# KOA Labs

**Canonical:** https://apis.io/providers/botmarket-bot/  
**Website:** https://botmarket.bot/  
**APIs profiled:** 2

KOA Labs is a one-person "solo + AI" software studio in Mexico City (koalabs.ai) that builds open protocols, registries and directories, and BotMarket (botmarket.bot) is its free, non-profit marketplace and registry for AI agents and MCP servers — 115,065 MCP servers, 3,615 A2A-style agents and 25 agent and payment protocols re-gathered hourly from public catalogs (Glama, mcp.so, Smithery, the Official MCP Registry, Hugging Face, Docker, x402 Bazaar) with every record credited to its source. The surface is anonymous and rate-limited per IP (10/s, 100/min, 1,000/h) with no signup and no token: a documented but unspecified REST read surface at https://botmarket.bot/v1 plus POST /v1/submit with a dry_run flag, and a live remote MCP server at https://botmarket.bot/mcp (protocol 2025-06-18, six read-only tools with real inputSchemas). Discovery is published as llms.txt, an OpenAI ai-plugin.json, an OpenSearch description, an MCP server card and an agent card at /.well-known/agent-card.json that is served and owned but not A2A conformant (capabilities is an array, no protocolVersion, no skills, no A2A endpoint). The OpenAPI both llms.txt and ai-plugin.json advertise at /openapi.json is not served (404), so no machine-readable REST contract exists. Optional tipping over x402 / MTP is advertised in a response header; nothing is paywalled.

## Kin Score — 26.1 / 100 (emerging)

Scored 2026-10-09 under rubric 0.23.0. Trend: flat (+2.6 from 23.5).

| Facet | Score |
|---|---|
| Discoverability | 75.0 |
| Contract Quality | 0.0 |
| Contract Governance | 18.2 |
| Operational Transparency | 36.8 |
| Developer Ergonomics | 23.8 |
| Access Clarity | 31.6 |

Regulatory layer — **Government & Public Sector**: 16.7 (matched via tags).

## Agent readiness — 12.8 (agent-aware)

| Dimension | Value |
|---|---|
| Spec Presence | no |
| Agentic Access | no |
| Reversibility Documented | no |
| MCP Server | documented |
| Auth Clarity | bearer |
| Idempotency | no |
| Error Semantics | documented |
| OpenAPI Examples | no |
| Rate Limit Signal | documented |
| Event Surface Described | no |
| Agent Skills | no |
| Well Known Catalog | no |
| Consent Identity | no |
| Agent Card | flavored |
| Dry Run Mode | no |
| Delegated Identity | no |
| Protected Resource Metadata | no |
| Dynamic Client Registration | no |
| Agentic Commerce | no |

## APIs (2)

- **BotMarket REST API** — Anonymous JSON read surface for the BotMarket directory at https://botmarket.bot/v1 — documented in llms.txt rather than in a contract: GET /v1/mcps?q=, /v1/agents, /v1/protocol...
- **BotMarket MCP Server** — Remote Model Context Protocol server at https://botmarket.bot/mcp (JSON-RPC 2.0 over HTTP, POST only, protocol version 2025-06-18, serverInfo botmarket 3.0.0). initialize, tools...

## MCP servers (1)

- **KOA Labs MCP Server** — KOA Labs operates ONE remote MCP server for BotMarket at https://botmarket.bot/mcp — the same host as the website, the REST base (/v1) and the agent card. It is POST-only JSON-R...

## Security (2)

- **Botmarket Bot Authentication** — 0 schemes
- **Botmarket Bot Domain Security** — TLSv1.3 · HSTS

## Plans (1)

- **Botmarket Bot Plans Pricing**

## Tags

Agents, MCP, A2A, Agent Discovery, Marketplace, Directory, Protocol, x402, Open Data, Agent-Native, Non-Profit, Mexico

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