# ish

**Canonical:** https://apis.io/providers/ishlabs-io/  
**Website:** https://ishlabs.io/  
**APIs profiled:** 1

ish provides an AI‑generated people simulation platform that lets teams put their work in front of simulated users. It offers tools to capture reactions, emotions and feedback across studies, iterations and modalities, helping product, research and design teams understand how real people might experience their products. The service includes workspaces, studies, iterations, prompts, and analytics, with a CLI and MCP server for integration.

## Kin Score — 57.1 / 100 (strong)

Scored 2026-11-13 under rubric 0.28.0.

| Facet | Score |
|---|---|
| Discoverability | 66.1 |
| Contract Quality | 67.2 |
| Contract Governance | 35.6 |
| Operational Transparency | 35.7 |
| Developer Ergonomics | 47.0 |
| Access Clarity | 63.8 |

Regulatory layer — **Horizontal (data, software, accessibility, platform)**: 32.7 (matched via fallback).

## Agent readiness — 46.8 (agent-native)

| Dimension | Value |
|---|---|
| Spec Presence | yes |
| Agentic Access | derived |
| Reversibility Documented | no |
| MCP Server | no |
| Auth Clarity | bearer |
| Idempotency | verified |
| Error Semantics | verified |
| OpenAPI Examples | partial |
| Rate Limit Signal | verified |
| Event Surface Described | no |
| Agent Skills | derived |
| Well Known Catalog | no |
| Consent Identity | no |
| Agent Card | conformant |
| Dry Run Mode | no |
| Delegated Identity | no |
| Protected Resource Metadata | no |
| Dynamic Client Registration | no |
| Agentic Commerce | no |
| Pagination Ratio | paginated |
| Operation Distinctiveness | distinct |
| MCP Tool Quality | na |

## Access

Freemium — onboarding: unknown, pricing: freemium, trial: no (confidence: medium).

## APIs (6)

- **ish Environments API** — Register the targets your sessions run against, and the declared versions of each one. A registered environment carries its own operating notes and default action vocabulary, so...
- **ish Events API** — The events API from ish — 1 operation(s) for events.
- **ish People API** — Find the person a session should run as. Read and search the pool you can draw on: the people your workspace owns, plus the ones published in the shared ish library. Read-only a...
- **ish Sessions API** — Open a session for one of your people inside your own environment, submit what they perceive turn by turn, and read back the decision they made and how it felt.
- **ish Tasks API** — Register the intent a session works toward, so runs stay comparable across environments and over time. A session can also describe its instructions inline and skip the registry ...
- **ish Usage API** — What this workspace has consumed, and what bounds it: the session usage series over time, the spend cap and the credits drawn against it, and the live rate-limit budgets this cr...

## Agentic access (1)

- **ish Agentic Access** — 38 operations · 20 acting

## Security (4)

- **ish Authentication** — 1 scheme
- **ish Domain Security** — TLSv1.3 · HSTS · DNSSEC · DMARC
- **ish Vulnerability Disclosure** — no policy recorded
- **ish Trust Center** — SOC 2, ISO 27001, PCI DSS, GDPR

## Plans (1)

- **ish Plans Pricing**

## Tags

Artificial Intelligence, Simulation, Research, Design, Platform

---

Profiled by [API Evangelist](https://apievangelist.com) and published on [APIs.io](https://apis.io/providers/ishlabs-io/). Scores are computed from the provider's own public artifacts under a published rubric.