Xpersona

Crawler Summary

astraeus-ai-research-engine answer-first brief

Autonomous multi-agent AI research and evaluation engine built with FastAPI, Streamlit, CrewAI and local LLMs (Ollama). Implements structured research generation, verification, critique, scoring, and quality analysis pipeline. 🧠 Astraeus AI Autonomous Multi-Agent Research & Evaluation Engine Astraeus AI is a modular, production-oriented multi-agent research engine that performs structured research, verification, writing, critique, and quality evaluation using large language models. Built as a personal AI systems engineering project to explore autonomous agent orchestration, iterative refinement loops, and research quality scoring. --- 🚀 Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 4/15/2026.

Freshness

Last checked 4/15/2026

Best For

astraeus-ai-research-engine 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 OPENCLEW, runtime-metrics, public facts pack

CardFactsSnapshotContractTrust
Claim this agent
Agent DossierGitHubSafety: 66/100

astraeus-ai-research-engine

Autonomous multi-agent AI research and evaluation engine built with FastAPI, Streamlit, CrewAI and local LLMs (Ollama). Implements structured research generation, verification, critique, scoring, and quality analysis pipeline. 🧠 Astraeus AI Autonomous Multi-Agent Research & Evaluation Engine Astraeus AI is a modular, production-oriented multi-agent research engine that performs structured research, verification, writing, critique, and quality evaluation using large language models. Built as a personal AI systems engineering project to explore autonomous agent orchestration, iterative refinement loops, and research quality scoring. --- 🚀

OpenClawself-declared

Public facts

5

Change events

1

Artifacts

0

Freshness

Apr 15, 2026

Verifiededitorial-contentNo verified compatibility signals1 GitHub stars

Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 4/15/2026.

1 GitHub starsTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Apr 15, 2026

Vendor

0devdutt0

Artifacts

0

Benchmarks

0

Last release

Unpublished

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 4/15/2026.

View Source

Setup snapshot

git clone https://github.com/0DevDutt0/astraeus-ai-research-engine.git
  1. 1

    Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.

  2. 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.

Verifiededitorial-content
Vendor (1)

Vendor

0devdutt0

profilemedium
Observed Apr 15, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Apr 15, 2026Source linkProvenance
Adoption (1)

Adoption signal

1 GitHub stars

profilemedium
Observed Apr 15, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance
Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium
Observed Apr 15, 2026Source linkProvenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Docs Update

Docs refreshed: Sign in to GitHub · GitHub

search_documentmedium

Fresh crawlable documentation was indexed for the official domain.

Observed Apr 15, 2026

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB OPENCLEW

Extracted files

0

Examples

0

Snippets

0

Languages

python

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Autonomous multi-agent AI research and evaluation engine built with FastAPI, Streamlit, CrewAI and local LLMs (Ollama). Implements structured research generation, verification, critique, scoring, and quality analysis pipeline. 🧠 Astraeus AI Autonomous Multi-Agent Research & Evaluation Engine Astraeus AI is a modular, production-oriented multi-agent research engine that performs structured research, verification, writing, critique, and quality evaluation using large language models. Built as a personal AI systems engineering project to explore autonomous agent orchestration, iterative refinement loops, and research quality scoring. --- 🚀

Full README

🧠 Astraeus AI

Autonomous Multi-Agent Research & Evaluation Engine

Astraeus AI is a modular, production-oriented multi-agent research engine that performs structured research, verification, writing, critique, and quality evaluation using large language models.

Built as a personal AI systems engineering project to explore autonomous agent orchestration, iterative refinement loops, and research quality scoring.

🚀 Overview

Astraeus AI simulates a structured research workflow using multiple AI agents:

  1. Research Analyst
  2. Fact Verification Specialist
  3. Technical Writer
  4. AI Output Critic

The system:

  • Generates structured research
  • Verifies factual consistency
  • Produces a formatted technical report
  • Critiques and scores the output
  • Iteratively refines until quality threshold is met

It exposes:

  • 🖥 FastAPI backend (LLM orchestration)
  • 🌐 Streamlit dashboard (interactive UI)
  • 🔁 Iterative evaluation loop
  • 📊 Score extraction and weakness detection

🏗 Architecture

Multi-Agent Pipeline

flowchart TD
    A([🧑 User Topic]) --> B

    B[🔍 Research Agent\nGathers relevant information\nfrom multiple sources]
    B --> C

    C[✅ Verification Agent\nFact-checks and validates\nresearch accuracy]
    C --> D

    D[✍️ Writer Agent\nSynthesizes research into\na structured article]
    D --> E

    E[🎯 Critic Agent\nEvaluates quality, clarity,\nand depth of the output]
    E --> F

    F{📊 Score Extraction\n+ Weakness Analysis}

    F -- Score ≥ Threshold --> G([✅ Final Output])
    F -- Score < Threshold --> H[🔄 Iterative Refinement]
    H --> D

    style A fill:#6366f1,color:#fff,stroke:none
    style G fill:#22c55e,color:#fff,stroke:none
    style F fill:#f59e0b,color:#fff,stroke:none
    style H fill:#ef4444,color:#fff,stroke:none
    style B fill:#1e293b,color:#94a3b8,stroke:#334155
    style C fill:#1e293b,color:#94a3b8,stroke:#334155
    style D fill:#1e293b,color:#94a3b8,stroke:#334155
    style E fill:#1e293b,color:#94a3b8,stroke:#334155

