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Product research MCP server

Bug reports, feature requests and lived complaints from the people using the thing.

Jobs this covers

  • What bugs do users hit with <library>?
  • What features are most requested in <project>?
  • What do developers get stuck on around <technology>?
  • Is this problem widespread or one loud voice?

Why this is hard without BedrockTap

GitHub search, Stack Exchange and forum APIs each rate-limit differently and return incompatible shapes.

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-product-research

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": "MCP server authentication problems",
    "sources": ["github-issues", "github-discussions", "stackexchange", "hackernews", "forums", "reddit", "github-code", "npm", "pypi", "vulnerabilities", "shopify-apps", "dev-ecosystem", "papers-with-code", "kaggle", "huggingface", "community-platforms", "creator-commerce", "vendor-directories", "editor-extensions", "github-repos"],
    "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

SourceidWhat it gives you
GitHub Issuesgithub-issuesFull-text search across public GitHub Issues with repo, label, state, reaction-count and date qualifiers.
GitHub Discussionsgithub-discussionsOpen-ended community Q&A and ideas inside a GitHub project.
Stack ExchangestackexchangeQuestions across Stack Overflow and 170+ Stack Exchange sites, by keyword, tag and minimum score.
Hacker NewshackernewsStories, comments, polls and jobs — search plus full item detail.
Niche Community ForumsforumsEleven practitioner forums searched at once — home automation, 3D printing, CAD, no-code, endurance training and more.
RedditredditPosts and comments across any subreddit, plus subreddit metadata and user profile stats.
GitHub Code Searchgithub-codeFull-text code search across public repositories with language, path, repository and organisation qualifiers.
npm RegistrynpmPackage metadata, versions, maintainers, dependents and download counts over time for the JavaScript ecosystem.
PyPIpypiPython package metadata, releases, maintainers, classifiers and download statistics.
Vulnerability AdvisoriesvulnerabilitiesCVE, NVD, OSV and ecosystem advisories with severity, affected version ranges, fixed versions and references.
Shopify App Storeshopify-appsApp listings with reviews, ratings, pricing tiers, install signals, category rank and version history.
Developer Ecosystemdev-ecosystemRepositories, code, package registries, advisories and technical discussion for a library or tool, in one call.
Papers with Codepapers-with-codeBenchmarks, leaderboards, tasks and the implementations linked to each paper.
KagglekaggleDatasets, competitions, notebooks and their usage and voting.
Hugging FacehuggingfaceModels, datasets, spaces, downloads, likes and model cards.
Community Platformscommunity-platformsPublic listings and metadata from Skool, Circle and Mighty Networks.
Creator Commercecreator-commerceGumroad, Patreon and Ko-fi products, tiers, pricing and supporter counts where public.
Agency & Vendor Directoriesvendor-directoriesClutch, GoodFirms and DesignRush listings with reviews, rates, size and client detail.
Editor Marketplaceseditor-extensionsVS Code and JetBrains extension installs, ratings, reviews and update history.
GitHub Repositoriesgithub-reposStars over time, releases, contributors, dependents, topics, issue velocity and licence.

Other capabilities