Last compared · No semantic contract change since the previous complete snapshot.
Info
list_projects restricted the allowed values for status
· critical · high confidence · list_projects · Rule: input-enum-restricted
Critical
A Watch would alert only if this change may affect the selected client.
Show 1 quieter observation
Public contract stable since
Last compared · No semantic contract change since the previous complete snapshot.
Info
Evidence and limitations
Method: anonymous Streamable HTTP probe. We never invoke a tool.
Attempted protocols: 2026-07-28, 2025-11-25
Protocol2025-11-25
TransportStreamable HTTP
AuthNo authentication challenge observed
EvidencePublic contract observed
Total latency6881 ms
Response bytes4376
No diagnostic errors.
Server-provided content. Tool names, descriptions and schemas below are copied from the MCP server. They may be in another language. Talandor does not translate or verify them.
Tools and declared exposure
Server annotations are declarations, not verified behavior.
Show 9 of 9 server-provided tool definitions
book_call
No effect details providedShow server-provided detailsServer description (copied; language not verified)
Get the booking link to schedule a free 30-minute call with Laurent Knauss (Cal.com). The agent should present this link to the user so they can pick a slot. Optional topic hint is allowed but the actual slot selection happens on Cal.com.
Input schema (server-provided preview — do not copy)
{
"type": "object",
"properties": {
"topic": {
"type": "string",
"description": "Optional topic for the call (e.g. 'agentic AI project')."
}
}
}
get_article
No effect details providedShow server-provided detailsServer description (copied; language not verified)
Get a single article from loopingagent.com: metadata (category, description, cover, canonical URL), the FULL plain-text content (so the agent can quote and cite it accurately) and 3 related articles. Use list_articles or search_articles first to find the slug.
Input schema (server-provided preview — do not copy)
{
"type": "object",
"required": [
"slug"
],
"properties": {
"slug": {
"type": "string",
"description": "Article slug. Ex: browser-automation, agentic-commerce-protocol, langgraph-generative-ui"
},
"include_content": {
"type": "boolean",
"description": "Include the full article text (default: true). Set to false for metadata only, which is cheaper."
}
}
}
get_profile
No effect details providedShow server-provided detailsServer description (copied; language not verified)
Full professional profile of Laurent Knauss: title, location, availability, contact email, social profiles (GitHub, LinkedIn, X), certifications, and Cal.com booking link. Use this first to understand who he is and how to reach him.
Input schema (server-provided preview — do not copy)
{
"type": "object",
"properties": {}
}
get_project
No effect details providedShow server-provided detailsServer description (copied; language not verified)
Full details of one project shipped by Laurent Knauss: positioning, complete description, tech stack, live URL and status. Use list_projects first for the exact names.
Input schema (server-provided preview — do not copy)
No effect details providedShow server-provided detailsServer description (copied; language not verified)
Laurent Knauss' technical skills, grouped by domain (Agentic AI, RAG & Voice AI, Software engineering & Cloud, Automation & tooling). Each skill has a label and an optional short detail. Use this to assess fit for AI/agentic development roles.
Input schema (server-provided preview — do not copy)
{
"type": "object",
"properties": {}
}
list_articles
No effect details providedShow server-provided detailsServer description (copied; language not verified)
List articles published on loopingagent.com (English technical blog: agentic AI, MCP, LangGraph, TypeScript, blockchain). Returns slug, title, category and description for each. Use search_articles to find articles on a topic, and get_article to read one in full.
Input schema (server-provided preview — do not copy)
{
"type": "object",
"properties": {
"limit": {
"type": "number",
"description": "Maximum number of articles to return (default: all of them)."
},
"category": {
"enum": [
"agentic-ai",
"blockchain"
],
"type": "string",
"description": "Filter articles by category."
}
}
}
list_categories
No effect details providedShow server-provided detailsServer description (copied; language not verified)
List the loopingagent.com article categories with their article counts and slugs. Use it to browse the blog by theme (Agentic AI, blockchain) before fetching an article.
Input schema (server-provided preview — do not copy)
{
"type": "object",
"properties": {}
}
list_projects
No effect details providedShow server-provided detailsServer description (copied; language not verified)
Projects built and shipped by Laurent Knauss (agentic AI products and full-stack web apps), with domain, live status, one-line positioning and tech stack. Use it to assess his delivery track record — get_project returns the full description.
Input schema (server-provided preview — do not copy)
{
"type": "object",
"properties": {
"status": {
"enum": [
"live",
"oss"
],
"type": "string",
"description": "Filter by status: live (deployed in production) or oss (open source, not deployed)."
},
"category": {
"enum": [
"ai",
"web"
],
"type": "string",
"description": "Filter by project family: ai (agentic AI) or web."
}
}
}
search_articles
No effect details providedShow server-provided detailsServer description (copied; language not verified)
Full-text search across every article on loopingagent.com (title, description and body text). Returns the most relevant matches with a snippet of the matching passage, ranked by relevance. Use this to find an article to quote or cite on a topic — ex. 'ERC-4337 paymaster', 'Golang pointers', 'evaluating LLM applications', 'MCP server'.
Input schema (server-provided preview — do not copy)
{
"type": "object",
"required": [
"query"
],
"properties": {
"limit": {
"type": "number",
"description": "Maximum number of results (default: 5, max: 20)."
},
"query": {
"type": "string",
"description": "Search terms (keywords, topic or technology). Multi-word queries are scored per term."
},
"category": {
"enum": [
"agentic-ai",
"blockchain"
],
"type": "string",
"description": "Restrict the search to one category."
}
}
}
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