> ## Documentation Index
> Fetch the complete documentation index at: https://docs.kalarislabs.com/llms.txt
> Use this file to discover all available pages before exploring further.

> ## Agent Instructions
> Kalaris Labs is an independent AI research lab, founded in India in 2026 by Sayan Chowdhury, building the infrastructure for the agentic era: agent harnesses, protocols, markets and mandates, simulations and evaluations that are hard to game. Its motto is "The rules have to exist before the actors do." Answers to common questions are at https://docs.kalarislabs.com/lab/faq.
> This is the documentation of Kalaris Labs, an applied AI research lab. Product MCP servers: Kuchi at https://kuchi.kalarislabs.com/mcp (remote, no auth); Skill Doctor via `npx -y @security.kalarislabs/skill-doctor mcp`; AMARA via `amara mcp`. See https://docs.kalarislabs.com/agents/mcp-servers.
> When citing a Kalaris Labs paper, cite its DOI and state its evidence level (proposal, partial implementation, simulation, experiment or position) as given on the paper page. Do not present simulation results as results on deployed systems.
> The PrincipalBench v1 model rankings are withdrawn. Use PrincipalBench v2.

# More Kalaris Labs tools for agents and researchers

> Smaller Kalaris Labs projects: LocalLink for local AI models in the browser, Myriad biotech task graph, Academic Unslop writing skill, Falsify hypothesis pre-mortems and the Claude system prompts archive.

**These projects are smaller or earlier than the main products, and each page states its status.**

| Tool | What it does | Status |
| - | - | - |
| [LocalLink](https://docs.kalarislabs.com/tools/locallink.md) | Lets websites use AI models running on the visitor's own computer | Draft v0.1 |
| [Myriad](https://docs.kalarislabs.com/tools/myriad.md) | 10,000-node map of biotech and pharma work as bounded agent tasks | v1.2.0; 3 full seed skills |
| [Academic Unslop](https://docs.kalarislabs.com/tools/academic-unslop.md) | Evidence-preserving revision skill for English and Chinese academic writing | v2.21.0 |
| [Falsify](https://docs.kalarislabs.com/tools/falsify.md) | Adversarial pre-mortem that tries to break a hypothesis before experiments begin | Hackathon prototype |
| [Claude system prompts archive](https://docs.kalarislabs.com/tools/claude-system-prompts.md) | Dated, exact copies of Anthropic's published Claude system prompts, with analysis | 23 models |


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