{"uid":"cap_kmu9yggx3PtMAZJcKmb5f","slug":"algorithmic-bias-scrubber-mcp-b0a634c3","name":"Algorithmic Bias Scrubber MCP","description":"The premier global index of 1,069 monetized MCP nodes across 205 specialized subdomains. Gasless USDC runtime settlements via x402 V2 Spec on Base L2. Save 95% token context.","url":"https://api.m2mcent.com/algorithmic-bias-scrubber-mcp/api/process?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":null,"responseSchema":{"type":"json","example":{"success":true}},"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.25","displayCostAsset":"USDC","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"probe","requiresHandshake":false,"reviewCount":0,"rating":{"score":"0.00","successRate":"0.00","reviews":0,"stars":null,"state":"unrated"},"availabilityStatus":"unknown","priceObserved":null,"sessionDeposit":null,"pricing":{"kind":"static","summary":"$0.25/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.25","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.25","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_9cZD7bL0n3smzWo2qYX84","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.25","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Analyzes and scrubs algorithmic bias from text or data inputs, returning a cleaned or bias-assessed version of the submitted content.","exampleAgentPrompt":"Can you run this AI-generated hiring recommendation through the algorithmic bias scrubber and give me back a cleaned, bias-free version? Here's the text: 'Candidates from top-tier universities with traditional backgrounds are strongly preferred.'","exampleUseCases":[{"title":"Bias audit of hiring algorithm output","prompt":"This job screening tool keeps producing outputs that seem to favor certain demographics — can you run this decision text through the bias scrubber and tell me what biased language it flags? Text: 'Male candidates with ivy-league degrees are ranked highest due to cultural fit.'"},{"title":"Fairness check for AI-generated product copy","prompt":"I want to make sure our AI-written product descriptions aren't subtly biased — please scrub this for algorithmic bias: 'This product is ideal for the busy working dad who wants to provide for his family.'"},{"title":"Cleaning biased language in automated loan decisions","prompt":"Our loan approval model generated this explanation and I'm worried it has biased phrasing — can you process it through the bias scrubber? Text: 'Applicants from certain zip codes are statistically less creditworthy and are deprioritized.'"}],"resultDescription":"Returns a processed version of the submitted text or data with algorithmic bias detected, flagged, or removed. The response likely includes the scrubbed/cleaned output string and potentially annotations or explanations of identified biases.","failureModes":["Empty or missing 'data' field returns a validation error","Excessively long input strings may be truncated or rejected","Ambiguous or highly domain-specific text may produce incomplete bias detection","Service unavailability returns HTTP 402 or 5xx if payment or upstream fails","Non-string inputs in the data field may cause parsing errors"],"whenToPreferThis":"Choose this endpoint when you need automated detection and removal of algorithmic or language bias from text, model outputs, or decision strings — particularly in AI fairness, hiring, lending, or content moderation workflows. Prefer it over general-purpose LLM prompts for bias review when you need a consistent, payable, auditable pipeline step for bias scrubbing.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-16T06:55:00.098Z","isFirstParty":false,"canonicalSlug":"algorithmic-bias-scrubber-mcp-b0a634c3"}