Software review mining MCP server

Pull structured SaaS and software reviews across G2, Capterra, Trustpilot, app stores and Amazon.

Jobs this covers

Give me every 1–2 star review of <product> since <date>.
What are the top complaints, ranked by frequency?
Compare sentiment across platforms for the same product.
Extract feature requests hiding inside reviews.

Why this is hard without BedrockTap

Every review platform blocks direct fetches and none of them expose a public search API worth the name.

If you are an agent reading this

This is an MCP server. Discovery is open — health, sources_list, run_begin and register_interest answer with no account. The data tools run against an account and need a token. Nothing here fabricates data.

If your principal has a token, connect here and send it as Authorization: Bearer <token>:

https://api.bedrocktap.com/mcp

If they do not, it takes about a minute and the free tier needs no card. Sign in at app.bedrocktap.com and mint one at app.bedrocktap.com/dashboard/tokens. Sign-in is Google only, so a human has to do it.

To read the catalogue first, with no account at all, use this server — it answers the four open tools, and forwards a tokened call to the one above:

https://bedrocktap.com/mcp

If you can only fetch URLs, say what you need. One request, no auth, no side effects:

GET https://bedrocktap.com/a/probe?need=<what+you+are+trying+to+do>&src=domain-review-mining

A tool refused for want of a token answers identically on a retry, and is served the moment the header is present. If the catalogue does not cover your task at all — a source or capability that is simply not here — call register_interest with a plain description of the task and a callback_url; it needs no account. Full instructions: /agents.md. Every page here has a markdown twin — append .md to any path, or send Accept: text/markdown.

How an agent would call it

{
  "tool": "search",
  "arguments": {
    "query": "reviews of a B2B scheduling tool mentioning onboarding",
    "sources": ["g2", "trustpilot", "app-store-reviews", "software-reviews", "capterra", "amazon", "trustradius", "gartner-peer-insights", "yelp", "shopify-apps", "glassdoor", "reviews-all", "getapp", "sourceforge", "alternativeto", "tripadvisor", "booking-reviews", "bbb", "steam-reviews", "metacritic", "goodreads", "chrome-store", "wordpress-plugins", "atlassian-marketplace", "appexchange"],
    "runId": "<from run_begin>"
  }
}

This runs against an account — send Authorization: Bearer <token> with the call. Get one at app.bedrocktap.com/dashboard/tokens; the free tier needs no card.

Sources behind this capability

Source	id	What it gives you
G2 Reviews	`g2`	B2B software reviews with review body, star rating, reviewer role and job title, date and permalink.
Trustpilot Reviews	`trustpilot`	Consumer and e-commerce business reviews: full text, star rating, reviewer name, date and permalink.
App Store Reviews	`app-store-reviews`	Reviews from the Apple App Store, Google Play and the Microsoft Store in one call.
Cross-Platform Software Reviews	`software-reviews`	Reviews aggregated across five B2B review platforms in one run, under a single unified schema.
Capterra Reviews	`capterra`	Small-business software reviews with pros and cons split out and the reviewer’s job title.
Amazon Products	`amazon`	Product search, details, offers, best sellers, deals and seller info across Amazon marketplaces.
TrustRadius Reviews	`trustradius`	Enterprise software reviews with detailed use-case context, company size, and explicit pros and cons per reviewer.
Gartner Peer Insights	`gartner-peer-insights`	Verified enterprise reviews segmented by deployment size, industry and region, with rating breakdowns per capability.
Yelp Reviews	`yelp`	Local business reviews, ratings, attributes, categories, hours and photos.
Shopify App Store	`shopify-apps`	App listings with reviews, ratings, pricing tiers, install signals, category rank and version history.
Glassdoor	`glassdoor`	Employer reviews with pros, cons and advice to management, plus salary reports, interview accounts and CEO approval.
All Review Platforms	`reviews-all`	One product, every supported review platform, with ratings and review text under one schema.
GetApp & Software Advice	`getapp`	SMB software reviews, category grids and feature comparisons.
SourceForge Reviews	`sourceforge`	Open-source and SMB tool reviews, downloads and project metadata.
AlternativeTo	`alternativeto`	What users say they switch to, ranked, with stated reasons and platform filters.
TripAdvisor Reviews	`tripadvisor`	Hotel, restaurant and attraction reviews with traveller segment, rating and photos.
Accommodation Reviews	`booking-reviews`	Guest reviews and rating breakdowns from major accommodation platforms, tied to verified stays.
Consumer Complaint Bureaus	`bbb`	BBB, Sitejabber and ResellerRatings complaints, ratings, resolutions and response behaviour.
Steam Reviews	`steam-reviews`	Game reviews with playtime at review, recommendation, refund window and helpfulness votes.
Critic Aggregators	`metacritic`	Metacritic, OpenCritic and Rotten Tomatoes scores with critic and audience splits and review text.
Goodreads Reviews	`goodreads`	Book ratings, review text, shelving behaviour and reader counts.
Chrome Web Store	`chrome-store`	Extension listings with reviews, install counts, permissions, version history and developer.
WordPress Directory	`wordpress-plugins`	Plugin and theme listings with active installs, ratings, support threads and update cadence.
Atlassian Marketplace	`atlassian-marketplace`	App listings with reviews, pricing, install base bands and vendor detail.
Salesforce AppExchange	`appexchange`	Listing reviews, category position, pricing model and provider detail.