Achievement set generator: Create named achievements with clear unlock conditions.

Classroom Meeting agenda builder: Allocate a meeting duration across supplied topics. Tailored for classroom workflows.

Events Meeting agenda builder: Allocate a meeting duration across supplied topics. Tailored for events workflows.

Personal Meeting agenda builder: Allocate a meeting duration across supplied topics. Tailored for personal workflows.

Project Meeting agenda builder: Allocate a meeting duration across supplied topics. Tailored for project workflows.

Team Meeting agenda builder: Allocate a meeting duration across supplied topics. Tailored for team workflows.

Aggro range estimator: Estimate detection radius after visibility and alertness modifiers.

AI Answer Evaluation and Comparison: Score two sets of answers against customer references with normalized exact match and token F1. Up to 200 examples. These metrics do not verify factual truth. Local processing. Limits and retention: /ai-services.

Training Dataset Cleanup: Trim outer whitespace, reject empty records, remove exact duplicates and export JSONL. Up to 500 flat records; no semantic deduplication. Local processing. Limits and retention: /ai-services.

Training Dataset Quality Report: Check missing fields/labels, label imbalance, duplicate texts, conflicting labels and train/validation overlap. Up to 500 training and 500 validation records. Local processing. Limits and retention: /ai-services.

AI Document Search Preparation: Split up to 12000 characters of supplied plain text into overlapping chunks and produce MiniLM embeddings. Returns a portable search dataset; not a hosted database. Local processing. Limits and retention: /ai-services.

AI Structured Field Extraction: Extract up to five named fields from up to 1200 characters. Each value must be an exact source substring or null, with missing information left empty. Local processing. Limits and retention: /ai-services.

AI Structured Output Validation: Validate a JSON value against a documented schema subset: types, properties, required, items, enums and size/number limits. No external references or regex execution. Local processing. Limits and retention: /ai-services.

AI Search Result Reranking: Rank up to 20 passages by relevance to a query using a TinyBERT cross-encoder. Returns original indices and uncalibrated scores, with truncation disclosed. Local processing. Limits and retention: /ai-services.

Small Language Model LoRA Fine-Tuning: Train a downloadable SmolLM2-135M-Instruct LoRA adapter on 2..16 short prompt/completion examples. One epoch, 128 tokens per example including template. Small pilot job; no quality guarantee. Local processing. Limits and retention: /ai-services.

AI Synthetic Training Examples: Generate three short prompt/completion drafts from a task description and supplied reference. Local small-model output, explicitly unverified and requiring review. Local processing. Limits and retention: /ai-services.

AI Text Classification: Classify up to 1200 characters into one of 2..6 customer labels. Returns a label and brief rationale; no calibrated confidence claim. Local processing. Limits and retention: /ai-services.

AI Text Embeddings: Generate normalized 384-dimensional MiniLM embeddings for up to 32 texts, each up to 1000 characters. Token truncation is reported. Local processing. Limits and retention: /ai-services.

AI Text Summary: Summarize up to 1500 characters in a short paragraph. Local Qwen3 small-model inference; output requires review. Local processing. Limits and retention: /ai-services.

AI Crypto Token Verdict — 1 cent: Base token address → live selected-pool liquidity, trading activity, price changes, calculated caution flags and a short local-AI explanation. Includes JSON, HTML and a shareable SVG card with sources. 0.01 USDC; cache up to 60 seconds. Market commentary, not a security audit or investment recommendation.

Alien species names: Pronounceable species and civilization names for sci-fi settings.

Arena hazard generator: Create arena hazards with warning, active window, and counterplay.

Armor mitigation calculator: Estimate post-armor damage using a configurable mitigation curve.

Air quality observations - Category frequencies: Category frequencies for Air quality observations. Up to 200 supplied typed records. Local descriptive analytics; no enrichment or forecast. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded category frequencies report.

Air quality observations - Keyed dataset comparison: Keyed dataset comparison for Air quality observations. Up to 200 supplied typed records. Local descriptive analytics; no enrichment or forecast. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded keyed dataset comparison report.

Air quality observations - Two-measure correlation: Two-measure correlation for Air quality observations. Up to 200 supplied typed records. Local descriptive analytics; no enrichment or forecast. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded two-measure correlation report.

Air quality observations - Daily sum series: Daily sum series for Air quality observations. Up to 200 supplied typed records. Local descriptive analytics; no enrichment or forecast. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded daily sum series report.

