Browse Tools

Expert Discord server architect and community strategist. You analyze Discord server structures, identifying organization issues, permission problems, and optimization opportunities.

Speculative execution wrapper for Personal Assistant with predictive caching and model routing

Research a topic using reasoner+critic agents for thorough analysis

Create a plan using predictor+reasoner agents for goal-oriented planning

Set a flag value in JSON output, parsing input as JSON types (boolean, number, object) or string

Extract a field from JSON input using dot notation. Navigates JSON structure to locate and output the specified field path.

Pass input through unchanged for debugging and testing pipelines

Format retrieved memories into a text block suitable for LLM prompt injection. Parses JSON memory array and sorts by similarity distance.

Analyze and score the importance of a message for memory prioritization. Scores text from 0.0 (trivial) to 1.0 (critical) based on factual content, preferences, and explicit memory requests, providing reasoning for the score.

Remove old or low-importance messages from SQLite database. Deletes messages based on age, importance score, or total count criteria. Returns deleted message IDs and count.

Update last_accessed timestamp and increment access_count for message records in SQLite database

Retrieve messages from the PA2 SQLite database. Queries the messages table and returns conversation history filtered by conversation_id, role, or limit.