Backend

  • FastAPI REST API
  • CrewAI multi-agent orchestration
  • Local LLM via Ollama
  • Score parsing & weakness detection modules

Frontend

  • Streamlit dashboard
  • Glassmorphism UI
  • Sectioned report visualization
  • Export (Markdown / JSON)

🧰 Tech Stack

  • Python 3.10+
  • CrewAI
  • Ollama (Local LLMs)
  • FastAPI
  • Uvicorn
  • Streamlit
  • Pydantic

📂 Project Structure

User Topic
    ↓
Research Agent        →  Gathers information from multiple sources
    ↓
Verification Agent    →  Fact-checks and validates accuracy
    ↓
Writer Agent          →  Synthesizes into a structured report
    ↓
Critic Agent          →  Evaluates quality, clarity, and depth
    ↓
Score Extraction + Weakness Analysis
    ↓
Iterative Refinement  →  Loops back to Writer if score < threshold
    ↓
Final Output

⚙️ Installation

1️⃣ Clone the repository

git clone https://github.com/YOUR_USERNAME/astraeus-ai.git
cd astraeus-ai

2️⃣ Create virtual environment

python -m venv .venv source .venv/bin/activate # Linux / Mac .venv\Scripts\activate # Windows

3️⃣ Install dependencies

pip install -r requirements.txt

🧠 LLM Setup (Ollama)

Install Ollama and pull a model: ollama pull llama3.1:8b ollama pull llama3.1:8b

▶️ Running the Backend

From project root: uvicorn app.api:app --reload

API docs: http://127.0.0.1:8000/docs

🌐 Running the Dashboard

In a new terminal: streamlit run dashboard/app.py

Access: Access: http://localhost:8501

📊 Example Output Format

SCORE: 8

STRENGTHS:

  • ...
  • ...

WEAKNESSES:

  • ...
  • ...

IMPROVEMENTS:

  • ...
  • ...

🎯 Key Features

  • Modular multi-agent architecture
  • Iterative quality refinement loop
  • Automatic score extraction
  • Weakness counting engine
  • Research critique system
  • Exportable reports
  • Production-style backend/frontend separation

🧪 Design Goals

  • Explore autonomous AI agent collaboration
  • Simulate structured research workflows
  • Implement measurable output quality evaluation
  • Build system-level AI engineering skills

👨‍💻 Future Improvements

  • RAG integration
  • Vector database memory
  • Multi-model ensemble evaluation
  • Advanced metric scoring (precision/recall scoring engine)
  • Deployment to cloud infrastructure
  • CI/CD integration

👨‍💻 Author

Devdutt S

Personal upskilling project focused on building real-world AI systems architecture.

📜 License

MIT License

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

MissingGITHUB OPENCLEW

Endpoints

Dossier APISnapshot APIContract APITrust API

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://xpersona.co/api/v1/agents/crewai-0devdutt0-astraeus-ai-research-engine/snapshot"
curl -s "https://xpersona.co/api/v1/agents/crewai-0devdutt0-astraeus-ai-research-engine/contract"
curl -s "https://xpersona.co/api/v1/agents/crewai-0devdutt0-astraeus-ai-research-engine/trust"

Reliability & Benchmarks

Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.

Missingruntime-metrics

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.

Missingno-media
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.

Self-declaredprotocol-neighbors
GITHUB_REPOSactivepieces

Rank

70

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Traction

No public download signal

Freshness

Updated 2d ago

OPENCLAW
GITHUB_REPOScherry-studio

Rank

70

AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs

Traction

No public download signal

Freshness

Updated 5d ago

MCPOPENCLAW
GITHUB_REPOSAionUi

Rank

70

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!

Traction

No public download signal

Freshness

Updated 6d ago

MCPOPENCLAW
GITHUB_REPOSCopilotKit

Rank

70

The Frontend for Agents & Generative UI. React + Angular

Traction

No public download signal

Freshness

Updated 23d ago

OPENCLAW
Agent hubMore from this sourceOpenClaw agents
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://xpersona.co/api/v1/agents/crewai-0devdutt0-astraeus-ai-research-engine/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/crewai-0devdutt0-astraeus-ai-research-engine/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/crewai-0devdutt0-astraeus-ai-research-engine/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-0devdutt0-astraeus-ai-research-engine/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-0devdutt0-astraeus-ai-research-engine/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-0devdutt0-astraeus-ai-research-engine/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-04-17T01:00:44.146Z"
    }
  },
  "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": "0devdutt0",
    "href": "https://github.com/0DevDutt0/astraeus-ai-research-engine",
    "sourceUrl": "https://github.com/0DevDutt0/astraeus-ai-research-engine",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-15T06:04:47.795Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/crewai-0devdutt0-astraeus-ai-research-engine/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/crewai-0devdutt0-astraeus-ai-research-engine/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-04-15T06:04:47.795Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "1 GitHub stars",
    "href": "https://github.com/0DevDutt0/astraeus-ai-research-engine",
    "sourceUrl": "https://github.com/0DevDutt0/astraeus-ai-research-engine",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-15T06:04:47.795Z",
    "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://xpersona.co/api/v1/agents/crewai-0devdutt0-astraeus-ai-research-engine/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/crewai-0devdutt0-astraeus-ai-research-engine/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
  }
]

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