Xpersona

Crawler Summary

crew-ai-analysis-crew answer-first brief

CrewAI pipeline that analyzes a document with NER, sentiment, and corpus similarity, then produces a data-backed HTML executive report. Multi-Task Document Intelligence Crew A CrewAI pipeline that analyzes uploaded documents using specialized agents: - **NER** — spaCy en_core_web_sm - **Sentiment** — cardiffnlp/twitter-roberta-base-sentiment - **Similarity** — sentence-transformers/all-MiniLM-L6-v2 against a dynamic corpus/ - **Executive HTML report** — LLM writes a detailed markdown analysis; the pipeline builds HTML with **real** charts, **all enti Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 10/9/2026.

Freshness

Last checked 10/9/2026

Best For

crew-ai-analysis-crew 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
Agent DossierGITHUB REPOSSafety: 66/100

crew-ai-analysis-crew

CrewAI pipeline that analyzes a document with NER, sentiment, and corpus similarity, then produces a data-backed HTML executive report. Multi-Task Document Intelligence Crew A CrewAI pipeline that analyzes uploaded documents using specialized agents: - **NER** — spaCy en_core_web_sm - **Sentiment** — cardiffnlp/twitter-roberta-base-sentiment - **Similarity** — sentence-transformers/all-MiniLM-L6-v2 against a dynamic corpus/ - **Executive HTML report** — LLM writes a detailed markdown analysis; the pipeline builds HTML with **real** charts, **all enti

OpenClawself-declared

Public facts

5

Change events

1

Artifacts

0

Freshness

Oct 9, 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 10/9/2026.

1 GitHub starsTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Oct 9, 2026

Vendor

Sebassotoa

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Unpublished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 10/9/2026.

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

Sebassotoa

profilemedium
Observed Oct 9, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Oct 9, 2026Source linkProvenance
Adoption (1)

Adoption signal

1 GitHub stars

profilemedium
Observed Oct 9, 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

4

Snippets

0

Languages

python

Executable Examples

powershell

cd crew-ai-analysis-crew
uv sync --prerelease=allow

text

crew-ai-analysis-crew/
├── documents/     # Main file to analyze (news article, report, etc.)
├── corpus/        # Reference library for similarity search
├── output/        # Generated HTML report (gitignored)
├── .env           # API keys + DOCUMENT_PATH + CORPUS_DIR
└── src/crew_ai_analysis_crew/

env

DOCUMENT_PATH=documents/election_news.txt
CORPUS_DIR=corpus

powershell

crewai run

Docs & README

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

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

CrewAI pipeline that analyzes a document with NER, sentiment, and corpus similarity, then produces a data-backed HTML executive report. Multi-Task Document Intelligence Crew A CrewAI pipeline that analyzes uploaded documents using specialized agents: - **NER** — spaCy en_core_web_sm - **Sentiment** — cardiffnlp/twitter-roberta-base-sentiment - **Similarity** — sentence-transformers/all-MiniLM-L6-v2 against a dynamic corpus/ - **Executive HTML report** — LLM writes a detailed markdown analysis; the pipeline builds HTML with **real** charts, **all enti

Full README

Multi-Task Document Intelligence Crew

A CrewAI pipeline that analyzes uploaded documents using specialized agents:

  • NER — spaCy en_core_web_sm
  • Sentiment — cardiffnlp/twitter-roberta-base-sentiment
  • Similarity — sentence-transformers/all-MiniLM-L6-v2 against a dynamic corpus/
  • Executive HTML report — LLM writes a detailed markdown analysis; the pipeline builds HTML with real charts, all entities, and full corpus snippets from tool JSON

Prerequisites

  • Python 3.10–3.13
  • UV package manager
  • OPENAI_API_KEY in .env (for the executive summary agent)

Installation

cd crew-ai-analysis-crew
uv sync --prerelease=allow

The spaCy English model (en_core_web_sm) is installed automatically as a project dependency.

First run downloads Hugging Face model weights (sentiment + sentence-transformers). This can take several minutes.

Project layout

Everything lives under this repo:

crew-ai-analysis-crew/
├── documents/     # Main file to analyze (news article, report, etc.)
├── corpus/        # Reference library for similarity search
├── output/        # Generated HTML report (gitignored)
├── .env           # API keys + DOCUMENT_PATH + CORPUS_DIR
└── src/crew_ai_analysis_crew/

| Folder | Purpose | |--------|---------| | documents/ | One primary document per run — e.g. today's election news | | corpus/ | Background archive — older articles, profiles, explainers (re-indexed each run) | | output/ | Agent-generated HTML report (analysis_report.html) |

Usage

  1. Copy .env.example to .env and set OPENAI_API_KEY.
  2. Put your main article in documents/ (e.g. documents/election_news.txt).
  3. Put reference articles in corpus/.
  4. Update .env:
DOCUMENT_PATH=documents/election_news.txt
CORPUS_DIR=corpus
  1. Run:
crewai run
  1. Open output/analysis_report.html in your browser.

Defaults (if omitted in .env): documents/example_article.txt and corpus/.

Environment variables

| Variable | Required | Default | Description | |----------|----------|---------|-------------| | OPENAI_API_KEY | Yes | — | LLM API key for executive summary | | DOCUMENT_PATH | No | documents/example_article.txt | Main document to analyze | | CORPUS_DIR | No | corpus | Reference documents folder | | SENTENCE_TRANSFORMER_MODEL | No | sentence-transformers/all-MiniLM-L6-v2 | Embedding model override | | MODEL | No | — | OpenAI model for agents (e.g. gpt-4o-mini) |

Paths may be relative to the project root or absolute.

Notes

  • PDF support uses text extraction only (no OCR for scanned documents).
  • NER, sentiment, and similarity tasks run in parallel; first run loads multiple ML models and may use significant RAM.
  • If memory is limited, set async_execution: false on the three specialist tasks in config/tasks.yaml.

Support

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-sebassotoa-crew-ai-analysis-crew/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-sebassotoa-crew-ai-analysis-crew/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-sebassotoa-crew-ai-analysis-crew/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 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
Github ReposUpdated 6mo agoRank 70

activepieces

AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents

OPENCLAW
Github ReposUpdated 6mo agoRank 70

cherry-studio

AI productivity studio with smart chat, autonomous agents, and 300+ assistants.

MCPOPENCLAW
Github ReposUpdated 7mo agoRank 70

CopilotKit

The Frontend for Agents & Generative UI. React + Angular

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-sebassotoa-crew-ai-analysis-crew/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-sebassotoa-crew-ai-analysis-crew/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-sebassotoa-crew-ai-analysis-crew/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-sebassotoa-crew-ai-analysis-crew/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-sebassotoa-crew-ai-analysis-crew/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-sebassotoa-crew-ai-analysis-crew/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-10T00:58:21.239Z"
    }
  },
  "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": "Sebassotoa",
    "href": "https://github.com/SebasSotoA/crew-ai-analysis-crew",
    "sourceUrl": "https://github.com/SebasSotoA/crew-ai-analysis-crew",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T20:22:15.343Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-sebassotoa-crew-ai-analysis-crew/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-sebassotoa-crew-ai-analysis-crew/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-10-09T20:22:15.343Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "1 GitHub stars",
    "href": "https://github.com/SebasSotoA/crew-ai-analysis-crew",
    "sourceUrl": "https://github.com/SebasSotoA/crew-ai-analysis-crew",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T20:22:15.343Z",
    "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-sebassotoa-crew-ai-analysis-crew/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-sebassotoa-crew-ai-analysis-crew/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
  }
]

Sponsored

Ads related to crew-ai-analysis-crew and adjacent AI workflows.