SkillAgentSearch skills...

SmartHopper

Information about the Tool Manager (AITools)

Install / Use

npx skills add architects-toolkit/SmartHopper

Installs into whichever agent you are using.

About this skill
🤖

Devin Config

Devin AI agent config

Quality Score

44/100

Supported Platforms

Devin

Tags

Our assessment of SmartHopper

SmartHopper scores 44/100 on our quality scale, 4327th of 4,611 Development & Engineering skills we index.

Its Devin Config is 2.9 KB long, lightly structured (1 heading) and no code examples: a solid amount of guidance for an agent.

It has no GitHub stars yet, so there is no community track record; judge it on its content.

Substance
26/30
Structure
5/20
Description
8/15
Adoption
0/20
Freshness
5/15

Maintenance, license and trust

  • We could not determine when the repository was last updated.
  • Our last check on 2026-09-04 found the source still online.
  • No license is declared. By default that means all rights are reserved: you can read it, but reusing or redistributing it is not clearly permitted. Ask the author before building on it commercially.
  • Its trust signals score 68/100, with 3 cautions from licensing, adoption, age or documentation. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.

Safety scan

No issues found

Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands. An AI review of the same text found nothing harmful.

AI review by kimi-k2.7-code on 2026-10-27. Automated pattern scan on 2026-10-26. It catches known dangerous patterns, not every risk — read a skill before letting an agent act on it.

SmartHopper compared with similar skills

All 4 of these similar skills score higher than SmartHopper; compare them before choosing.

SkillScoreStarsUpdatedFormat
SmartHopper (this skill)by architects-toolkit440—Devin Config
taste-skillby Leonxlnx100110.8k1d agoCLAUDE.md
ai-job-searchby ai-job-search-dev10069.9ktodayCLAUDE.md
claude-howtoby luongnv8910046.6k2d agoCLAUDE.md
algorithmic-artby anthropics100177.9k44d agoSKILL.md

Frequently asked questions

How do I install SmartHopper?
Run npx skills add architects-toolkit/SmartHopper. The install tabs above show the steps for each supported agent.
Which AI agents does SmartHopper work with?
It is written for Devin, as a Devin Config file. Other agents that read the same format can often use it too.
Is SmartHopper safe to use?
Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands. An AI review of the same text found nothing harmful. It declares no license and scores 68/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
Is SmartHopper still maintained?
We could not determine when the repository was last updated.

trigger: model_decision description: Information about the Tool Manager (AITools)

AI tools

  • Purpose

    • Define AI-callable tools and a central manager to discover, register, and execute them.
    • Provide a safe, structured interface between model tool-calls and application functionality.
  • Core Types

    • AITool (AITool.cs)
      • Metadata: Name, Description, Category.
      • Parameters: ParametersSchema (JSON schema string).
      • Execution: Execute (Func<AIToolCall, Task<AIReturn>>).
      • Compatibility: RequiredCapabilities (AICapability) for upstream checks.
      • Enabled defaults to true; disabled tools are filtered out of provider tool lists and MCP exposure.
    • IAIToolProvider (IAIToolProvider.cs)
      • Contract for tool sets discoverable at runtime.
      • GetTools() returns an IEnumerable<AITool>.
    • AIToolManager (ToolManager.cs)
      • Static registry and runtime manager.
      • RegisterTool(AITool), GetTools(), ExecuteTool(AIToolCall), DiscoverTools().
  • Discovery & Registration

    • DiscoverTools() loads the SmartHopper.Core.Grasshopper assembly and scans the SmartHopper.Core.Grasshopper.AITools namespace.
    • Instantiates classes implementing IAIToolProvider, calls GetTools(), then RegisterTool() for each AITool.
    • Discovery runs once (guarded by _toolsDiscovered).
  • Execution Flow

    1. ExecuteTool(AIToolCall) ensures discovery and fetches the target tool.
    2. Validates the AIToolCall via toolCall.IsValid().
    3. Calls the tool's Execute(toolCall) delegate to get an AIReturn.
    4. Wraps the result in a manager-level AIReturn with Request = toolCall and SetBody(result.Body). Errors are captured in ErrorMessage.
  • Integration

    • Works with AIToolCall and AIReturn from AICall/.
    • Providers may use GetFormattedTools() (in AIProviders/) to expose tool function definitions to models.
    • RequiredCapabilities allows providers/models to filter tools based on model features (e.g., function-calling, JSON output).
  • Best Practices & Security

    • Keep Execute implementations side-effect aware; validate and sanitize parameters against ParametersSchema.
    • Prefer idempotent operations and clear error messages; log via Debug.WriteLine as shown in manager code.
    • Tool discovery is restricted to a trusted assembly/namespace to reduce supply-chain risk.
    • Avoid long-running or UI-thread operations in Execute unless explicitly marshaled to the Rhino UI thread when needed.
  • Typical Usage

    1. Implement IAIToolProvider in SmartHopper.Core.Grasshopper.AITools, return AITool instances.
    2. Each AITool defines metadata, JSON schema, and an async Execute.
    3. The AI model issues a tool call; the system constructs an AIToolCall.
    4. AIToolManager.ExecuteTool(toolCall) runs the tool and returns an AIReturn to the tool-calling loop.
    5. Do not call Execute(toolCall) directly in code; use AIToolCall.Exec() instead.

Related Skills

View on GitHub
GitHub Stars0
CategoryDevelopment
UpdatedNaNy ago
Forks0

Trust signals

68/100

From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.

2 medium1 low