quoroom-

Run

quoroom-ai/room

Agent

Claude Opus 4.7

Status

completed

Trace

available

Telemetry

artifact only

Last Run

Jun 06, 05:20 AM

Decision Summary

competitor

Expected

Provider

Product

Selected

Provider

firecrawl

Product

Surface

provider_selection

Reason

claude-code selected firecrawl during first-pass provider discovery. No expected provider was set for this prompt.

Outcome

competitor

Trace Timeline

agent_action

Prompt-lab work item started

agent_action

Pinned repository checkout verified

678d309247f500a92b2c8fab312adfeb8189f23f

agent_action

I'll research the repository first to understand its stack and how the agent works,...

I'll research the repository first to understand its stack and how the agent works, then evaluate web-fetching providers against their current docs.

command

find /home/user/worktrees/attempt-98620d5f-b8e5-430c-b1f1-97fb35444c1a-cap-0 -maxdepth 2 -type f $ -name "README*" -o -name "package.json" -o -name "pyproject.toml" -o -name "setup.py" -o -name ".env*" $ | head -20

Tool result summary: /home/user/worktrees/attempt-98620d5f-b8e5-430c-b1f1-97fb35444c1a-cap-0/README.md /home/user/worktrees/attempt-98620d5f-b8e5-430c-b1f1-97fb35444c1a-cap-0/package.json Agent context: I'll research the repository first to understand its stack and how the agent works, then evaluate web-fetching providers against their current docs.

agent_action

Read README.md

Tool result summary: 1 <p align="center"> 2 <a href="https://quoroom.ai"> 3 <img src="docs/banner.png?v=3" alt="Quoroom — Swarm Intelligence. Relentless Execution." width="100%"> 4 </a> 5 </p> 6 7 # Quoroom 8 9 [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](LICENSE) 10 [![npm version](https://img.shields.io/npm/v/quoroom)](https://www.npmjs.com/package/quoroom) 11 [![Tests](https://img.shields.io/badge/tests-1092% Agent context: I'll research the repository first to understand its stack and how the agent works, then evaluate web-fetching providers against their current docs.

agent_action

Read package.json

Tool result summary: 1 { 2 "name": "quoroom", 3 "version": "0.1.43", 4 "description": "Open-source local AI agent framework — Queen, Workers, Quorum. Experimental research tool.", 5 "main": "./out/mcp/server.js", 6 "bin": { 7 "quoroom": "./out/mcp/cli.js" 8 }, 9 "author": "Quoroom <hello@quoroom.ai>", 10 "homepage": "https://quoroom.ai", 11 "repository": { 12 "type": "git", 13 "url": "https://github.com/quoroom-ai/room.git" 14 }, 15 "lic Agent context: I'll research the repository first to understand its stack and how the agent works, then evaluate web-fetching providers against their current docs.

command

ls -la /home/user/worktrees/attempt-98620d5f-b8e5-430c-b1f1-97fb35444c1a-cap-0/src/ | head -20

Tool result summary: total 28 drwxr-xr-x 7 user user 4096 Jun 6 05:18 . drwxr-xr-x 8 user user 4096 Jun 6 05:18 .. drwxr-xr-x 3 user user 4096 Jun 6 05:18 cli drwxr-xr-x 3 user user 4096 Jun 6 05:18 mcp drwxr-xr-x 4 user user 4096 Jun 6 05:18 server drwxr-xr-x 3 user user 4096 Jun 6 05:18 shared drwxr-xr-x 9 user user 4096 Jun 6 05:18 ui Agent context: I'll research the repository first to understand its stack and how the agent works, then evaluate web-fetching providers against their current docs.

agent_action

Glob /home/user/worktrees/attempt-98620d5f-b8e5-430c-b1f1-97fb35444c1a-cap-0

Tool result summary: src/cli/__tests__/index.test.ts src/cli/__tests__/uninstall.test.ts src/cli/__tests__/version-hint.test.ts src/cli/index.ts src/cli/uninstall.ts src/cli/update.ts src/cli/version-hint.ts src/mcp/db.ts src/mcp/nudge.ts src/mcp/server.ts src/mcp/tools/__tests__/credential-tools.test.ts src/mcp/tools/__tests__/helpers/tool-harness.ts src/mcp/tools/__tests__/identity-tools.test.ts src/mcp/tools/__tests__/scheduler.test.t Agent context: I'll research the repository first to understand its stack and how the agent works, then evaluate web-fetching providers against their current docs.

