Vascue Public Knowledge Search

Name: Vascue Public Knowledge Search
Author: vascue-io

by vascue-ioversion 1.2.0i★ –iRuns in the cloud

Registry nameio.vascue/public-knowledge-search

Install

Overview

Description from the maker (original English)

Search Vascue's public healthcare-ops, insurance-claims and booking docs. Public content only.

PopNx MCP’s three pillars

These three are never merged into one score: opinions, measurements and popularity are different things.

User voiceiNo reviews yetReviews open together with accounts in a later step
Our basic checksi3 of 3 passedChecked from public information; code not scanned yet
UsageiNot measured yet★ –

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

Connection: Runs in the cloud
Transport: Streamable HTTP
Category: Search & AI memory

Install

Pick the AI app you use, then copy the settings.

Before you install

Basic checks: 3 of 3 passed
Runs on the maker’s server: what you ask it goes through their server.
Can do 1 things (tools) search
The registry lists no key to fill in.

You need

Runs in the cloudNothing to install; it connects over the internet

Which app do you use?

ClaudeClaude CodeCursorVS CodeChatGPT

Pick your app above. We remember it, so next time the button says “Install in …”.

Works in Claude on the web, desktop and mobile:

Open Settings → Connectors
Press Add custom connector
Paste the address below and press Add
If it asks you to sign in, sign in with the maker

https://www.vascue.io/mcp/search

Run this in your terminal

claude mcp add --transport http public-knowledge-search https://www.vascue.io/mcp/search

Open in Cursor

Or copy the settings yourself

Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json

{
  "mcpServers": {
    "public-knowledge-search": {
      "url": "https://www.vascue.io/mcp/search"
    }
  }
}

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.

Open in VS Code

Or copy the settings yourself

Paste into .vscode/mcp.json in your project

{
  "servers": {
    "public-knowledge-search": {
      "type": "http",
      "url": "https://www.vascue.io/mcp/search"
    }
  }
}

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:

Open ChatGPT on the web → Settings → Connectors (Apps)
Press Create or Add (some plans need Developer mode under Advanced first)
Paste the address below, give it a name and save
If it asks you to sign in, sign in with the maker

https://www.vascue.io/mcp/search

Menu 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.

What it can do

Tool names and descriptions exactly as the server reported them on Nov 7, 2026. The maker wrote them, not us; we show them as plain text.

search
Hybrid keyword + semantic search over the public pages of vascue.io: healthcare-operations guides, Vascue Front Desk for clinics, provider-side insurance-claims automation, practice-management integrations (two-way sync with Cliniko and Nookal; Jane, Mindbody, PracticeHub, HexaHe

Basic checksi

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 7, 2026

✓ Pass
Maker matches the repo
The registry name was verified against the domain vascue.io (the registry checks domain ownership)
… Not checked yet
Still maintained
We have not read this repo from GitHub yet
… Not checked yet
Has a licence
We have not read this repo from GitHub yet
✓ Pass
Endpoint responds
Responded in 360 ms (HTTP 200)
– Not applicable
Sign-in with OAuth
No sign-in needed
✓ Pass
No hidden instructions in tool descriptions
Read 1 tool descriptions and found no hidden instructions to the AI

Compared with others in Search & AI memoryi

More stars than 0% of the other 5662 servers in this category
Published to the registry more recently than 77% of the other 5662 servers in this category
Basic checks equal to or better than 100% of the other 5662 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is Vascue Public Knowledge Search safe?

It passed 3 of 3 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.

What keys or codes does it need?

The registry does not list a required key, though some servers ask you to sign in on first use.

Does it run on my computer or in the cloud?

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.

Is it still maintained?

The GitHub repo last changed –, and the latest version (1.2.0) reached the registry 11 days ago.

Which apps can use it?

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.

What can I use instead?

In the same category: Context7, Codebase Memory, Exa

Alternatives

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

Context7

by upstash

Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.

Computer or cloud★ 64,224MITUpdated yesterday

Install

Codebase Memory

by DeusData

Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.

Runs on your computer★ 48,148MITUpdated 21 days ago

Install

Exa

by exa-labs

Connect AI agents to Exa for web search, content fetching, and multi-step research.

Runs in the cloud★ 5,213MITUpdated 2 months ago

Install

README from the maker

Open the README

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.

Vascue Public Knowledge Search (MCP server)

A Model Context Protocol server that searches Vascue's public documentation: healthcare operations, Vascue Front Desk for clinics, provider-side insurance claims automation, practice-management integrations (two-way sync with Cliniko and Nookal; Jane, Mindbody, PracticeHub, HexaHealth, Halaxy, Clinicea, ClinicOffice, Semble, Plato Medical and JERA in progress), security, case studies and pricing.

It comes in two equivalent forms:

Hosted (always current): https://www.vascue.io/mcp/search - streamable HTTP, no authentication.
Self-contained (this repo): python server.py - local BM25 search over a bundled snapshot of the public pages (content/, refreshed per release with scripts/fetch_content.py). No network calls at runtime, so it also works offline and is what directory-built releases run.

