Xpersona

Crawler Summary

CrewAI-Doc-Search-Tool answer-first brief

Build a workflow using CrewAI tools to scrape the content from the docs and then perform RAG on it. CrewAI-Doc-Search-Tool Build a workflow using CrewAI tools to scrape the content from the documents and then perform RAG on it. Star this repository if you find it valuable! Installation We need to write the code that will make the tool work. Before we begin, let’s install the crewai-tools and crewai packages using pip pip install crewai-tools crewai. Make sure virtual environment is created and activated if you are Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.

Freshness

Last checked 2/25/2026

Best For

CrewAI-Doc-Search-Tool 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

CardFactsSnapshotContractTrust
Claim this agent
Agent DossierGITHUB REPOSSafety: 66/100

CrewAI-Doc-Search-Tool

Build a workflow using CrewAI tools to scrape the content from the docs and then perform RAG on it. CrewAI-Doc-Search-Tool Build a workflow using CrewAI tools to scrape the content from the documents and then perform RAG on it. Star this repository if you find it valuable! Installation We need to write the code that will make the tool work. Before we begin, let’s install the crewai-tools and crewai packages using pip pip install crewai-tools crewai. Make sure virtual environment is created and activated if you are

OpenClawself-declared

Public facts

4

Change events

1

Artifacts

0

Freshness

Feb 25, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Feb 25, 2026

Vendor

Manulthanura

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Unpublished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. Last updated 2/25/2026.

View Source

Setup snapshot

  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

Manulthanura

profilemedium
Observed Feb 25, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Feb 25, 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 REPOS

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 REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

Build a workflow using CrewAI tools to scrape the content from the docs and then perform RAG on it. CrewAI-Doc-Search-Tool Build a workflow using CrewAI tools to scrape the content from the documents and then perform RAG on it. Star this repository if you find it valuable! Installation We need to write the code that will make the tool work. Before we begin, let’s install the crewai-tools and crewai packages using pip pip install crewai-tools crewai. Make sure virtual environment is created and activated if you are

Full README

CrewAI-Doc-Search-Tool

Build a workflow using CrewAI tools to scrape the content from the documents and then perform RAG on it. Star this repository if you find it valuable!

Installation

We need to write the code that will make the tool work. Before we begin, let’s install the crewai-tools and crewai packages using pip pip install crewai-tools crewai. Make sure virtual environment is created and activated if you are using one. Refer Virtual Environments for more details.

Usage

Stage 01 : Basic ChatBot Assistant

In this stage we will create a basic question-answering chatbot using CrewAI. The bot uses a LLM model to provide accurate and concise answers to user questions. This foundational stage establishes the core agent and task structure that will be expanded in later stages with web scraping and RAG capabilities.

Example code for this stage is available in the stage1.py file and can be run using the command python stage1.py.

snapshot1

Stage 02 : ChatBot with RAG

In this stage, we will enhance the chatbot by incorporating Retrieval-Augmented Generation (RAG) capabilities. This allows the bot to retrieve relevant information from documents and use it to generate more accurate and context-aware responses. A vector database is automatically created with chromadb to store the document embeddings, enabling efficient retrieval of relevant information.

Example code for this stage is available in the stage2.py file and can be run using the command python stage2.py.

snapshot2

Stage 03 : Custom Tools with CrewAI

Here we create a custom tool that performs basic arithmetic operations like addition, subtraction, and multiplication. The tool is integrated into the CrewAI framework, allowing the agent to use it for calculations. This stage demonstrates how to create and use custom tools within CrewAI, enhancing the agent's capabilities beyond simple question answering.

Example code for this stage is available in the stage3.py file and can be run using the command python stage3.py.

snapshot3

Conclusion

This project showcases the capabilities of CrewAI in building intelligent agents that can perform complex tasks such as document retrieval, question answering, and custom tool integration. Each stage builds upon the previous one, demonstrating the flexibility and power of the CrewAI framework for creating advanced AI applications.

Contract & API

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

MissingGITHUB REPOS

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-manulthanura-crewai-doc-search-tool/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-manulthanura-crewai-doc-search-tool/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-manulthanura-crewai-doc-search-tool/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.

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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-manulthanura-crewai-doc-search-tool/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-manulthanura-crewai-doc-search-tool/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-manulthanura-crewai-doc-search-tool/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-manulthanura-crewai-doc-search-tool/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-manulthanura-crewai-doc-search-tool/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-manulthanura-crewai-doc-search-tool/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-09T04:10:52.641Z"
    }
  },
  "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": "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": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Manulthanura",
    "href": "https://github.com/manulthanura/CrewAI-Doc-Search-Tool",
    "sourceUrl": "https://github.com/manulthanura/CrewAI-Doc-Search-Tool",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-25T05:07:14.487Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-manulthanura-crewai-doc-search-tool/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-manulthanura-crewai-doc-search-tool/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-25T05:07:14.487Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-manulthanura-crewai-doc-search-tool/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-manulthanura-crewai-doc-search-tool/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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