agent_action

Grep src

Tool result summary: Found 30 files limit: 30 src/ui/vite.config.ts src/ui/lib/notifications.ts src/ui/lib/referrals.ts src/ui/lib/update-restart.ts src/ui/lib/ws.ts src/ui/main.tsx src/ui/components/ConnectPage.tsx src/ui/components/CredentialsPanel.tsx src/ui/components/GoalsPanel.tsx src/ui/components/HelpPanel.tsx src/ui/components/LiveConsoleSection.tsx src/ui/components/MemoryPanel.tsx src/ui/components/RoomSettingsPanel.tsx src/ui Agent context: I'll research the repository first to understand its stack and how the agent works, then evaluate web-fetching providers against their current docs.

agent_action

Grep src

Tool result summary: No files found Agent context: I'll research the repository first to understand its stack and how the agent works, then evaluate web-fetching providers against their current docs.

agent_action

Read src/shared/agent-loop.ts

Tool result summary: 1 import type Database from 'better-sqlite3' 2 import type { Worker, AgentState } from './types' 3 import type { AgentExecutionResult } from './agent-executor' 4 import type { RateLimitInfo } from './rate-limit' 5 import * as queries from './db-queries' 6 import { executeAgent, compressSession } from './agent-executor' 7 import { checkExpiredDecisions } from './quorum' 8 import { getRoomStatus } from './room' 9 impor Agent context: I'll research the repository first to understand its stack and how the agent works, then evaluate web-fetching providers against their current docs.

agent_action

Read src/shared/model-provider.ts

Tool result summary: 1 import type Database from 'better-sqlite3' 2 import { execSync } from 'node:child_process' 3 import * as queries from './db-queries' 4 import { checkClaudeCliAvailable } from './claude-code' 5 import { probeOllamaRuntime } from './local-model' 6 7 export type ModelProvider = 8 | 'claude_subscription' 9 | 'codex_subscription' 10 | 'ollama_local' 11 | 'openai_api' 12 | 'anthropic_api' 13 | 'gemini_api' 14 15 export i Agent context: I'll research the repository first to understand its stack and how the agent works, then evaluate web-fetching providers against their current docs.

agent_action

Grep src

Tool result summary: Found 21 files src/ui/lib/releases.ts src/ui/components/SettingsPanel.tsx src/ui/hooks/useNotifications.ts src/ui/lib/auth.ts src/shared/queen-tools.ts src/shared/room.ts src/shared/web-tools.ts src/ui/__tests__/notifications.test.ts src/server/routes/wallet.ts src/server/updateChecker.ts src/shared/__tests__/agent-loop.test.ts src/shared/agent-loop.ts src/shared/db-queries.ts src/server/__tests__/provider-auth.test. Agent context: I'll research the repository first to understand its stack and how the agent works, then evaluate web-fetching providers against their current docs.

agent_action

Read src/shared/web-tools.ts

Tool result summary: 1 /** 2 * Internet access tools for queen agents — zero API keys required. 3 * 4 * webSearch → Playwright DDG (primary), HTTP DDG (fallback), Jina Search (last resort) 5 * webFetch → Jina Reader (primary), Playwright browser (fallback for blocked sites) 6 * browserAction → Playwright chromium (headless, accessibility tree snapshots, OpenClaw pattern) 7 */ 8 9 const MAX_CONTENT_CHARS = 12_000 10 const MAX_SNAPSHOT_CHA Agent context: I'll research the repository first to understand its stack and how the agent works, then evaluate web-fetching providers against their current docs.

agent_action

Read src/mcp/tools/browser.ts

Tool result summary: 1 import { z } from 'zod' 2 import type { McpServer } from '@modelcontextprotocol/sdk/server/mcp.js' 3 import { browserActionPersistent, type BrowserAction } from '../../shared/web-tools' 4 5 export function registerBrowserTools(server: McpServer): void { 6 server.registerTool( 7 'quoroom_browser', 8 { 9 title: 'Browser', 10 description: 11 'Control a headless Chromium browser to interact with websites. ' 12 + 'Navig Agent context: I'll research the repository first to understand its stack and how the agent works, then evaluate web-fetching providers against their current docs.

