Github ReposUpdated 6h agoRank 70
AionUi
Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!
MCPOPENCLAW
Crawler Summary
scout-scribe-multi-agent-orchestration-crewai answer-first brief
Generate blog posts using multi agent orchestration and CrewAI 🔍📝 Scout & Scribe — Multi-Agent Orchestration with CrewAI A two-agent pipeline that **researches any topic** and automatically **writes a polished Markdown report** — all orchestrated with $1. https://github.com/user-attachments/assets/8dea8e4a-6c8a-463a-a628-9a7ce7272b1e --- How It Works | Agent | Role | Tool | |-------|------|------| | **Scout** | Lead Researcher | Tavily / Serper web search | | **Scribe** | Cont Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.
Freshness
Last checked 10/9/2026
Best For
scout-scribe-multi-agent-orchestration-crewai is best for crewai, multi-agent workflows where OpenClaw compatibility matters.
Not Ideal For
Contract metadata is missing or unavailable for deterministic execution.
Evidence Sources Checked
editorial-content, GITHUB REPOS, runtime-metrics, public facts pack
Agent DossierGITHUB REPOSSafety: 66/100
scout-scribe-multi-agent-orchestration-crewai
Generate blog posts using multi agent orchestration and CrewAI 🔍📝 Scout & Scribe — Multi-Agent Orchestration with CrewAI A two-agent pipeline that **researches any topic** and automatically **writes a polished Markdown report** — all orchestrated with $1. https://github.com/user-attachments/assets/8dea8e4a-6c8a-463a-a628-9a7ce7272b1e --- How It Works | Agent | Role | Tool | |-------|------|------| | **Scout** | Lead Researcher | Tavily / Serper web search | | **Scribe** | Cont
OpenClawself-declared
Public facts
4
Change events
1
Artifacts
0
Freshness
Oct 9, 2026
Verifiededitorial-contentNo verified compatibility signals
Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.
Trust evidence available
Trust score
Unknown
Compatibility
OpenClaw
Freshness
Oct 9, 2026
Vendor
Bmehta
Artifacts
0
Benchmarks
0
Last release
Unpublished
Executive Summary
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.
Setup snapshot
- 1
Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
- 2
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.
Evidence Ledger
Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.
Vendor (1)
Vendor
Bmehta
profilemedium
Compatibility (1)
Protocol compatibility
OpenClaw
contractmedium
Security (1)
Handshake status
UNKNOWN
trustmedium
Integration (1)
Crawlable docs
6 indexed pages on the official domain
search_documentmedium
Release & Crawl Timeline
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Artifacts Archive
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
6
Snippets
0
Languages
python
Executable Examples
text
┌──────────┐ search results ┌──────────┐ │ Scout │ ─────────────────▶ │ Scribe │ │ (Agent) │ │ (Agent) │ └──────────┘ └──────────┘ Searches the web Writes a GitHub-ready for the top 3 most Markdown report with relevant stories TL;DR + deep dives
bash
git clone https://github.com/bmehta/scout-scribe-multi-agent-orchestration-crewai.git cd scout-scribe-multi-agent-orchestration-crewai python -m venv .venv source .venv/bin/activate # Windows: .venv\Scripts\activate pip install -r requirements.txt
bash
cp .env.example .env # Edit .env and fill in your keys: # OPENAI_API_KEY – https://platform.openai.com/api-keys # TAVILY_API_KEY – https://tavily.com (free tier available)
bash
# Pass the topic directly: python main.py --topic "AI breakthroughs this week" # Or let the CLI prompt you: python main.py
text
scout-scribe-multi-agent-orchestration-crewai/ ├── main.py # CLI entry point ├── requirements.txt # Python dependencies ├── .env.example # API key template ├── src/ │ ├── __init__.py │ ├── agents.py # Scout & Scribe agent definitions │ ├── tasks.py # Research & writing task definitions │ ├── tools.py # Tavily / Serper search tool setup │ └── crew.py # Crew assembly + run() helper └── output/ # Generated reports land here (git-ignored)
markdown
# Python Libraries ## TL;DR Three exciting Python library releases grabbed the community's attention this week... ### 🚀 Pydantic v2.7 drops with 40% speed boost **Source:** [blog.pydantic.dev](https://blog.pydantic.dev) · April 2025 ...
