy to parse, with no deviations in naming conventions across the eight tools.

Tool Count4/5

With 8 tools, the count is reasonable for a knowledge base or document management server. It's slightly on the higher side but still well-scoped, suggesting a focused domain without being overly sparse or bloated. The number aligns well with typical MCP server tool counts.

Completeness3/5

Inferring from tool names, the server seems designed for knowledge base operations (e.g., listing, reading, searching, downloading). However, there are notable gaps: there are no clear tools for creating, updating, or deleting content, which limits full CRUD coverage. The surface covers retrieval and listing well but misses modification capabilities, potentially causing agent workarounds.

Maintenance

ActivityInactive

ResponsivenessNo issues

Resources

Need Help?

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MIT

@torchv-team/ais-mcp

✨ Features

🚀 Installation & Run

🔑 Required Configuration

🌐 How to get KB_EXECUTE_URL

🔐 How to get KB_TOKEN

⚙️ Optional Configuration

🛡️ Permission Levels

🧩 Run Modes

🖥️ STDIO Mode (Local MCP Client)

🌍 Streamable HTTP Mode

🔌 Claude / Codex Configuration

STDIO

HTTP Mode

🛠️ Tooling Overview

📖 Read-only

✏️ Write

🔧 Admin

🧠 About AIS

Core Capabilities

🎁 Try AIS

Available Tools

Tool Schema Changelog

Maintenance

Resources

Related MCP Connectors

Related MCP Servers

`@torchv-team/ais-mcp`

🌐 How to get `KB_EXECUTE_URL`

🔐 How to get `KB_TOKEN`