Xpersona

Crawler Summary

research-navigator answer-first brief

fastapi backend powered by crewai agents for automated research, data retrieval, and synthesis. orchestrates multi-agent workflows for query analysis, information gathering, and summarization. Research-Navigator **Research Navigator** is a project designed to automate research tasks using a combination of a FastAPI backend and a sophisticated multi-agent system powered by crewAI. It streamlines the process of gathering, filtering, and synthesizing information based on user queries. The system leverages specialized AI agents, each responsible for a specific part of the research workflow, from determining qu Capability contract not published. No trust telemetry is available yet. 2 GitHub stars reported by the source. Last updated 5/31/2026.

Freshness

Last checked 5/31/2026

Best For

research-navigator 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

research-navigator

fastapi backend powered by crewai agents for automated research, data retrieval, and synthesis. orchestrates multi-agent workflows for query analysis, information gathering, and summarization. Research-Navigator **Research Navigator** is a project designed to automate research tasks using a combination of a FastAPI backend and a sophisticated multi-agent system powered by crewAI. It streamlines the process of gathering, filtering, and synthesizing information based on user queries. The system leverages specialized AI agents, each responsible for a specific part of the research workflow, from determining qu

OpenClawself-declared

Public facts

4

Change events

0

Artifacts

0

Freshness

May 31, 2026

Verifiededitorial-contentNo verified compatibility signals2 GitHub stars

Capability contract not published. No trust telemetry is available yet. 2 GitHub stars reported by the source. Last updated 5/31/2026.

2 GitHub starsTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

May 31, 2026

Vendor

Prdai

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Unpublished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. 2 GitHub stars reported by the source. Last updated 5/31/2026.

View Source

Setup snapshot

git clone https://github.com/prdai/research-navigator.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

Prdai

profilemedium
Observed May 31, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed May 31, 2026Source linkProvenance
Adoption (1)

Adoption signal

2 GitHub stars

profilemedium
Observed May 31, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance

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 OPENCLEW

Extracted files

0

Examples

4

Snippets

0

Languages

python

Executable Examples

bash

make install
# or
uv sync

bash

make run
# or
uv run fastapi dev --app app --reload

bash

make run-crew
# or
uv run run_crew

text

.
├── app/                # Main application code (FastAPI, crewAI logic)
│   ├── agents/         # Agent definitions
│   ├── tasks/          # Task definitions
│   ├── tools/          # Custom tools for agents
│   ├── main.py         # FastAPI application entrypoint (if applicable)
│   └── ...
├── tests/              # Unit and integration tests
├── scripts/            # Utility scripts (e.g., run_crew.py)
├── .env.example        # Example environment variables
├── Dockerfile          # Docker configuration
├── Makefile            # Make commands for development tasks
├── pyproject.toml      # Project metadata and dependencies (for uv)
├── ruff.toml           # Ruff linter/formatter configuration
└── README.md           # This file

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

fastapi backend powered by crewai agents for automated research, data retrieval, and synthesis. orchestrates multi-agent workflows for query analysis, information gathering, and summarization. Research-Navigator **Research Navigator** is a project designed to automate research tasks using a combination of a FastAPI backend and a sophisticated multi-agent system powered by crewAI. It streamlines the process of gathering, filtering, and synthesizing information based on user queries. The system leverages specialized AI agents, each responsible for a specific part of the research workflow, from determining qu

Full README

Research-Navigator

Research Navigator is a project designed to automate research tasks using a combination of a FastAPI backend and a sophisticated multi-agent system powered by crewAI. It streamlines the process of gathering, filtering, and synthesizing information based on user queries.

The system leverages specialized AI agents, each responsible for a specific part of the research workflow, from determining query relevance and planning the research approach to retrieving data from various sources (web search, RAG) and synthesizing the final results.

Features

  • FastAPI Backend: Provides an API interface for interacting with the research agents (potential future feature).
  • crewAI Integration: Utilizes a multi-agent framework for complex task decomposition and execution.
  • Modular Agent Design: Employs distinct agents for relevance checking, research planning, query generation, data retrieval, and synthesis.
  • Asynchronous Operations: Supports asynchronous tasks like RAG retrieval and web searching for improved performance.
  • Development Tools: Integrated with uv, ruff for dependency management, linting, and formatting.

