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Tools and services that provide a limited set of features for free, with the option to upgrade for more advanced capabilities.
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Tools and services that allow users to try out their features for a limited time before committing to a paid plan.
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Software and tools that are available for free and can be modified or distributed by anyone.
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Tools and services that are available at no cost to users.
~/ai-directory$ ls
<desc>

Server-side tools for managing and deploying AI models and services.

</desc>

mcp-servers/ ls -la | more

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SEO AI (Google Ads Keyword Planner)

Connects AI systems to Google Ads Keyword Planner API for SEO automation through keyword research, SERP analysis, and competitor insights without leaving conversations.
๐Ÿ”— VISIT
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Sequential Story

Provides structured problem-solving tools through Sequential Story and Sequential Thinking approaches, enabling narrative-based or Python-implemented thought sequences with branching and visual formatting capabilities for enhanced memory retention.
๐Ÿ”— VISIT
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Sleep

Enables AI systems to introduce timed pauses in execution flow, supporting both stdio and SSE transport methods with configurable timeout limits for time-based coordination and rate limiting.
๐Ÿ”— VISIT
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Sonic Pi

Enables music creation and sound manipulation through Sonic Pi by sending OSC messages for playing notes with customizable synth parameters and executing arbitrary code.
๐Ÿ”— VISIT
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Spark Optimizer

Optimizes Apache Spark code by analyzing PySpark queries and applying performance enhancements for resource management, execution tuning, and query optimization, resulting in significantly faster job execution.
๐Ÿ”— VISIT