Context7
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Description from the maker (original English)
Double-blind talent marketplace: AIs search anonymous opted-in candidates; reveal on consent.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
You need
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Pick your app above. We remember it, so next time the button says “Install in …”.
Works in Claude on the web, desktop and mobile:
https://queryquarry.com/api/mcpRun this in your terminal
claude mcp add --transport http queryquarry https://queryquarry.com/api/mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"queryquarry": {
"url": "https://queryquarry.com/api/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"queryquarry": {
"type": "http",
"url": "https://queryquarry.com/api/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
ChatGPT connects only to servers on the internet:
https://queryquarry.com/api/mcpMenu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
We have not read this server’s tool list yet; we check endpoints in rotation.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 6, 2026
The registry name was verified with the GitHub account QueryQuarry, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Not checked yet; we check endpoints in rotation
Not checked yet; we check endpoints in rotation
Not checked yet; we read the tool list when we check the endpoint
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (1.0.0) reached the registry 4 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Context7, Codebase Memory, Exa
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Connect AI agents to Exa for web search, content fetching, and multi-step research.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
QueryQuarry MCP Server
The consent-based talent graph recruiters' AIs query directly.
Search an anonymous corpus of opted-in candidates in natural language — identity is revealed only when the candidate chooses to respond.
queryquarry.com · MCP docs · Blog · hello@queryquarry.com
QueryQuarry is a remote (hosted) MCP server for recruiters and sourcers. Instead of scraping or spraying InMails, your AI assistant queries a structured talent graph where every profile is explicitly opted in, candidates stay anonymous until they accept contact, and outreach happens through a double-blind escrow handshake.
https://queryquarry.com/api/mcp (streamable HTTP)/.well-known/mcp/server-card.jsonClaude (claude.ai / Claude Desktop): Settings → Connectors → Add custom connector → https://queryquarry.com/api/mcp
Any MCP client (via mcp-remote):
{
"mcpServers": { "queryquarry": { "command": "npx", "args": ["-y", "mcp-remote", "https://queryquarry.com/api/mcp"] } } }
On first use you'll be sent through OAuth to link your recruiter account.
| Tool | What it does |
|---|---|
search_candidates | Search the talent graph. Returns anonymous match cards — headline, skills, seniority, location, availability, salary range. Rich filters: skills, location, remote, seniority, employment type, salary, experience, work authorization, relocation. |
get_candidate | Evaluate one candidate in depth (full skills, experience, education) — still anonymous. Metered. |
request_contact | Reach out: you identify yourself, the candidate is notified and decides. If interested, they contact you quoting a one-time code. Metered. |
get_contact | Status of a contact request: sent, accepted, or declined. |
get_new_candidates | Profiles new or updated since a timestamp — your standing alert. |
save_candidate / get_watchlist | Watchlist management. |
get_corpus_stats | Aggregate corpus stats — counts, top skills, top locations. |
check_subscription | Your tier, limits, and usage. |
get_docs | The full reference, served to your AI. |
Full documentation: queryquarry.com/docs/mcp
search_candidates → anonymous match cards, ordered by recency.get_candidate → deeper evaluation, still no name or contact info.request_contact → the candidate is notified with your identity and message.Free accounts include an allowance of candidate reveals and contact requests. Paid plans: queryquarry.com/#pricing.
© 2026 QueryQuarry · This repository hosts documentation for the hosted MCP server; the service implementation is not open source.