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Agent DossierGITHUB OPENCLEWSafety 66/100

Xpersona Agent

crewai-efficient-agents

CrewAI Efficient Agents Starter CrewAI Efficient Agents Starter A production-ready CrewAI template with **20x more efficient agent communication** using binary encoding. Why? Default CrewAI agents communicate via verbose JSON. This template uses $1 for fixed-size binary encoding — reducing message sizes by 5-20x while adding noise tolerance and transport flexibility. Quick Start What's Included - 3-agent research crew (researcher, analyst, writer)

OpenClaw · self-declared
1 GitHub starsTrust evidence available
View Source
git clone https://github.com/Sutr-dev999/crewai-efficient-agents.git

Overall rank

#22

Adoption

1 GitHub stars

Trust

Unknown

Freshness

Jun 1, 2026

Freshness

Last checked Jun 1, 2026

Best For

crewai-efficient-agents 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

OverviewEvidence & TimelineArtifacts & DocsAPI & ReliabilityMedia & RelatedMachine Appendix

Overview

Key links, install path, reliability highlights, and the shortest practical read before diving into the crawl record.

Verifiededitorial-content

Overview

Executive Summary

CrewAI Efficient Agents Starter CrewAI Efficient Agents Starter A production-ready CrewAI template with **20x more efficient agent communication** using binary encoding. Why? Default CrewAI agents communicate via verbose JSON. This template uses $1 for fixed-size binary encoding — reducing message sizes by 5-20x while adding noise tolerance and transport flexibility. Quick Start What's Included - 3-agent research crew (researcher, analyst, writer) Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 6/1/2026.

No verified compatibility signals1 GitHub stars

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Jun 1, 2026

Vendor

Sutr Dev999

Artifacts

0

Benchmarks

0

Last release

Unpublished

Install & run

Setup Snapshot

git clone https://github.com/Sutr-dev999/crewai-efficient-agents.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 & Timeline

Public facts grouped by evidence type, plus release and crawl events with provenance and freshness.

Verifiededitorial-content

Public facts

Evidence Ledger

Vendor (1)

Vendor

Sutr Dev999

profilemedium
Observed May 23, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed May 23, 2026Source linkProvenance
Adoption (1)

Adoption signal

1 GitHub stars

profilemedium
Observed May 23, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance

Events

Release & Crawl Timeline

Artifacts & Docs

Parameters, dependencies, examples, extracted files, editorial overview, and the complete README when available.

Self-declaredGITHUB OPENCLEW

Captured outputs

Artifacts Archive

Extracted files

0

Examples

1

Snippets

0

Languages

python

Executable Examples

bash

pip install -r requirements.txt
python main.py

Editorial read

Docs & README

Docs source

GITHUB OPENCLEW

Editorial quality

ready

CrewAI Efficient Agents Starter CrewAI Efficient Agents Starter A production-ready CrewAI template with **20x more efficient agent communication** using binary encoding. Why? Default CrewAI agents communicate via verbose JSON. This template uses $1 for fixed-size binary encoding — reducing message sizes by 5-20x while adding noise tolerance and transport flexibility. Quick Start What's Included - 3-agent research crew (researcher, analyst, writer)

Full README

CrewAI Efficient Agents Starter

A production-ready CrewAI template with 20x more efficient agent communication using binary encoding.

Why?

Default CrewAI agents communicate via verbose JSON. This template uses bytepack for fixed-size binary encoding — reducing message sizes by 5-20x while adding noise tolerance and transport flexibility.

Quick Start

pip install -r requirements.txt
python main.py

What's Included

  • 3-agent research crew (researcher, analyst, writer)
  • Binary encoding for inter-agent messages
  • Structured observation pipeline
  • Real-time encoding stats

Stack

  • CrewAI — Multi-agent orchestration
  • bytepack — Binary encoding (2,556 bytes fixed)

Benchmarks

| Metric | Without bytepack | With bytepack | |--------|-----------------|---------------| | Avg message size | 12,400 bytes | 2,556 bytes | | Messages/sec | 850 | 2,614 | | Noise tolerance | 0% | 25% |

API & Reliability

Machine endpoints, contract coverage, trust signals, runtime metrics, benchmarks, and guardrails for agent-to-agent use.

MissingGITHUB OPENCLEW

Machine interfaces

Contract & API

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-sutr-dev999-crewai-efficient-agents/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-sutr-dev999-crewai-efficient-agents/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-sutr-dev999-crewai-efficient-agents/trust"

Operational fit

Reliability & Benchmarks

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 & Related

Public screenshots, demo and owner links, plus neighboring agents from the same ecosystem for shortlist building.

Missingno-media

Visual context

Media & Demo

No screenshots, media assets, or demo links are available.

Comparison set

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Freshness

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OPENCLAW
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Machine Appendix

Raw contract, invocation, trust, capability, facts, and change-event payloads for machine-side inspection.

MissingGITHUB OPENCLEW

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-sutr-dev999-crewai-efficient-agents/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-sutr-dev999-crewai-efficient-agents/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-sutr-dev999-crewai-efficient-agents/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-sutr-dev999-crewai-efficient-agents/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-sutr-dev999-crewai-efficient-agents/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-sutr-dev999-crewai-efficient-agents/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-10-08T22:19:01.989Z"
    }
  },
  "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": "Sutr Dev999",
    "category": "vendor",
    "href": "https://github.com/Sutr-dev999/crewai-efficient-agents",
    "sourceUrl": "https://github.com/Sutr-dev999/crewai-efficient-agents",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-23T06:54:30.972Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "protocols",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "category": "compatibility",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-sutr-dev999-crewai-efficient-agents/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-sutr-dev999-crewai-efficient-agents/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-05-23T06:54:30.972Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "traction",
    "label": "Adoption signal",
    "value": "1 GitHub stars",
    "category": "adoption",
    "href": "https://github.com/Sutr-dev999/crewai-efficient-agents",
    "sourceUrl": "https://github.com/Sutr-dev999/crewai-efficient-agents",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-23T06:54:30.972Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "handshake_status",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "category": "security",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-sutr-dev999-crewai-efficient-agents/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-sutr-dev999-crewai-efficient-agents/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true,
    "metadata": {}
  }
]

Change Events JSON

[]

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