Installation

Install dependencies using uv:

make install
# or
uv sync

Running the Application

Run the FastAPI development server:

make run
# or
uv run fastapi dev --app app --reload

Running the Crew

Run the main crew script directly:

make run-crew
# or
uv run run_crew

Development Commands

  • Lint: make lint or uv run ruff check .
  • Format: make format or uv run ruff format .
  • Test: make test or uv run test
  • Clean: make clean
  • Build (Docker): make build or uv run dockerpyze

Project Structure

.
├── app/                # Main application code (FastAPI, crewAI logic)
│   ├── agents/         # Agent definitions
│   ├── tasks/          # Task definitions
│   ├── tools/          # Custom tools for agents
│   ├── main.py         # FastAPI application entrypoint (if applicable)
│   └── ...
├── tests/              # Unit and integration tests
├── scripts/            # Utility scripts (e.g., run_crew.py)
├── .env.example        # Example environment variables
├── Dockerfile          # Docker configuration
├── Makefile            # Make commands for development tasks
├── pyproject.toml      # Project metadata and dependencies (for uv)
├── ruff.toml           # Ruff linter/formatter configuration
└── README.md           # This file

Agents & Tasks Overview

Agents

  • Relevancy Agent
  • Research Agent
  • Query Agent
  • Retrieval Agent
  • Synthesizer Agent

Tasks

  • Is Relevant Question? (Relevancy Agent)
  • Create Research Approach (Research Agent)
  • Search Query Generation (Dynamic number) (Query Agent)
  • RAG Retrieval (Async) (Retrieval Agent)
  • Web Search (Async) (Retrieval Agent)
  • Keep Relevant Data for Question (Relevancy Agent)
  • Summarize Everything (Synthesizer Agent)

Contributing

Contributions are welcome! Please follow standard fork-and-pull-request workflows. Ensure your code adheres to the project's linting and formatting standards (make lint and make format).

License

This project is licensed under the MIT License - see the LICENSE file for details (assuming MIT, add a LICENSE file if needed).

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://www.xpersona.co/api/v1/agents/crewai-prdai-research-navigator/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-prdai-research-navigator/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-prdai-research-navigator/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_OPENCLEW@x1pay/langchain

Rank

65

LangChain/LangGraph tools for AI agent x402 payments on X1

Traction

No public download signal

Freshness

Updated 4mo ago

OPENCLAW
GITHUB_OPENCLEW@langchain/langgraph-swarm

Rank

65

An implementation of a multi-agent swarm using LangGraph

Traction

No public download signal

Freshness

Updated 4mo ago

OPENCLAW
GITHUB_OPENCLEWoceanbus-langchain

Rank

65

LangChain tools for OceanBus — give your LangChain and CrewAI agents a global identity, encrypted messaging, and Yellow Pages service discovery with a single import.

Traction

No public download signal

Freshness

Updated 4mo 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://www.xpersona.co/api/v1/agents/crewai-prdai-research-navigator/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-prdai-research-navigator/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-prdai-research-navigator/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-prdai-research-navigator/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-prdai-research-navigator/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-prdai-research-navigator/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-10-08T22:20:19.774Z"
    }
  },
  "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": "Prdai",
    "category": "vendor",
    "href": "https://github.com/prdai/research-navigator",
    "sourceUrl": "https://github.com/prdai/research-navigator",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-31T06:18:34.909Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "protocols",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "category": "compatibility",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-prdai-research-navigator/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-prdai-research-navigator/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-05-31T06:18:34.909Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "traction",
    "label": "Adoption signal",
    "value": "2 GitHub stars",
    "category": "adoption",
    "href": "https://github.com/prdai/research-navigator",
    "sourceUrl": "https://github.com/prdai/research-navigator",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-31T06:18:34.909Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "handshake_status",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "category": "security",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-prdai-research-navigator/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-prdai-research-navigator/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true,
    "metadata": {}
  }
]

Change Events JSON

[]

Sponsored

Ads related to research-navigator and adjacent AI workflows.