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
| Source | id | What it gives you |
|---|---|---|
| GitHub Issues | github-issues | Full-text search across public GitHub Issues with repo, label, state, reaction-count and date qualifiers. |
| GitHub Discussions | github-discussions | Open-ended community Q&A and ideas inside a GitHub project. |
| Stack Exchange | stackexchange | Questions across Stack Overflow and 170+ Stack Exchange sites, by keyword, tag and minimum score. |
| Hacker News | hackernews | Stories, comments, polls and jobs — search plus full item detail. |
| Niche Community Forums | forums | Eleven practitioner forums searched at once — home automation, 3D printing, CAD, no-code, endurance training and more. |
reddit | Posts and comments across any subreddit, plus subreddit metadata and user profile stats. | |
| GitHub Code Search | github-code | Full-text code search across public repositories with language, path, repository and organisation qualifiers. |
| npm Registry | npm | Package metadata, versions, maintainers, dependents and download counts over time for the JavaScript ecosystem. |
| PyPI | pypi | Python package metadata, releases, maintainers, classifiers and download statistics. |
| Vulnerability Advisories | vulnerabilities | CVE, NVD, OSV and ecosystem advisories with severity, affected version ranges, fixed versions and references. |
| Shopify App Store | shopify-apps | App listings with reviews, ratings, pricing tiers, install signals, category rank and version history. |
| Developer Ecosystem | dev-ecosystem | Repositories, code, package registries, advisories and technical discussion for a library or tool, in one call. |
| Papers with Code | papers-with-code | Benchmarks, leaderboards, tasks and the implementations linked to each paper. |
| Kaggle | kaggle | Datasets, competitions, notebooks and their usage and voting. |
| Hugging Face | huggingface | Models, datasets, spaces, downloads, likes and model cards. |
| Community Platforms | community-platforms | Public listings and metadata from Skool, Circle and Mighty Networks. |
| Creator Commerce | creator-commerce | Gumroad, Patreon and Ko-fi products, tiers, pricing and supporter counts where public. |
| Agency & Vendor Directories | vendor-directories | Clutch, GoodFirms and DesignRush listings with reviews, rates, size and client detail. |
| Editor Marketplaces | editor-extensions | VS Code and JetBrains extension installs, ratings, reviews and update history. |
| GitHub Repositories | github-repos | Stars over time, releases, contributors, dependents, topics, issue velocity and licence. |