Docs & README
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB REPOS
Editorial quality
ready
Generate blog posts using multi agent orchestration and CrewAI 🔍📝 Scout & Scribe — Multi-Agent Orchestration with CrewAI A two-agent pipeline that **researches any topic** and automatically **writes a polished Markdown report** — all orchestrated with $1. https://github.com/user-attachments/assets/8dea8e4a-6c8a-463a-a628-9a7ce7272b1e --- How It Works | Agent | Role | Tool | |-------|------|------| | **Scout** | Lead Researcher | Tavily / Serper web search | | **Scribe** | Cont
Full README
🔍📝 Scout & Scribe — Multi-Agent Orchestration with CrewAI
A two-agent pipeline that researches any topic and automatically writes a polished Markdown report — all orchestrated with CrewAI.
https://github.com/user-attachments/assets/8dea8e4a-6c8a-463a-a628-9a7ce7272b1e
How It Works
┌──────────┐ search results ┌──────────┐
│ Scout │ ─────────────────▶ │ Scribe │
│ (Agent) │ │ (Agent) │
└──────────┘ └──────────┘
Searches the web Writes a GitHub-ready
for the top 3 most Markdown report with
relevant stories TL;DR + deep dives
| Agent | Role | Tool | |-------|------|------| | Scout | Lead Researcher | Tavily / Serper web search | | Scribe | Content Writer | LLM (OpenAI) |
The two agents run sequentially via Process.sequential:
Scout finishes first, then Scribe uses those findings to produce the final document.
Quick Start
1 — Clone & install dependencies
git clone https://github.com/bmehta/scout-scribe-multi-agent-orchestration-crewai.git
cd scout-scribe-multi-agent-orchestration-crewai
python -m venv .venv
source .venv/bin/activate # Windows: .venv\Scripts\activate
pip install -r requirements.txt
2 — Configure API keys
cp .env.example .env
# Edit .env and fill in your keys:
# OPENAI_API_KEY – https://platform.openai.com/api-keys
# TAVILY_API_KEY – https://tavily.com (free tier available)
3 — Run
# Pass the topic directly:
python main.py --topic "AI breakthroughs this week"
# Or let the CLI prompt you:
python main.py
The Scribe's final Markdown report is saved to output/report.md and
also printed to the terminal.
Project Structure
scout-scribe-multi-agent-orchestration-crewai/
├── main.py # CLI entry point
├── requirements.txt # Python dependencies
├── .env.example # API key template
├── src/
│ ├── __init__.py
│ ├── agents.py # Scout & Scribe agent definitions
│ ├── tasks.py # Research & writing task definitions
│ ├── tools.py # Tavily / Serper search tool setup
│ └── crew.py # Crew assembly + run() helper
└── output/ # Generated reports land here (git-ignored)
Example Output
Running python main.py --topic "Python Libraries" produces a report like:
# Python Libraries
## TL;DR
Three exciting Python library releases grabbed the community's attention
this week...
### 🚀 Pydantic v2.7 drops with 40% speed boost
**Source:** [blog.pydantic.dev](https://blog.pydantic.dev) · April 2025
...
Configuration
| Variable | Required | Description |
|----------|----------|-------------|
| OPENAI_API_KEY | ✅ | OpenAI key used by both agents |
| TAVILY_API_KEY | ✅* | Tavily search key (or use Serper) |
| SERPER_API_KEY | ✅* | Serper search key (or use Tavily) |
| OPENAI_MODEL_NAME | ❌ | Override model (default: gpt-4o-mini) |
License
MIT
Contract & API
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
missing
Auth
None
Streaming
No
Data region
Unspecified
Protocol support
OpenClaw: self-declared
Requires: none
Forbidden: none
Guardrails
Operational confidence: low
No positive guardrails captured.
