Pricing

from $1.70 / 1,000 tools

MCP Tool Description Optimizer

Optimizes MCP tool descriptions and input schemas with scores, risks, rewrites, and warnings. Export data, run via API, schedule and monitor runs, or integrate with other tools.

Pricing

from $1.70 / 1,000 tools

Rating

0.0

(0)

Developer

Trove Vault

Actor stats

Bookmarked

Total users

Monthly active users

8 days ago

Last modified

Categories

Agents

MCP servers

toolName

Optional

Original MCP tool name

Type:string

optimizationGoal

Optional

Optimization goal used for this row

Type:string

originalDescription

Optional

Original tool description supplied in the input

Type:string

optimizedDescription

Optional

Deterministically rewritten tool description with purpose, use cases, avoid-when guidance, and required inputs

Type:string

descriptionScore

Optional

Description quality score from 0 to 100 after audit

Type:number

schemaClarityScore

Optional

Input schema clarity score from 0 to 100 after audit

Type:number

selectionRiskScore

Optional

Risk score from 0 to 100 where higher means agents are more likely to choose the wrong tool

Type:number

riskLevel

Optional

Low, medium, or high selection-risk label

Type:string

confusionRiskScore

Optional

Cross-tool confusion score from 0 to 100 based on overlap with other tools in the same input

Type:number

potentiallyConfusedWith

Optional

Other tools that may be confused with this tool, with similarity and pair-risk reasons

Type:array

crossToolWarnings

Optional

Warnings generated from cross-tool comparisons

Type:array

issues

Optional

Specific description and schema issues detected by deterministic rules

Type:array

changes

Optional

Specific rewrite and schema improvements made

Type:array

recommendedToolUseCases

Optional

Situations where an agent should choose this tool

Type:array

avoidWhen

Optional

Situations where an agent should avoid this tool

Type:array

warnings

Optional

Caveats about ambiguous semantics or missing schema evidence

Type:array

originalSchema

Optional

Original input schema supplied for the tool

Type:object

optimizedSchema

Optional

Schema with added titles, descriptions, constraints, and additionalProperties guidance where safe

Type:object

optimizedToolDefinition

Optional

Complete optimized MCP tool definition ready for review

Type:object

runId

Optional

Optional pipeline run ID copied from input

Type:string | null

processedAt

Optional

ISO timestamp when the tool was processed

Type:string

MCP Server Risk Auditor

trovevault/mcp-server-risk-auditor

Audits MCP server manifests for tool, permission, credential, prompt-injection, exfiltration, and execution risks. Export data, run via API, schedule and monitor runs, or integrate with other tools.

Trove Vault

Job Description Bias And Risk Auditor

trovevault/jd-bias-compliance-risk-auditor

Audits job descriptions for bias, pay transparency, location clarity, legal-risk signals, rewrites, and evidence. Export data, run via API, schedule and monitor runs, or integrate with other tools.

Trove Vault

Competitor Price Tracker

luis.pinto/competitor-price-tracker

Track competitor product prices on Amazon, Walmart, Shopify, Best Buy and more. Each run scrapes the latest prices and updates a Notion, Sheets, or Airtable table via Apify MCP Connectors. Export data, run via API, schedule and monitor runs, or integrate with other tools.

Luis Pinto

RapidAPI Scraper

yourapiservice/rapidAPI-scraper

Scrape and download API listings by category and collection from RapidAPI. Extract API names, descriptions, and other metadata using category-specific search queries. Export scraped data, run the scraper via API, schedule and monitor runs, and integrate with other tools seamlessly.

Your API Service

5.0

Sentiment Analysis Online Tool

tri_angle/sentiment-analysis-online-tool

Type in or paste text to get sentiment analysis evaluation using a tool with built-in AI model. Get the sentiment score (0 to 1) and classification (positive, negative, neutral) for each phrase. Export analyzed data, run this tool via API, schedule ad monitor runs or integrate with other tools.

Tri⟁angle

149

4.7

CRM Account Research Agent

trovevault/crm-account-research-agent

Enriches CRM accounts with firmographics, signals, fit scores, evidence URLs, and account briefs. Export data, run via API, schedule and monitor runs, or integrate with other tools.

Trove Vault

MCP Server Data Extractor — Extract Tool Schemas & Resources

yourwingman/mcp-server-data-extractor

Connect to any MCP server and extract tool schemas, resource definitions, and prompt templates. Essential for AI agent development, function calling setup, and LLM tool integration.

Wingman

TikTok Explore Scraper

clockworks/tiktok-explore-scraper

Extract data from TikTok explore categories including post, author, video, and music data. Export scraped data, run the scraper via API, schedule and monitor runs or integrate with other tools.

Clockworks

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4.1

SEO Fields Scraper

trovevault/seo-fields-scraper

Extracts website SEO metadata with titles, descriptions, canonicals, robots tags, headings, Open Graph fields, and audit issues. Export data, run via API, schedule and monitor runs, or integrate with other tools.

Trove Vault

UK Football Results & Tables

trovevault/uk-football-results-tables

Extracts UK football matches, scores, standings, teams, points, and rounds. Export data, run via API, schedule and monitor runs, or integrate with other tools.

Trove Vault