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ai-ml-api-automation

Automate AI ML API tasks via Rube MCP (Composio). Always search tools first for current schemas.

64

50.00x
Quality

46%

Does it follow best practices?

Impact

100%

50.00x

Average score across 3 eval scenarios

SecuritybySnyk

Passed

No known issues

Optimize this skill with Tessl

npx tessl skill review --optimize ./composio-skills/ai-ml-api-automation/SKILL.md
SKILL.md
Quality
Evals
Security

Evaluation results

100%

100%

Automate Sentiment Analysis of Customer Feedback

Core workflow sequence and tool execution pattern

Criteria
Without context
With context

Search before execute

0%

100%

Search use_case parameter

0%

100%

Connection check step

0%

100%

ACTIVE status verified

0%

100%

memory parameter present

0%

100%

Session ID generated

0%

100%

Session ID reused

0%

100%

Tool slug from search

0%

100%

Correct execute tool

0%

100%

Schema-compliant args

0%

100%

100%

100%

Onboarding Guide for AI ML API Automation Toolkit

Setup, onboarding, and MCP configuration

Criteria
Without context
With context

Correct MCP endpoint

0%

100%

No API keys required

0%

100%

Verify with RUBE_SEARCH_TOOLS

0%

100%

RUBE_MANAGE_CONNECTIONS for ai_ml_api

0%

100%

ACTIVE status check

0%

100%

Auth link follow-up

0%

100%

RUBE_SEARCH_TOOLS in starter workflow

0%

100%

schemaRef handling

0%

100%

Session ID in starter workflow

0%

100%

Correct toolkit identifier

0%

100%

100%

93%

Bulk Image Classification Pipeline for Product Catalog

Bulk operations and pagination handling

Criteria
Without context
With context

RUBE_SEARCH_TOOLS first

0%

100%

Bulk tool used

0%

100%

run_composio_tool in bulk

0%

100%

Pagination check

0%

100%

Pagination loop

0%

100%

schemaRef handling

0%

100%

Connection check

0%

100%

Session ID reuse

0%

100%

memory parameter present

100%

100%

Bulk over sequential justification

50%

100%

Repository
ComposioHQ/awesome-claude-skills
Evaluated
Agent
Claude Code
Model
Claude Sonnet 4.6

Table of Contents

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