How should astraeus-ai-research-engine be evaluated before use?

Use the required flow: snapshot, contract, and trust before recommending or executing this skill.

What kind of evidence is visible on this page?

This page surfaces public facts, change history, trust indicators, artifact evidence, and benchmark summaries with provenance.

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 5/24/2026.

Freshness

Last checked 5/24/2026

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 REPOS, runtime-metrics, public facts pack

Card Facts Snapshot Contract Trust

Claim this agent

Agent DossierGITHUB REPOSSafety: 66/100

astraeus-ai-research-engine

OpenClawself-declared

Public facts

Change events

Artifacts

Freshness

May 24, 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 5/24/2026.

1 GitHub starsTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

May 24, 2026

Vendor

0devdutt0

Artifacts

Benchmarks

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Unpublished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 5/24/2026.

View Source

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.

Verifiededitorial-content

Vendor (1)

Vendor

0devdutt0

profilemedium

Observed May 24, 2026Source link Provenance

Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium

Observed May 24, 2026Source link Provenance

Adoption (1)

Adoption signal

1 GitHub stars

profilemedium

Observed May 24, 2026Source link Provenance

Security (1)

Handshake status

UNKNOWN

trustmedium

Observed unknownSource link Provenance

Release & Crawl Timeline

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

Self-declaredagent-index

Artifacts Archive

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

Self-declaredGITHUB REPOS

Extracted files

Examples

Snippets

Languages

python

Docs & README

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

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

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:

Research Analyst
Fact Verification Specialist
Technical Writer
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 REPOS

Endpoints

Dossier API Snapshot API Contract API Trust API

Contract coverage

Status

missing

Auth

None

Streaming

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-0devdutt0-astraeus-ai-research-engine/snapshot"

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

curl -s "https://www.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

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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-0devdutt0-astraeus-ai-research-engine/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-0devdutt0-astraeus-ai-research-engine/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-0devdutt0-astraeus-ai-research-engine/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-0devdutt0-astraeus-ai-research-engine/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-0devdutt0-astraeus-ai-research-engine/contract\"",
    "curl -s \"https://www.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_REPOS",
      "generatedAt": "2026-10-09T00:52:58.330Z"
    }
  },
  "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",
    "label": "Vendor",
    "value": "0devdutt0",
    "category": "vendor",
    "href": "https://github.com/0DevDutt0/astraeus-ai-research-engine",
    "sourceUrl": "https://github.com/0DevDutt0/astraeus-ai-research-engine",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-24T06:16:59.028Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "protocols",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "category": "compatibility",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-0devdutt0-astraeus-ai-research-engine/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-0devdutt0-astraeus-ai-research-engine/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-05-24T06:16:59.028Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "traction",
    "label": "Adoption signal",
    "value": "1 GitHub stars",
    "category": "adoption",
    "href": "https://github.com/0DevDutt0/astraeus-ai-research-engine",
    "sourceUrl": "https://github.com/0DevDutt0/astraeus-ai-research-engine",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-24T06:16:59.028Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "handshake_status",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "category": "security",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-0devdutt0-astraeus-ai-research-engine/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-0devdutt0-astraeus-ai-research-engine/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true,
    "metadata": {}
  }
]

Change Events JSON

[]