MCP server

Protoperfect Labs Official

io.protoperfect/labs

Checked 26 Oct 2026, 08:29 UTC · Connected to it and listed its tools

Search and read Protoperfect Labs research, documentation and glossary. Read-only.

Working at last checkVerified publisher: protoperfect.ioAbout 461 tokens per request once connected4 tools

https://protoperfect.io/api/mcp

At a glance

Type: MCP server
Publisher: protoperfect.io (verified by the MCP Registry)
Status: Working at last check
Tools: 4
Token cost: About 461 tokens per request
Sets up in: Claude Code, Claude Desktop, Codex, Gemini CLI, Cursor, VS Code, Antigravity, ChatGPT, OpenAI API, Grok
Last checked: 26 Oct 2026, 08:29 UTC

Opens the app, which shows the server and asks you to confirm. For other apps, copy the setup below.

Claude Code

claude mcp add --transport http labs https://protoperfect.io/api/mcp

Claude Desktop

Settings → Connectors → Add custom connector, and paste the URL.

Codex (config.toml)

[mcp_servers.labs]
url = "https://protoperfect.io/api/mcp"

Gemini CLI

{"mcpServers":{"labs":{"httpUrl":"https://protoperfect.io/api/mcp"}}}

Cursor

{"mcpServers":{"labs":{"url":"https://protoperfect.io/api/mcp"}}}

VS Code

{"servers":{"labs":{"type":"http","url":"https://protoperfect.io/api/mcp"}}}

Antigravity

agy mcp add labs https://protoperfect.io/api/mcp

ChatGPT

Settings → Apps & Connectors → Advanced settings: turn on Developer mode, then Create a connector and paste the URL. Which plans can do this varies.

OpenAI API (Responses tools)

{"type":"mcp","server_label":"labs","server_url":"https://protoperfect.io/api/mcp","require_approval":"always"}

Grok (xAI API tools)

{"type":"mcp","server_label":"labs","server_url":"https://protoperfect.io/api/mcp"}

define_term ~113 tokens
Return the Protoperfect glossary definition of a term (for example "Warranted Agency" or "Context Window"), with its category, related terms and the paper that covers it. Suggests close matches when there is no exact term.
get_document ~122 tokens
Return any public protoperfect.io page as Markdown: research papers, documentation, the glossary and its terms, the FAQ, Studio, Games, About and the legal pages. Pass a path such as /research/warranted-agency or a full protoperfect.io URL.
list_documents ~120 tokens
List public pages with their titles, URLs and summaries. Optionally limit to one section: research (papers and case studies), documentation (architecture, blueprints, glossary, FAQ) or company (home, Studio, Games, About and the other hand-built pages).
search_documents ~106 tokens
Search Protoperfect Labs research papers, documentation and blueprints. Every word of the query must appear. Returns up to 12 matches with the best-matching section and a snippet.

Vitextra Knowledge Base
Search and read Vitextra docs, product pages, how-to guides and FAQ.
Founder Ventures
Read-only search over the Founder Ventures library on bootstrapped SaaS, plus founder events.
Optionscanner
Free options calculators and the Optionscanner Learn library for any AI assistant. No account.
I2IDL Glossary of Digital Learning
Public read-only MCP access to digital learning concepts, semantic relationships, and citations.
THC Open Mindfulness MCP
Read-only mindfulness games, guided practices, research, glossary and PanchaVikas resources.
Australia Wide First Aid docs
Search and read Australia Wide First Aid's developer docs, policies and first aid library.
0xinsider
Read-only Polymarket sports and esports data: wallet grades on settled P&L, large trades, markets.
hangel
hangel (Turkiye): NGOs, events, volunteering, open grants, donation-linked stores and products.

[![AptLynx](https://aptlynx.net/badge/io.protoperfect/labs.svg)](https://aptlynx.net/servers/io.protoperfect/labs)

Listing text is written by the maker; AptLynx lists tools and does not vouch for them. Find another tool · Browse by topic · For agents