# Yoofooz API Readiness Report

## API
**Name:** Groq API
**Docs URL:** https://console.groq.com/docs/api-reference
**Domain:** console.groq.com
**Generated At:** 2026-10-05T23:37:06.639126+00:00

## Certification
**Agent Readiness Score:** 75/100
**Certification Level:** Yoofooz Ready

## Agent Commerce Readiness
**Agent Commerce Score:** 65/100
**Agent Commerce Level:** Agent Commerce Capable

This score is separate from the core Agent Readiness Score and evaluates MCP support, scoped agent identity, machine-native payments, consumption pricing, budget controls, rate controls, deterministic errors, auditability, least-privilege security, and agent observability.

## Category Scores
- Documentation Clarity: 10
- Machine Readable Spec: 10
- Authentication Clarity: 10
- Error Handling: 10
- Rate Limit Clarity: 10
- Agent Safe Workflow Support: 5
- Sandbox Availability: 0
- Webhook Event Support: 0
- Commercial Trust: 10
- Developer Experience: 10

## Strengths
- Documentation clarity
- Machine-readable specification (OpenAPI/GraphQL/etc.)
- Authentication model clarity
- Error handling and status codes
- Rate-limit / quota behavior
- Commercial trust (status, SLA, compliance)
- Developer experience (SDKs, quickstart, CLI)

## Risks
- Agent-safe workflow primitives (idempotency, retries) signal is partial; clearer documentation recommended.
- Sandbox / test-mode availability signal not detected in docs.
- Webhook / event support signal not detected in docs.

## Recommended Next Steps
- Strengthen: Document idempotency keys, test mode, dry runs, and safe retry semantics for agents.
- Provide a sandbox / test mode with test API keys for safe agent testing.
- Expose webhook/event docs including event types, signature verification, and retry delivery.

## Evidence Signals

### Documentation clarity
- **Source:** https://console.groq.com/docs/tool-use/remote-mcp/connectors
- **Matched:** getting started, quickstart, parameters, request, response, examples, docs, guide, reference, overview
- **Evidence:** "docs login playground api keys dashboard docs log in documentation docs api reference search docs getting started overview quickstart models openai compatibility responses api rate limits templates api reference core features text generation speech to text text..."

- **Source:** https://console.groq.com/llms.txt
- **Matched:** getting started, quickstart, parameters, request, response, examples, docs, guide, reference, overview
- **Evidence:** "...groq: most popular (tsx)](https://console.groq.com/docs/coding-with-groq/most-popular): this page lists the most popular tools and resources for getting started with groq, including autonomous engineering agents and ai coding tools. it provides an overview of popular solutions like factory droid and opencode..."

### Machine-readable specification (OpenAPI/GraphQL/etc.)
- **Source:** https://console.groq.com/docs/api-reference
- **Matched:** json schema, api reference, endpoints, schema
- **Evidence:** "...an object specifying the format that the model must output. setting to enables structured outputs which ensures the model will match your supplied json schema. json_schema response format is only available on supported models . setting to enables the older json mode, which ensures the message the model..."

- **Source:** https://console.groq.com/llms.txt
- **Matched:** json schema, api reference, endpoints, schema
- **Evidence:** "...this page provides information on structured outputs, a feature that ensures model responses conform to a provided json schema, guaranteeing reliable and type-safe data structures. it details two modes, strict and best-effort, which offer varying levels of schema adherence..."

### Authentication model clarity
- **Source:** https://console.groq.com/docs/tool-use/remote-mcp/connectors
- **Matched:** oauth, access token, authentication, authorization, api key, keys
- **Evidence:** "...drive connector_googledrive https://www.googleapis.com/auth/drive.readonly search and access files and documents authentication connectors use oauth 2.0 for authentication. you'll need to: set up oauth credentials for your google application obtain an access token through your oauth flow pass the..."

- **Source:** https://console.groq.com/docs/tool-use/remote-mcp
- **Matched:** authentication, authorization, api key, keys
- **Evidence:** "...the tool results and make another request to the model with the tool results. you don't implement anything - just provide the mcp server url and authentication. your app → makes request to groq api with mcp server definitions ↓ groq api → discovers available tools from mcp server → makes request to llm with..."

### Error handling and status codes
- **Source:** https://console.groq.com/docs/errors
- **Matched:** error codes, 400, 401, 403, 404, 429, 500, retry, errors, troubleshooting, status codes
- **Evidence:** "...console spend limits projects model permissions billing faqs your data developer resources sdk libraries groq badge developer community openbench error codes changelog legal policies & notices search docs api reference getting started overview quickstart models openai compatibility responses api rate..."

