{"$schema":"https://verifymcp.io/schemas/trust-report.json","schemaVersion":1,"license":{"name":"CC BY-NC 4.0","url":"https://creativecommons.org/licenses/by-nc/4.0/"},"generatedAt":"2026-11-05T18:24:36.839Z","url":"https://verifymcp.io/servers/pipeworx-io-unwrangle/pipeworx-mcp-unwrangle","markdownUrl":"https://verifymcp.io/servers/pipeworx-io-unwrangle/pipeworx-mcp-unwrangle.md","server":{"slug":"pipeworx-io-unwrangle","name":"Unwrangle","registryName":"io.github.pipeworx-io/unwrangle","description":"Unwrangle MCP — cross-retailer product + reviews data (unwrangle.com)","registryStatus":"active","deletedAt":null,"statusMessage":null,"liveness":"live","publisher":{"class":"unknown","claimed":false}},"component":{"slug":"pipeworx-mcp-unwrangle","type":"npm","identifier":"@pipeworx/mcp-unwrangle","withdrawn":false,"url":"https://verifymcp.io/servers/pipeworx-io-unwrangle/pipeworx-mcp-unwrangle","version":"0.2.0","transport":"stdio","scoredAt":"2026-11-05T04:04:06.605Z"},"score":{"total":82,"tier":"high trust","status":"scored","weekDelta":3,"history":[{"date":"2026-11-05","total":82},{"date":"2026-11-04","total":81},{"date":"2026-11-03","total":81},{"date":"2026-11-02","total":80},{"date":"2026-11-01","total":80},{"date":"2026-10-31","total":80},{"date":"2026-10-30","total":79},{"date":"2026-10-29","total":79}]},"categories":[{"name":"Supply Chain Security","score":100,"verdict":"pass","reasons":["No malware found by supply-chain analysis.","No known CVEs affecting this package version or its production dependencies.","No install/post-install scripts declared.","No production dependencies, so there is no dependency health to assess."],"codes":[{"code":"supplychain.malware_clean","args":{}},{"code":"cve.none","args":{}},{"code":"installscript.none","args":{}},{"code":"dephealth.no_dependencies","args":{"deps":"0","unhealthy":"0"}}]},{"name":"Provenance & Transparency","score":97,"verdict":"fail","reasons":["Source repository is publicly reachable at the declared URL.","Cryptographically verified build provenance (signed, bound to pipeworx-io/mcp-unwrangle).","Clear OSI-approved license (MIT).","Actively maintained (last published 6 days ago).","Disclosure check failed: no security disclosure policy was found in the source repository."],"codes":[{"code":"provenance.repo_verified","args":{}},{"code":"provenance.verified","args":{"repo":"pipeworx-io/mcp-unwrangle"}},{"code":"license.osi","args":{"spdx":"MIT"}},{"code":"maintenance.recent","args":{"age_days":"6"}},{"code":"disclosure.absent","args":{}}]},{"name":"Schema Quality & AI Usability","score":62,"verdict":"fail","reasons":["AI-judged instruction clarity (excellent).","Context-footprint check failed: tool/resource definitions use about 848 tokens (~282/item across 3 items; 3 tools + 0 resources), over budget; trim descriptions and params.","Usage-examples check failed: none of the tools include examples."],"codes":[{"code":"schema.ai_quality","args":{"band":"excellent"}},{"code":"schema.footprint_heavy","args":{"avg":"282","items":"3","tools":"3","tokens":"848","resources":"0"}},{"code":"schema.examples_absent","args":{}}]},{"name":"Stability & Change Management","score":23,"verdict":"partial","reasons":["Stability observed for 7 of 30 days with no destabilising changes; credit accrues until the full window elapses."],"codes":[{"code":"stability.building_history","args":{"days":"7"}}]},{"name":"Tool Coverage","score":100,"verdict":"pass","reasons":["100% of tools have a non-trivial description (not blank, and not just the tool's name).","100% of tool parameters carry a description."],"codes":[{"code":"toolquality.descriptions","args":{"pct":"100"}},{"code":"toolquality.param_docs","args":{"pct":"100"}}]},{"name":"Tool Safety","score":100,"verdict":"pass","reasons":["No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.","We read all 3 captured tool definition(s), and no name or description among them implies an irreversible operation.","An AI judge read all 4 captured unit(s) of tool text and found none that tries to manipulate the model reading