
Visprobe
io.github.CloudCorpRecordsPublished by GitHub account CloudCorpRecordsv0.1.0Updated Nov 3, 2026
AI-visibility audit: AI crawler access, identity files, page signals, hosted analysis.
Overview
Visprobe's local MCP server; no sign-in required; STDIO.
No AI overview yet: these facts come from the registry entry and the server itself.
Installation
In SourceWeft
- Open Visprobe in the dashboard and add it to a workspace.
- Enable the server for the chats that should use its tools.
Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.
Other MCP clients
Follow the launch instructions in the repository.
README
visprobe
How does an answer engine see your site? visprobe reads a site
the way one does — the crawler policy in robots.txt, the
identity files an engine looks for, the signals in the page
itself — and, through the hosted analyzer, whether Claude,
ChatGPT, Gemini and Perplexity actually name the site.
Three tools run entirely on your machine; seven forward to the
hosted analyzer at https://inite.ai/api/mcp/analyzer.
Local tools (no account)
check_ai_access(url)— which AI crawlersrobots.txtlets in, split into the answer-engine crawlers (they fetch a page to answer a live question) and the training crawlers. Blocking the first kind is what makes a site invisible; blocking the second costs nothing. The robots rules are applied properly: the most specific user-agent group wins, the longest matching rule wins,Allowbreaks a tie.check_identity_files(url)— which of the ten identity files exist at the site root:/llms.txt,/llms-full.txt,/ai.txt,/ai.json,/identity.json,/agent.json,/.well-known/ai.json,/.well-known/llms.txt,/.well-known/agent.json,/.well-known/ai-plugin.json. A file exists when it is served with a 2xx status.check_page_signals(url)— the page's title, meta description, canonical, hreflang alternates, and the Schema.org types in its JSON-LD.
Remote tools (hosted analyzer)
check_identity(url)— the identity reading with a score out of 100 and what it says to fix. No model asked.visibility_fixes(url)— the fix plan, most important first.compare_sites(url, other)— your site and a competitor's, read the same way, side by side.visibility_history(url)— how the reading moved over time.analyze_site(url)— starts the audit that also asks the answer engines; returns arun_id.get_analysis(run_id)— progress, then the score out of 100 and what to fix first.my_reports()— signed in: your audits, newest first.
Remote calls are forwarded as JSON-RPC tools/call to the
analyzer endpoint. Set INITE_MCP_URL to point at a different
endpoint and INITE_TOKEN to send a Bearer token. Without an
account the open tools answer under a per-address allowance
(two a day, per the upstream service's terms).
CLI
Output is the report as JSON. Exit codes: 0 on success, 1
on a runtime error (including an unreachable site), 2 on a
usage error.
MCP server
MCP client config:
Docker
Development
License
MIT — Copyright (c) 2026 Rene Turcios
Source: README.md at commit de8fde5
Tools
0Version history
1- v0.1.0LatestNov 3, 2026
Score
50% of the applicable checks met
How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.
- Reached in the last 30 days25 pts
Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.
- Auth declared10 pts
Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.
- Tools listed15 pts
Answer tools/list without a credential, or ship a package that starts in a sandbox without one.
- DescriptionRequired15 pts
- Logo10 pts
- Documentation15 pts
- License10 pts