Useful AI
A fully dynamic MCP server exposing 200+ shared utility tools for AI agents. The tool list updates automatically based on real usage data, so your agent always has the most relevant tools without any…
Quick Start
# Connect this server (installs CLI if needed)
npx -y smithery mcp add useful-ai/useful-ai-mcp
# Browse available tools
npx -y smithery tool list useful-ai/useful-ai-mcp
# Get full schema for a tool
npx -y smithery tool get useful-ai/useful-ai-mcp useful_phone_number_parser
# Call a tool
npx -y smithery tool call useful-ai/useful-ai-mcp useful_phone_number_parser '{}'Direct MCP Connection
Endpoint: https://useful-ai-mcp--useful-ai.run.tools
Tools (27)
useful_phone_number_parser— Batch-parse messy phone numbers into E.164 format with country detection, validation, and mobile/landline type classifi…useful_batch_slug_generator— Batch-convert multilingual titles into collision-free URL slugs with ready-to-use SEO meta tags.useful_mock_data_generator— Generate hundreds of schema-compliant, internally consistent fake records from a JSON schema, seed, and row count.useful_password_policy_validator— Validate passwords against configurable policies with entropy, breach check, rule results, and strength score in one ca…useful_address_string_parser— Batch-parse freeform addresses into structured components with validation, abbreviation expansion, and canonical format…useful_temporal_expression_normalizer— Normalize any date range expression into ISO start/end dates and duration in months with confidence scoring.useful_phone_number_normalizer— Batch-validate, classify, and reformat phone numbers from any messy format into E.164 and local display formats.useful_color_contrast_fixer— Parse mixed CSS colors, compute WCAG contrast ratios, and output fixed compliant color pairs in one batch call.useful_contact_entry_parser— Batch-parse messy international phone numbers and addresses into structured E.164 phones, split address fields, and con…useful_batch_record_normalizer— Normalize mixed-format vendor records into canonical IDs, integer USD thresholds, and boolean eligibility in one batch …useful_logit_lens_simulator— Visualize how LLM predictions evolve layer by layer, revealing where confident errors crystallize in transformers.useful_prompt_x_ray— AI-powered structural analysis that dissects prompts into layers, finds conflicts, and reveals hidden failure modes.useful_token_attention_heatmap— Visualize token attention patterns and context fragmentation in your prompts with real semantic analysis.useful_certificate_chain_inspector— Parse X.509 certificates, display all fields, verify chain order, and flag expiring or weak certs.useful_ndc_batch_normalizer_and_formulary_validator— Batch-extract, zero-fill-normalize, and formulary-validate NDCs from mixed-format and composite SKU strings.useful_recurrence_rule_expander— Batch-parse mixed recurrence formats into canonical rules and expand them into concrete occurrence dates.useful_food_temperature_inspection_parser— Batch-parse messy inspection temp strings into structured F/C values with FDA compliance flags per context.useful_css_inline_tool— Inline CSS into HTML elements, expand shorthands, and flag un-inlineable selectors like :hover and @media.useful_income_narrative_batch_normalizer— Batch-parse caseworker income narratives into canonical monthly gross USD integers with component breakdowns and confid…useful_xml_schema_validator— Validate XML against XSD schemas, get structured error reports with line numbers and fix suggestions.useful_royalty_escalation_clause_parser— Batch-parse free-text royalty escalation clauses into sorted, validated JSON tier arrays with gap/overlap flags.useful_prompt_drift_detector— Detect how subtle prompt edits silently shift model behavior and alignment across iterations.useful_cross_source_field_reconciler— Reconcile fields, units, IDs, and types across mismatched data sources into one executable merge plan.useful_dispatch— Useful AI has 183+ tools beyond the named ones above. Describe any task involving data transformation, code generation,…useful— Useful AI has 183+ tools beyond the named ones above. Describe any task involving data transformation, code generation,…useful_suggest— Suggest a tool that should exist on the Useful AI platform but doesn't yet. The platform builds frequently requested to…suggest— Suggest a tool that should exist on the Useful AI platform but doesn't yet.
# Get full input/output schema for a tool
npx -y smithery tool get useful-ai/useful-ai-mcp License: MIT