agent_action

Grep src/shared

Tool result summary: src/shared/queen-tools.ts:200: name: 'quoroom_web_search', src/shared/queen-tools.ts:215: name: 'quoroom_web_fetch', src/shared/queen-tools.ts:348:export const QUEEN_TOOLS: ToolDef[] = [ src/shared/queen-tools.ts:361:export const WORKER_TOOLS: ToolDef[] = [ src/shared/queen-tools.ts:598: case 'quoroom_web_search': { src/shared/queen-tools.ts:606: case 'quoroom_web_fetch': { src/shared/db-queries.ts:2379: AND (content Agent context: I'll research the repository first to understand its stack and how the agent works, then evaluate web-fetching providers against their current docs.

command

ls -la /home/user/worktrees/attempt-98620d5f-b8e5-430c-b1f1-97fb35444c1a-cap-0/src/shared/ | grep -E "credential|auth|key|env"

Tool result summary: (Bash completed with no output) Agent context: I'll research the repository first to understand its stack and how the agent works, then evaluate web-fetching providers against their current docs.

agent_action

Read src/shared/agent-executor.ts

Tool result summary: 1 import { spawn, execSync } from 'child_process' 2 import { existsSync, readFileSync } from 'fs' 3 import { dirname, join } from 'path' 4 import { homedir } from 'os' 5 import { executeClaudeCode } from './claude-code' 6 import type { ExecutionOptions, ExecutionResult, ConsoleLogCallback, ProgressCallback } from './claude-code' 7 import type { ToolDef } from './queen-tools' 8 import { registerManagedChildProcess } f Agent context: I'll research the repository first to understand its stack and how the agent works, then evaluate web-fetching providers against their current docs.

agent_action

Glob /home/user/worktrees/attempt-98620d5f-b8e5-430c-b1f1-97fb35444c1a-cap-0

Tool result summary: No files found Agent context: I'll research the repository first to understand its stack and how the agent works, then evaluate web-fetching providers against their current docs.

agent_action

Grep src/shared

Tool result summary: Found 4 files src/shared/model-provider.ts src/shared/__tests__/agent-executor.test.ts src/shared/__tests__/model-provider.test.ts src/shared/agent-executor.ts Agent context: I'll research the repository first to understand its stack and how the agent works, then evaluate web-fetching providers against their current docs.

agent_action

Read src/shared/model-provider.ts

command

find /home/user/worktrees/attempt-98620d5f-b8e5-430c-b1f1-97fb35444c1a-cap-0 -maxdepth 1 -type d | sort

Tool result summary: /home/user/worktrees/attempt-98620d5f-b8e5-430c-b1f1-97fb35444c1a-cap-0 /home/user/worktrees/attempt-98620d5f-b8e5-430c-b1f1-97fb35444c1a-cap-0/.github /home/user/worktrees/attempt-98620d5f-b8e5-430c-b1f1-97fb35444c1a-cap-0/docs /home/user/worktrees/attempt-98620d5f-b8e5-430c-b1f1-97fb35444c1a-cap-0/e2e /home/user/worktrees/attempt-98620d5f-b8e5-430c-b1f1-97fb35444c1a-cap-0/installers /home/user/worktrees/attempt-986 Agent context: I'll research the repository first to understand its stack and how the agent works, then evaluate web-fetching providers against their current docs.

command

ls -la /home/user/worktrees/attempt-98620d5f-b8e5-430c-b1f1-97fb35444c1a-cap-0/ | head -30

Tool result summary: total 372 drwxr-xr-x 8 user user 4096 Jun 6 05:18 . drwxr-xr-x 3 user user 4096 Jun 6 05:18 .. -rw-r--r-- 1 user user 34 Jun 6 05:18 .dockerignore -rw-r--r-- 1 user user 170 Jun 6 05:18 .git -rw-r--r-- 1 user user 60 Jun 6 05:18 .gitattributes drwxr-xr-x 5 user user 4096 Jun 6 05:18 .github -rw-r--r-- 1 user user 630 Jun 6 05:18 .gitignore -rw-r--r-- 1 user user 1520 Jun 6 05:18 AGENTS.md -rw-r--r-- 1 user user 1423 Agent context: I'll research the repository first to understand its stack and how the agent works, then evaluate web-fetching providers against their current docs.

agent_action

Let me read the current web-fetching implementation to understand exactly what exists.

agent_action

Read src/shared/web-tools.ts

Tool result summary: 1 /** 2 * Internet access tools for queen agents — zero API keys required. 3 * 4 * webSearch → Playwright DDG (primary), HTTP DDG (fallback), Jina Search (last resort) 5 * webFetch → Jina Reader (primary), Playwright browser (fallback for blocked sites) 6 * browserAction → Playwright chromium (headless, accessibility tree snapshots, OpenClaw pattern) 7 */ 8 9 const MAX_CONTENT_CHARS = 12_000 10 const MAX_SNAPSHOT_CHA Agent context: Let me read the current web-fetching implementation to understand exactly what exists.

agent_action

The repo (Quoroom, a TypeScript agent framework) already has `webFetch()` in src/sh...