- **Source:** https://console.groq.com/docs/rate-limits
- **Matched:** error codes, 400, 429, 500, retry, errors
- **Evidence:** "...console spend limits projects model permissions billing faqs your data developer resources sdk libraries groq badge developer community openbench error codes changelog legal policies & notices search docs api reference getting started overview quickstart models openai compatibility responses api rate..."

### Rate-limit / quota behavior
- **Source:** https://console.groq.com/docs/rate-limits
- **Matched:** rate limit, rate limits, retry-after, too many requests, 429, limits
- **Evidence:** "...dashboard docs log in documentation docs api reference search docs getting started overview quickstart models openai compatibility responses api rate limits templates api reference core features text generation speech to text text to speech orpheus ocr and image recognition reasoning content moderation..."

- **Source:** https://console.groq.com/docs/errors
- **Matched:** rate limit, rate limits, too many requests, 429, throttling, limits
- **Evidence:** "...dashboard docs log in documentation docs api reference search docs getting started overview quickstart models openai compatibility responses api rate limits templates api reference core features text generation speech to text text to speech orpheus ocr and image recognition reasoning content moderation..."

### Agent-safe workflow primitives (idempotency, retries)
- **Source:** https://console.groq.com/docs/api-reference
- **Matched:** metadata, validation
- **Evidence:** "...tokens that can be generated in the chat completion. the total length of input tokens and generated tokens is limited by the model's context length. metadata object or null optional this parameter is not currently supported. n integer or null optional defaults to 1 range: 1 - 1 how many chat completion..."

- **Source:** https://console.groq.com/docs/tool-use/remote-mcp/connectors
- **Matched:** metadata
- **Evidence:** "...search_emails - search emails by query or labels get_recent_emails - fetch latest received messages read_email - read specific email content and metadata google drive connector: get_profile - get drive user profile search - search files using queries recent_documents - find recently modified files..."

### Webhook / event support
- **Source:** https://console.groq.com/docs/api-reference
- **Matched:** events
- **Evidence:** "...stream boolean or null optional defaults to false if set, partial message deltas will be sent. tokens will be sent as data-only server-sent events as they become available, with the stream terminated by a data: [done] message. example code . stream_options object or null optional options for..."

- **Source:** https://console.groq.com/docs/tool-use/remote-mcp/connectors
- **Matched:** events
- **Evidence:** "...read and search emails google calendar connector_googlecalendar https://www.googleapis.com/auth/calendar.events view calendar events google drive connector_googledrive https://www.googleapis.com/auth/drive.readonly search and access files and documents..."

### Commercial trust (status, SLA, compliance)
- **Source:** https://console.groq.com/docs/tool-use/remote-mcp
- **Matched:** status page, support, changelog, security
- **Evidence:** "...rate limiting debugging steps: verify credentials are correct and not expired test the mcp server url directly (curl/postman) check the mcp server's status page ensure you're using the correct authentic"

- **Source:** https://console.groq.com/docs/tool-use/remote-mcp/connectors
- **Matched:** support, changelog, security
- **Evidence:** "...connectors provide a streamlined way to integrate with popular business applications without needing to build custom mcp servers. groq currently supports google workspace connectors, giving you instant access to gmail, google calendar, and google drive. mcp connectors on groq are currently in beta...."

### Developer experience (SDKs, quickstart, CLI)
- **Source:** https://console.groq.com/llms.txt
- **Matched:** client libraries, quickstart, sdk, cli, guides, tutorials
- **Evidence:** "...models. it explains how to prefill assistant messages to skip introductions, enforce output formats, and maintain conversation consistency. - [groq client libraries](https://console.groq.com/docs/libraries): the groq client libraries page provides information on the official python and javascript/typescript..."

- **Source:** https://console.groq.com/docs/tool-use/remote-mcp
- **Matched:** quickstart, sdk, cli, guides, dashboard
- **Evidence:** "docs login playground api keys dashboard docs log in documentation docs api reference search docs getting started overview quickstart models openai compatibility responses api rate limits templates api reference core features text generation speech to text text to speech orpheus..."

## AI Analyst Summary
AI analysis unavailable: NVIDIA analysis failed: http 410

## Yoofooz Summary
This API has been evaluated for autonomous AI-agent usability. The score reflects documentation quality, machine-readable specification signals, authentication clarity, error handling, workflow safety, commercial trust, and developer experience.