it."],"codes":[{"code":"toolsafety.injection_clean","args":{}},{"code":"toolsafety.destructive_none","args":{"tools":"3"}},{"code":"toolsafety.manipulation_clean","args":{"units":"4","judged":"4"}}]},{"name":"Capabilities","score":100,"verdict":"pass","reasons":["Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28."],"codes":[{"code":"protocol.supported","args":{"latest":"2026-07-28","version":"2025-11-25"}}]}],"inconclusive":[],"malware":[],"components":[{"slug":"unwrangle-mcp","type":"remote","identifier":"https://gateway.pipeworx.io/unwrangle/mcp","withdrawn":false,"score":77,"current":false,"url":"https://verifymcp.io/servers/pipeworx-io-unwrangle/unwrangle-mcp","markdownUrl":"https://verifymcp.io/servers/pipeworx-io-unwrangle/unwrangle-mcp.md"},{"slug":"pipeworx-mcp-unwrangle","type":"npm","identifier":"@pipeworx/mcp-unwrangle","withdrawn":false,"score":82,"current":true,"url":"https://verifymcp.io/servers/pipeworx-io-unwrangle/pipeworx-mcp-unwrangle","markdownUrl":"https://verifymcp.io/servers/pipeworx-io-unwrangle/pipeworx-mcp-unwrangle.md"}],"facts":[{"label":"Registry","value":"npm"},{"label":"Package","value":"@pipeworx/mcp-unwrangle"},{"label":"Version","value":"0.2.0"},{"label":"Transport","value":"stdio"}],"install":{"available":true,"bundleSha256":null},"tools":[{"name":"unwrangle_product","title":null,"description":"Product detail from a retailer (Amazon/Target/Best Buy/Home Depot/Walmart/…). Returns title, brand, price, rating, availability. Pass the product `url` (works for any retailer), or for Amazon pass `id`/`asin`. Example: unwrangle_product({ retailer: \"amazon\", url: \"https://www.amazon.com/dp/B07ZPKN6YR\", _apiKey: \"your-key\" })","inputs":[{"name":"_apiKey","type":"string","required":true,"description":"Unwrangle API key (get one at unwrangle.com — $10 / 10k credits)."},{"name":"asin","type":"string","required":false,"description":"Alias for id (Amazon ASIN)."},{"name":"country_code","type":"string","required":false,"description":"Optional 2-letter country code (e.g. \"us\", \"uk\"). Defaults to \"us\" when using an id/asin."},{"name":"id","type":"string","required":false,"description":"Product id (Amazon ASIN) — alternative to url. Amazon: pair with country_code."},{"name":"retailer","type":"string","required":false,"description":"Retailer slug that selects the platform, e.g. \"amazon\", \"walmart\", \"target\", \"bestbuy\", \"homedepot\", \"lowes\", \"wayfair\", \"costco\", \"samsclub\", \"chewy\", \"tesco\", \"currys\". Defaults to \"amazon\"."},{"name":"url","type":"string","required":false,"description":"Product page URL (recommended — works across all retailers)."}],"outputs":[],"hasOutputSchema":false,"hasExamples":false,"tokenEstimate":293},{"name":"unwrangle_reviews","title":null,"description":"Reviews for a product on a retailer (Amazon/Target/Best Buy/…). Returns reviewer name, rating, title, text, date, verified-purchase flag. Pass the product `url` (or Amazon `id`/`asin`) and optional `page`. Reviews cost more credits than product/search. Example: unwrangle_reviews({ retailer: \"amazon\", url: \"https://www.amazon.com/dp/B07ZPKN6YR\", page: 1, _apiKey: \"your-key\" })","inputs":[{"name":"_apiKey","type":"string","required":true,"description":"Unwrangle API key (unwrangle.com)."},{"name":"asin","type":"string","required":false,"description":"Alias for id (Amazon ASIN)."},{"name":"country_code","type":"string","required":false,"description":"Optional 2-letter country code (default \"us\")."},{"name":"id","type":"string","required":false,"description":"Product id (Amazon ASIN) — alternative to url."},{"name":"page","type":"number","required":false,"description":"Page number of reviews (default 1)."},{"name":"retailer","type":"string","required":false,"description":"Retailer slug that selects the platform, e.g. \"amazon\", \"walmart\", \"target\", \"bestbuy\", \"homedepot\", \"lowes\", \"wayfair\", \"costco\", \"samsclub\", \"chewy\", \"tesco\", \"currys\". Defaults to \"amazon\"."},{"name":"url","type":"string","required":false,"description":"Product page URL to fetch reviews for (recommended)."