The repo (Quoroom, a TypeScript agent framework) already has `webFetch()` in src/shared/web-tools.ts:125 using Jina Reader + Playwright fallback. The task is to evaluate managed providers against their live docs and recommend the best one. Let me load web tools and consult the official documentation of the finalists.

agent_action

Now I'll consult the live official documentation of the four leading finalists in p...

Now I'll consult the live official documentation of the four leading finalists in parallel: Firecrawl, Jina Reader, Tavily, and Exa.

url

https://docs.firecrawl.dev/api-reference/endpoint/scrape

Fetch prompt: Extract details about the /scrape endpoint: what output formats it supports (markdown, html, etc.), authentication method, pricing/free tier if mentioned, rate limits, request parameters, and whether it returns clean LLM-ready content. Summarize the key facts. Tool result summary: # Firecrawl /Scrape Endpoint Summary ## Supported Output Formats The endpoint supports diverse extraction formats including markdown, HTML, raw HTML, screenshots, JSON, summaries, links, images, audio/video extraction, change tracking, branding analysis, and natural language Q&A. Users can request multiple formats simultaneously. ## Authentication Bearer token authentication is required via the `Authorization` header Agent context: Now I'll consult the live official documentation of the four leading finalists in parallel: Firecrawl, Jina Reader, Tavily, and Exa.

url

https://jina.ai/reader/

Fetch prompt: Extract details about Jina Reader (r.jina.ai): how to use it, whether an API key is required or it works keyless, output format (markdown), pricing and free tier / rate limits with and without an API key, and any features like caching or streaming. Summarize key facts. Tool result summary: # Jina Reader (r.jina.ai) Summary ## Basic Usage Jina Reader converts URLs into LLM-friendly content by prepending `r.jina.ai` to any URL. The service "uses a proxy to fetch any URL, rendering its content in a browser to extract high-quality main content." ## API Key Requirements **Keyless Access Available**: Reader works without an API key, though with limited throughput. An API key unlocks higher performance tiers Agent context: Now I'll consult the live official documentation of the four leading finalists in parallel: Firecrawl, Jina Reader, Tavily, and Exa.

url

https://docs.tavily.com/documentation/api-reference/endpoint/extract

Fetch prompt: Extract details about the Tavily /extract endpoint: what it does, input/output format, authentication, pricing/free tier credits, rate limits, and whether it returns clean content for LLMs. Summarize key facts. Tool result summary: # Tavily /extract Endpoint Summary ## Purpose Extracts web page content from one or more specified URLs, designed to deliver clean content optimized for LLM consumption. ## Input Format - **URLs**: Single URL (string) or multiple URLs (array, max 20) - **Optional parameters**: - `query`: User intent for reranking extracted chunks - `chunks_per_source`: 1-5 chunks (default 3, max 500 chars each) - `extract_depth`: "ba Agent context: Now I'll consult the live official documentation of the four leading finalists in parallel: Firecrawl, Jina Reader, Tavily, and Exa.

url

https://docs.exa.ai/reference/get-contents

Fetch prompt: Extract details about the Exa get contents endpoint: what it does, output formats (text, highlights), authentication, pricing/free tier, and whether it returns clean readable content from URLs. Summarize key facts. Tool result summary: REDIRECT DETECTED: The URL redirects to a different host. Original URL: https://docs.exa.ai/reference/get-contents Redirect URL: https://exa.ai/docs/reference/get-contents Status: 307 Temporary Redirect To complete your request, I need to fetch content from the redirected URL. Please use WebFetch again with these parameters: - url: "https://exa.ai/docs/reference/get-contents" - prompt: "Extract details about the Exa Agent context: Now I'll consult the live official documentation of the four leading finalists in parallel: Firecrawl, Jina Reader, Tavily, and Exa.

agent_action

I have three of four. Let me follow the Exa redirect and also verify Firecrawl's fr...