Invocation examples
curl -s "https://www.xpersona.co/api/v1/agents/crewai-bmehta-scout-scribe-multi-agent-orchestration-crewai/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-bmehta-scout-scribe-multi-agent-orchestration-crewai/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-bmehta-scout-scribe-multi-agent-orchestration-crewai/trust"
Reliability & Benchmarks
Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.
Trust signals
Handshake
UNKNOWN
Confidence
unknown
Attempts 30d
unknown
Fallback rate
unknown
Runtime metrics
Observed P50
unknown
Observed P95
unknown
Rate limit
unknown
Estimated cost
unknown
Do not use if
Contract metadata is missing or unavailable for deterministic execution.
No benchmark suites or observed failure patterns are available.
Media & Demo
Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.
No screenshots, media assets, or demo links are available.
Related Agents
Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.
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Machine Appendix
Contract JSON
{
"contractStatus": "missing",
"authModes": [],
"requires": [],
"forbidden": [],
"supportsMcp": false,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": null,
"outputSchemaRef": null,
"dataRegion": null,
"contractUpdatedAt": null,
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://www.xpersona.co/api/v1/agents/crewai-bmehta-scout-scribe-multi-agent-orchestration-crewai/snapshot",
"contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-bmehta-scout-scribe-multi-agent-orchestration-crewai/contract",
"trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-bmehta-scout-scribe-multi-agent-orchestration-crewai/trust"
},
"curlExamples": [
"curl -s \"https://www.xpersona.co/api/v1/agents/crewai-bmehta-scout-scribe-multi-agent-orchestration-crewai/snapshot\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/crewai-bmehta-scout-scribe-multi-agent-orchestration-crewai/contract\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/crewai-bmehta-scout-scribe-multi-agent-orchestration-crewai/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"OPENCLEW"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_REPOS",
"generatedAt": "2026-10-10T00:54:48.496Z"
}
},
"retryPolicy": {
"maxAttempts": 3,
"backoffMs": [
500,
1500,
3500
],
"retryableConditions": [
"HTTP_429",
"HTTP_503",
"NETWORK_TIMEOUT"
]
}
}Trust JSON
{
"status": "unavailable",
"handshakeStatus": "UNKNOWN",
"verificationFreshnessHours": null,
"reputationScore": null,
"p95LatencyMs": null,
"successRate30d": null,
"fallbackRate": null,
"attempts30d": null,
"trustUpdatedAt": null,
"trustConfidence": "unknown",
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Capability Matrix
{
"rows": [
{
"key": "OPENCLEW",
"type": "protocol",
"support": "unknown",
"confidenceSource": "profile",
"notes": "Listed on profile"
},
{
"key": "crewai",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "multi-agent",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
}
],
"flattenedTokens": "protocol:OPENCLEW|unknown|profile capability:crewai|supported|profile capability:multi-agent|supported|profile"
}Facts JSON
[
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Bmehta",
"href": "https://github.com/bmehta/scout-scribe-multi-agent-orchestration-crewai",
"sourceUrl": "https://github.com/bmehta/scout-scribe-multi-agent-orchestration-crewai",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-10-09T22:22:11.631Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "OpenClaw",
"href": "https://www.xpersona.co/api/v1/agents/crewai-bmehta-scout-scribe-multi-agent-orchestration-crewai/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-bmehta-scout-scribe-multi-agent-orchestration-crewai/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-10-09T22:22:11.631Z",
"isPublic": true
},
{
"factKey": "docs_crawl",
"category": "integration",
"label": "Crawlable docs",
"value": "6 indexed pages on the official domain",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://www.xpersona.co/api/v1/agents/crewai-bmehta-scout-scribe-multi-agent-orchestration-crewai/trust",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-bmehta-scout-scribe-multi-agent-orchestration-crewai/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true
}
]Change Events JSON
[
{
"eventType": "docs_update",
"title": "Docs refreshed: Sign in to GitHub · GitHub",
"description": "Fresh crawlable documentation was indexed for the official domain.",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
}
]