pulsemcp/aicatalog · v1.0.0
Also listed as mcp-registry/io.github.stroybatping/aicatalog · primary listing: mcp-registry/io.github.stroybatping/aicatalog
As of 2026-10-26 17:09 UTC, AICatalog is up with a Glimind reliability score of 83/100 (grade B). Over the last 30 days it answered 99.7% of Glimind's liveness checks. It had 35 outages in 90 days, with a median recovery of 6 minutes.
Search a Ukrainian catalog of 21,000+ AI tools, browse categories, and look up tool details.
Point your MCP client at this streamable_http endpoint: https://aicatalog.com.ua/api/v1/mcp
3 of 3 tool(s) carry no readOnlyHint/destructiveHint annotations.
Annotate read-only tools with {"readOnlyHint": true}. Agents and gateways can then run them without a confirmation prompt, and route around destructive ones. How to fix →
No tool declares an outputSchema.
Declare outputSchema and return structuredContent (MCP 2025-06-18+). Agents can then parse results without guessing, and chain tools reliably. How to fix →
Paste-ready definitions with the problems above fixed. Changes marked verify need a human look. All of them as JSON: /v1/readiness/pulsemcp%2Faicatalog/fixes
{
"name": "get_tool",
"description": "Get full details for one AI tool by its slug (as returned by search_ai_tools).",
"inputSchema": {
"type": "object",
"required": [
"slug"
],
"properties": {
"slug": {
"type": "string",
"description": "Tool slug, e.g. 'notion-ai'."
}
}
},
"annotations": {
"readOnlyHint": true
}
}{
"name": "list_categories",
"description": "List all AI-tool categories available in the catalog.",
"inputSchema": {
"type": "object",
"properties": {}
},
"annotations": {
"readOnlyHint": true
}
}{
"name": "search_ai_tools",
"description": "Search the AICatalog directory of 25,000+ AI tools by keyword. Returns matching tools with name, tagline, catalog URL and pricing.",
"inputSchema": {
"type": "object",
"required": [
"query"
],
"properties": {
"limit": {
"type": "integer",
"default": 10,
"description": "Max results (1-25)."
},
"query": {
"type": "string",
"description": "Search keywords, e.g. 'video editing'."
}
}
},
"annotations": {
"readOnlyHint": true
}
}Get an email or webhook when this server's readiness drops by 10+ points, tool-poisoning text appears, or a tool breaks:
curl -X POST https://glimind.com/v1/subscriptions -H 'content-type: application/json' -d '{"tools":["pulsemcp/aicatalog"],"email":"[email protected]"}'Agents: watch_tool({"toolId": "pulsemcp/aicatalog"}) over MCP.
search_ai_tools ~111 tokensget_tool ~70 tokenslist_categories ~40 tokensStatic checks of the advertised tools/list (schema, descriptions, annotations, tool-poisoning patterns, names, size) plus observed protocol, uptime, latency and contract changes. Read-only: no tool is ever called. Weights: schema 15, docs 20, safety 15, efficiency 15, compatibility 15, protocol 5, reliability 10, stability 5. Token counts are estimates (~3.6 characters per token).
Operator? Fix these, then re-check live. Embed the readiness badge:
[](https://glimind.com/server/pulsemcp%2Faicatalog?ref=badge)
<a href="https://glimind.com/server/pulsemcp%2Faicatalog?ref=badge"><img src="https://glimind.com/v1/readiness/badge/pulsemcp%2Faicatalog.svg" alt="MCP agent-readiness"></a>
.. image:: https://glimind.com/v1/readiness/badge/pulsemcp%2Faicatalog.svg :target: https://glimind.com/server/pulsemcp%2Faicatalog?ref=badge :alt: MCP agent-readiness
Glimind records every version of this server's tool definitions in a signed, append-only transparency log. Current manifest sha256:e8b4596b1a4fd176…, first seen 2026-10-17, included at leaf 2437 of 74,298. Version history · verify what your client received.
Compare: most reliable knowledge servers · most reliable search servers
Glimind tells agents whether a server is up right now and how to call it, then fails over to a live alternative when it isn't.
Claude Code
claude mcp add --transport http glimind https://glimind.com/mcp
Claude Desktop · Windsurf · Cline (mcpServers JSON)
{
"mcpServers": {
"glimind": {
"type": "http",
"url": "https://glimind.com/mcp"
}
}
}
As of 2026-10-26 17:09 UTC, AICatalog is up with a Glimind reliability score of 83/100 (grade B). Over the last 30 days it answered 99.7% of Glimind's liveness checks. It had 35 outages in 90 days, with a median recovery of 6 minutes.
AICatalog advertises 3 tools, including get_tool, list_categories, search_ai_tools.
Point your MCP client at this streamable_http endpoint: https://aicatalog.com.ua/api/v1/mcp
Glimind scanned all 3 tool definitions for tool-poisoning patterns — hidden or invisible characters, instructions that override the model, concealment from the user, requests to read credential or MCP config files, conversation exfiltration and cross-tool shadowing — and found none. This checks what the server tells the model, not what its code does; review the source before granting access to sensitive data.
Status page: 90-day uptime, every outage and how long it lasted.
Claim this listing to get the Verified operator marker, a remediation checklist and owner analytics, or embed the live badge from any of the tool pages above. Maintainers: alerts, deploy attestation and monthly reports.
Status is an automated estimate from Glimind's liveness checks (handshake and tool listing only; no tool is ever called) and may lag or differ from your network. Glimind is not affiliated with this server or its operator. Operator? Request a correction or opt out at https://glimind.com/opt-out.