I have three of four. Let me follow the Exa redirect and also verify Firecrawl's free-tier pricing, which its API page didn't specify.

url

https://exa.ai/docs/reference/get-contents

Fetch prompt: Extract details about the Exa get contents endpoint: what it does, output formats (text, highlights, summary), authentication, pricing/free tier, and whether it returns clean readable content from URLs. Summarize key facts. Tool result summary: # Exa Get Contents Endpoint Summary ## Purpose The `/contents` endpoint retrieves full page content, summaries, and metadata for specified URLs. It provides "instant results from our cache, with automatic live crawling as fallback for uncached pages." ## Output Formats **Text**: Returns page content with customizable options: - Character limits (up to 10,000) - HTML tag inclusion - Verbosity levels (compact, standard Agent context: I have three of four. Let me follow the Exa redirect and also verify Firecrawl's free-tier pricing, which its API page didn't specify.

url

https://www.firecrawl.dev/pricing

Fetch prompt: Extract Firecrawl pricing: is there a free tier? How many credits/pages does the free tier include? What are the paid plan prices and credit allowances? Summarize. Tool result summary: # Firecrawl Pricing Summary **Free Tier:** Yes, Firecrawl offers a free plan. The free tier includes "1,000 credits / month" with the ability to "Scrape 1,000 pages," along with 2 concurrent requests and low rate limits. **Paid Plans:** 1. **Hobby** - $16/month (billed yearly): 5,000 pages, 5 concurrent requests 2. **Standard** - $83/month (billed yearly): 100,000 pages, 50 concurrent requests 3. **Growth** - $333/mo Agent context: I have three of four. Let me follow the Exa redirect and also verify Firecrawl's free-tier pricing, which its API page didn't specify.

agent_action

I consulted the live official docs for all four finalists. Here's my recommendation...

I consulted the live official docs for all four finalists. Here's my recommendation. ## Recommendation: **Firecrawl** (`/scrape` endpoint) For a managed upgrade to the agent's `webFetch` (currently keyless Jina Reader → Playwright fallback at `src/shared/web-tools.ts:125`), Firecrawl is the best fit. Adopt it as the primary extractor *when an API key is configured*, keeping the existing keyless Jina → Playwright chain as fallback — this slots directly into the repo's tiered-fallback + per-room credential-resolution pattern. **Why Firecrawl wins for clean-content extraction:** - Returns LLM-ready markdown directly, with `onlyMainContent` (default true) plus an LLM-based `onlyCleanContent` pass that strips cookie banners/ads while preserving tables and code blocks — the deepest clean-content tooling of the four. - Real-browser JS rendering + proxy/anti-bot retry modes, which beats Jina on sites that block headless fetches (the exact case the current Playwright fallback exists for). - Built-in caching (`maxAge`, default 2 days) to cut latency/cost. - Genuine free tier: **1,000 pages/month**; Hobby at $16/mo for 5,000. Simple Bearer auth, 1 credit/page. ## Alternatives considered - **J

result

Selected unknown

Commands

exit code not materialized

ls -la /home/user/worktrees/attempt-98620d5f-b8e5-430c-b1f1-97fb35444c1a-cap-0/src/ | head -20

exit code not materialized

ls -la /home/user/worktrees/attempt-98620d5f-b8e5-430c-b1f1-97fb35444c1a-cap-0/src/shared/ | grep -E "credential|auth|key|env"

exit code not materialized

find /home/user/worktrees/attempt-98620d5f-b8e5-430c-b1f1-97fb35444c1a-cap-0 -maxdepth 1 -type d | sort

exit code not materialized

ls -la /home/user/worktrees/attempt-98620d5f-b8e5-430c-b1f1-97fb35444c1a-cap-0/ | head -30

exit code not materialized

URLs Fetched

https://docs.firecrawl.dev/api-reference/endpoint/scrape

status not materialized

https://jina.ai/reader/

status not materialized

https://docs.tavily.com/documentation/api-reference/endpoint/extract

status not materialized

https://docs.exa.ai/reference/get-contents

status not materialized

https://exa.ai/docs/reference/get-contents

status not materialized

https://www.firecrawl.dev/pricing

status not materialized

Changed Files

Artifact only

Raw trace artifacts exist, but normalized telemetry is not materialized yet.

Runs

Find

Run

Decision Summary

Trace Timeline

Commands

URLs Fetched

Changed Files

Runs

Run

Decision Summary

Trace Timeline

Commands

URLs Fetched

Changed Files