Air quality observations - Exact row deduplication: Exact row deduplication for Air quality observations. Up to 200 supplied typed records. Local descriptive analytics; no enrichment or forecast. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded exact row deduplication report.

Air quality observations - Numeric distribution: Numeric distribution for Air quality observations. Up to 200 supplied typed records. Local descriptive analytics; no enrichment or forecast. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded numeric distribution report.

Air quality observations - Explicit missing-value fill: Explicit missing-value fill for Air quality observations. Up to 200 supplied typed records. Local descriptive analytics; no enrichment or forecast. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded explicit missing-value fill report.

Air quality observations - Grouped numeric summary: Grouped numeric summary for Air quality observations. Up to 200 supplied typed records. Local descriptive analytics; no enrichment or forecast. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded grouped numeric summary report.

Air quality observations - Equal-width histogram: Equal-width histogram for Air quality observations. Up to 200 supplied typed records. Local descriptive analytics; no enrichment or forecast. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded equal-width histogram report.

Air quality observations - Base-100 series: Base-100 series for Air quality observations. Up to 200 supplied typed records. Local descriptive analytics; no enrichment or forecast. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded base-100 series report.

Air quality observations - Duplicate key report: Duplicate key report for Air quality observations. Up to 200 supplied typed records. Local descriptive analytics; no enrichment or forecast. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded duplicate key report report.

Air quality observations - String normalisation: String normalisation for Air quality observations. Up to 200 supplied typed records. Local descriptive analytics; no enrichment or forecast. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded string normalisation report.

Air quality observations - IQR outlier flags: IQR outlier flags for Air quality observations. Up to 200 supplied typed records. Local descriptive analytics; no enrichment or forecast. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded iqr outlier flags report.

Air quality observations - Adjacent row changes: Adjacent row changes for Air quality observations. Up to 200 supplied typed records. Local descriptive analytics; no enrichment or forecast. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded adjacent row changes report.

Air quality observations - Date by category pivot: Date by category pivot for Air quality observations. Up to 200 supplied typed records. Local descriptive analytics; no enrichment or forecast. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded date by category pivot report.

Air quality observations - Record quality audit: Record quality audit for Air quality observations. Up to 200 supplied typed records. Local descriptive analytics; no enrichment or forecast. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded record quality audit report.

Air quality observations - Numeric interval filter: Numeric interval filter for Air quality observations. Up to 200 supplied typed records. Local descriptive analytics; no enrichment or forecast. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded numeric interval filter report.

Air quality observations - Trailing mean series: Trailing mean series for Air quality observations. Up to 200 supplied typed records. Local descriptive analytics; no enrichment or forecast. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded trailing mean series report.

Air quality observations - Numeric row ordering: Numeric row ordering for Air quality observations. Up to 200 supplied typed records. Local descriptive analytics; no enrichment or forecast. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded numeric row ordering report.

Air quality observations - Secondary-measure weighted mean: Secondary-measure weighted mean for Air quality observations. Up to 200 supplied typed records. Local descriptive analytics; no enrichment or forecast. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded secondary-measure weighted mean report.

Batch job resources - Category frequencies: Category frequencies for Batch job resources. Up to 200 supplied typed records. Local descriptive analytics; no enrichment or forecast. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded category frequencies report.

Batch job resources - Keyed dataset comparison: Keyed dataset comparison for Batch job resources. Up to 200 supplied typed records. Local descriptive analytics; no enrichment or forecast. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded keyed dataset comparison report.

Batch job resources - Two-measure correlation: Two-measure correlation for Batch job resources. Up to 200 supplied typed records. Local descriptive analytics; no enrichment or forecast. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded two-measure correlation report.

Batch job resources - Daily sum series: Daily sum series for Batch job resources. Up to 200 supplied typed records. Local descriptive analytics; no enrichment or forecast. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded daily sum series report.

Batch job resources - Exact row deduplication: Exact row deduplication for Batch job resources. Up to 200 supplied typed records. Local descriptive analytics; no enrichment or forecast. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded exact row deduplication report.

Batch job resources - Numeric distribution: Numeric distribution for Batch job resources. Up to 200 supplied typed records. Local descriptive analytics; no enrichment or forecast. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded numeric distribution report.

Batch job resources - Explicit missing-value fill: Explicit missing-value fill for Batch job resources. Up to 200 supplied typed records. Local descriptive analytics; no enrichment or forecast. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded explicit missing-value fill report.