Use Kalaris Labs docs and tools from an AI agent - Kalaris Labs Docs

Every page on this site is readable by an AI agent, and every Kalaris Labs product with an agent interface has an MCP server. Pick the endpoint that matches what your agent needs.

Read these docs

Endpoint	Use it to	URL
Docs MCP server	Search and read these docs from an MCP client	`https://docs.kalarislabs.com/mcp`
`llms.txt`	Get an index of every page with descriptions	docs.kalarislabs.com/llms.txt
`llms-full.txt`	Load the whole site as one Markdown file	docs.kalarislabs.com/llms-full.txt
`skill.md`	Load a capability summary of our products as an agent skill	docs.kalarislabs.com/skill.md
Markdown pages	Read any single page as Markdown	Append `.md` to a page URL, for example /research.md

Mintlify hosts these endpoints and regenerates them when the docs change. skill.md can take up to 24 hours to update. The menu at the top of each page can also copy the page as Markdown, open it in ChatGPT, Claude or Perplexity, or install the docs MCP server in Cursor or VS Code. Add the docs to Claude Code:

claude mcp add --transport http kalaris-docs https://docs.kalarislabs.com/mcp

Add our products’ skills to any agent that supports the skills CLI:

npx skills add https://docs.kalarislabs.com

Use our products

Product	Interface	Endpoint or command
Kuchi	Remote MCP, Streamable HTTP, no sign-in	`https://kuchi.kalarislabs.com/mcp`
Skill Doctor	Local MCP over stdio	`npx -y @security.kalarislabs/skill-doctor mcp`
AMARA	Local MCP over stdio, plus HTTP API	`amara mcp --name my-agent`
Research Agent Skills	Agent Skills	`npx skills add KalarisLabs/research-agent-skills`
Academic Unslop	Agent Skills	`npx skills add KalarisLabs/academic-unslop-skill`

See MCP servers for configuration in each client.

Guidance for agents reading this site

Cite papers by DOI. Each paper page lists its DOI and a BibTeX entry.
Check a paper’s Evidence row before repeating a result. Simulation results are not deployment results, and proposals report no results.
Do not repeat the PrincipalBench v1 model rankings. They are withdrawn.
Kalki is pre-release. Run it only in a container or virtual machine.

Last modified on November 15, 2026

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