}],"outputs":[],"hasOutputSchema":false,"hasExamples":false,"tokenEstimate":287},{"name":"unwrangle_search","title":null,"description":"Search a retailer (Amazon/Target/Best Buy/Home Depot/…) by keyword. Returns product name, brand, price, rating, url, id. Example: unwrangle_search({ retailer: \"amazon\", search: \"wireless earbuds\", page: 1, _apiKey: \"your-key\" })","inputs":[{"name":"_apiKey","type":"string","required":true,"description":"Unwrangle API key (unwrangle.com)."},{"name":"country_code","type":"string","required":false,"description":"Optional 2-letter country code (default \"us\")."},{"name":"page","type":"number","required":false,"description":"Page number of results (default 1)."},{"name":"retailer","type":"string","required":false,"description":"Retailer slug that selects the platform, e.g. \"amazon\", \"walmart\", \"target\", \"bestbuy\", \"homedepot\", \"lowes\", \"wayfair\", \"costco\", \"samsclub\", \"chewy\", \"tesco\", \"currys\". Defaults to \"amazon\"."},{"name":"search","type":"string","required":false,"description":"Search keywords, e.g. \"wireless earbuds\"."}],"outputs":[],"hasOutputSchema":false,"hasExamples":false,"tokenEstimate":214}],"toolsTruncatedAtCapture":false,"diagnostics":{"capturedAt":"2026-11-05T04:04:06.000Z","track":"package","endpoint":null,"declaredUrl":null,"truncated":false,"tls":null,"dnssec":null,"auth":null,"httpsRedirect":null,"transports":[],"provenance":{"outcome":"verified","label":"Verified","reason":"verified","reasonLabel":"Verified","discovery":"attestation_endpoint","discoveryLabel":"Registry attestation endpoint","sourceRepo":null,"attestationSkipped":null,"attestationSkippedLabel":null},"installScripts":[],"installScriptsTotal":null,"vulnerabilities":[],"vulnerabilitiesTotal":null,"dependencies":{"nodes":0,"partial":false,"deprecated":null,"stale":null,"noRepo":null}},"mismatches":[],"changelog":{"trackingSince":"2026-10-29","recent":[{"id":"chg_01a1a9e0-d572-73bb-819d-b576e67c2e45","kind":"score.total_changed","summary":"Trust score (81 → 82)","materiality":"functional","direction":"improvement","scoreDelta":1,"occurredOn":"2026-11-05","url":"https://verifymcp.io/servers/pipeworx-io-unwrangle/pipeworx-mcp-unwrangle#chg-chg_01a1a9e0-d572-73bb-819d-b576e67c2e45"},{"id":"chg_01a19f93-215f-720e-8f19-a8a025af2aeb","kind":"score.total_changed","summary":"Trust score (80 → 81)","materiality":"functional","direction":"improvement","scoreDelta":1,"occurredOn":"2026-11-03","url":"https://verifymcp.io/servers/pipeworx-io-unwrangle/pipeworx-mcp-unwrangle#chg-chg_01a19f93-215f-720e-8f19-a8a025af2aeb"},{"id":"chg_01a1901f-a55b-7b69-8ced-1e3df8a3c7db","kind":"score.total_changed","summary":"Trust score (79 → 80)","materiality":"functional","direction":"improvement","scoreDelta":1,"occurredOn":"2026-10-31","url":"https://verifymcp.io/servers/pipeworx-io-unwrangle/pipeworx-mcp-unwrangle#chg-chg_01a1901f-a55b-7b69-8ced-1e3df8a3c7db"},{"id":"chg_01a186dc-5697-7b1b-a7c7-1ce0c0f46c9b","kind":"score.first_scored","summary":"First indexed and scored","materiality":"functional","direction":"neutral","scoreDelta":null,"occurredOn":"2026-10-29","url":"https://verifymcp.io/servers/pipeworx-io-unwrangle/pipeworx-mcp-unwrangle#chg-chg_01a186dc-5697-7b1b-a7c7-1ce0c0f46c9b"},{"id":"chg_01a186b4-e91e-7106-aa1a-ad171c29f935","kind":"score.first_scored","summary":"First indexed and scored","materiality":"functional","direction":"neutral","scoreDelta":null,"occurredOn":"2026-10-29","url":"https://verifymcp.io/servers/pipeworx-io-unwrangle/pipeworx-mcp-unwrangle#chg-chg_01a186b4-e91e-7106-aa1a-ad171c29f935"}],"truncated":false,"feedUrl":"https://verifymcp.io/servers/pipeworx-io-unwrangle/pipeworx-mcp-unwrangle/changelog.json"},"links":{"html":"https://verifymcp.io/servers/pipeworx-io-unwrangle/pipeworx-mcp-unwrangle","markdown":"https://verifymcp.io/servers/pipeworx-io-unwrangle/pipeworx-mcp-unwrangle.md","changelogJson":"https://verifymcp.io/servers/pipeworx-io-unwrangle/pipeworx-mcp-unwrangle/changelog.json","changelogRss":"https://verifymcp.io/servers/pipeworx-io-unwrangle/pipeworx-mcp-unwrangle.xml","external":[{"label":"npm package","href":"https://www.npmjs.com/package/@pipeworx/mcp-unwrangle"},{"label":"Socket report","href":"https://socket.dev/npm/package/@pipeworx/mcp-unwrangle"},{"label":"Repository","href":"https://github.com/pipeworx-io/mcp-unwrangle"},{"label":"Website","href":"https://pipeworx.io/packs/unwrangle"}]}}