Endpoint: https://www.vascue.io/mcp/search (streamable HTTP, no authentication)
Server card: https://www.vascue.io/.well-known/mcp/server-card.json
Registry name: io.vascue/public-knowledge-search
Operated by: Vascue Limited (ISO 27001 certified)

Public content only. This server indexes public product and educational pages. Never send patient information, claim documents, clinic credentials or booking requests to it. Agent-based clinic booking is a separate research pilot, not a public API.

Connect

Any MCP client that speaks streamable HTTP can connect to the endpoint directly.

Claude Code

claude mcp add --transport http vascue-search https://www.vascue.io/mcp/search

Cursor / Claude Desktop / other stdio-only clients (via mcp-remote)

"mcpServers": { "vascue-search": { "command": "npx", "args": ["-y", "mcp-remote", "https://www.vascue.io/mcp/search"] } } }

Self-contained local server (stdio; bundled snapshot, no network)

pip install -r requirements.txt

python server.py

Docker (builds the self-contained server)

docker build -t vascue-public-knowledge-search .

docker run -i --rm vascue-public-knowledge-search

Tools

One tool, search, in both forms: no authentication, read-only. The inputs differ between the hosted endpoint and the local server.

Hosted endpoint (`https://www.vascue.io/mcp/search`)

Hybrid (keyword + vector) search over Vascue's public pages. Returns matching excerpts with their canonical https://www.vascue.io/... URLs so answers can cite the source.

Input	Type	Notes
`query`	`string` (required)	Natural-language question or keywords, e.g. "how does Vascue handle insurance claim pre-authorisation".
`ai_search_options.retrieval.retrieval_type`	`"hybrid" \	"vector" \	"keyword"`	Default hybrid.
`ai_search_options.retrieval.max_num_results`	`integer` 1–50	Default 8.
`ai_search_options.retrieval.match_threshold`	`number` 0–1	Default 0.35.
`ai_search_options.retrieval.context_expansion`	`integer` 0–3	Neighbouring chunks to include.

Query rewriting and reranking are disabled server-side; the server returns source chunks only and never a generated answer, so nothing is presented as a Vascue statement without a citation. Rate limit: 60 requests per minute per client.

Example call:

{ "name": "search", "arguments": { "query": "Cliniko integration for Vascue Front Desk" } }

The endpoint is backed by a Cloudflare AI Search instance over the approved public Markdown export of vascue.io (the service descriptor at https://www.vascue.io/.well-known/ai-search.json states what is and is not indexed).

Local server (`server.py`)

BM25 keyword search over the bundled content/ snapshot. No network calls at runtime. Returns {"chunks": [...]}, each chunk with url, title, score (0–1, relative to the best match) and text.

Input	Type	Notes
`query`	`string` (required)	Natural-language question or keywords; 3–15 words, one topic per call.
`max_num_results`	`integer` 1–50	Default 8.

Example call:

{ "name": "search", "arguments": { "query": "Cliniko integration", "max_num_results": 5 } }

Development

docker build -t vascue-public-knowledge-search .

node scripts/smoke.mjs docker run -i --rm vascue-public-knowledge-search # initialize -> tools/list node scripts/smoke.mjs npx -y mcp-remote https://www.vascue.io/mcp/search --transport http-only

CI runs the same build and smoke test on every push and weekly, so the badge above doubles as an endpoint health indicator.

Directory build specs

Directories that build the server from source (e.g. Glama) run the self-contained form. Generated build images vary (uv-managed Python without pip, or a PEP 668 externally-managed system Python), so use an explicit venv:

Build steps: ["uv venv /opt/venv && uv pip install --python /opt/venv/bin/python -r requirements.txt"]
CMD: ["/opt/venv/bin/python", "server.py"]
No environment variables.

Where a normal pip exists, plain pip install -r requirements.txt + ["python", "server.py"] works too.

pip install -r requirements.txt

SMOKE_CALL_QUERY="Cliniko integration" node scripts/smoke.mjs python server.py # local server node scripts/smoke.mjs python bridge.py # stdio bridge to the hosted endpoint python scripts/fetch_content.py # refresh the content/ snapshot

Other machine-readable surfaces

https://www.vascue.io/llms.txt
https://www.vascue.io/openapi.json (public, read-only content API)
https://www.vascue.io/.well-known/agent-skills/index.json (agent skills; also at vascue-io/skills)

Licence

This repository (README, manifest, Dockerfile) is MIT licensed. The content served by the endpoint is Vascue's public website content.

Vascue Public Knowledge Search

Overview

PopNx MCP’s three pillars

What you can do with it

Install

Before you install

What it can do

Basic checksi

Maker matches the repo

Still maintained

Has a licence

Endpoint responds

Sign-in with OAuth

No hidden instructions in tool descriptions

Compared with others in Search & AI memoryi

Common questions

Alternatives

Context7

Codebase Memory

Exa

README from the maker

Vascue Public Knowledge Search (MCP server)

Connect

Tools

Hosted endpoint (https://www.vascue.io/mcp/search)

Local server (server.py)

Development

Directory build specs

Other machine-readable surfaces

Licence

Hosted endpoint (`https://www.vascue.io/mcp/search`)

Local server (`server.py`)