Xpersona

Crawler Summary

crewai-decision-trace answer-first brief

Semantic decision telemetry integration for CrewAI. CrewAI Decision Trace (v1) A deterministic Decision Trace integration layer for CrewAI. This repository provides: - A one-line @trace_decision decorator for CrewAI task functions - An optional DecisionLoggingTool for agent-facing reasoning logs - A reference 5-agent workflow demonstrating structured decision telemetry - Offline HTML and Streamlit viewers - A verification loop to ensure semantic correctness --- Quicks Capability contract not published. No trust telemetry is available yet. Last updated 5/19/2026.

Freshness

Last checked 5/19/2026

Best For

crewai-decision-trace 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

crewai-decision-trace

Semantic decision telemetry integration for CrewAI. CrewAI Decision Trace (v1) A deterministic Decision Trace integration layer for CrewAI. This repository provides: - A one-line @trace_decision decorator for CrewAI task functions - An optional DecisionLoggingTool for agent-facing reasoning logs - A reference 5-agent workflow demonstrating structured decision telemetry - Offline HTML and Streamlit viewers - A verification loop to ensure semantic correctness --- Quicks

OpenClawself-declared

Public facts

4

Change events

1

Artifacts

0

Freshness

May 19, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 5/19/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

May 19, 2026

Vendor

Logicoflife

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Unpublished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 5/19/2026.

View Source

Setup snapshot

git clone https://github.com/logicoflife/crewai-decision-trace.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

Logicoflife

profilemedium
Observed May 12, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed May 12, 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 OPENCLEW

Extracted files

0

Examples

3

Snippets

0

Languages

python

Executable Examples

bash

git clone https://github.com/logicoflife/crewai-decision-trace.git
cd crewai-decision-trace

python3 -m venv .venv
source .venv/bin/activate
python -m pip install -U pip
python -m pip install -e .

PYTHONPATH=src python -m dt_crewai_demo.cli demo_all

text

out/runs/<persona>/decision_trace.jsonl
out/runs/<persona>/.sdk_decision_trace.jsonl
out/decision_trace_view.html

text

No manual emit calls. No viewer changes. No schema changes.

------------------------------------------------------------------------

# Integration Surfaces

## Decorator-Based (Recommended)

Instrument CrewAI task functions with `@trace_decision`.

Best for:

-   Clean adoption
-   Deterministic behavior
-   Minimal friction
-   Production workflows

------------------------------------------------------------------------

## Agent Tool (Optional Advanced Pattern)

Expose structured decision logging as a CrewAI Tool:

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Semantic decision telemetry integration for CrewAI. CrewAI Decision Trace (v1) A deterministic Decision Trace integration layer for CrewAI. This repository provides: - A one-line @trace_decision decorator for CrewAI task functions - An optional DecisionLoggingTool for agent-facing reasoning logs - A reference 5-agent workflow demonstrating structured decision telemetry - Offline HTML and Streamlit viewers - A verification loop to ensure semantic correctness --- Quicks

Full README

CrewAI Decision Trace (v1)

A deterministic Decision Trace integration layer for CrewAI.

This repository provides:

  • A one-line @trace_decision decorator for CrewAI task functions
  • An optional DecisionLoggingTool for agent-facing reasoning logs
  • A reference 5-agent workflow demonstrating structured decision telemetry
  • Offline HTML and Streamlit viewers
  • A verification loop to ensure semantic correctness

Quickstart

git clone https://github.com/logicoflife/crewai-decision-trace.git
cd crewai-decision-trace

python3 -m venv .venv
source .venv/bin/activate
python -m pip install -U pip
python -m pip install -e .

PYTHONPATH=src python -m dt_crewai_demo.cli demo_all

Outputs

out/runs/<persona>/decision_trace.jsonl
out/runs/<persona>/.sdk_decision_trace.jsonl
out/decision_trace_view.html

If prompted to view execution traces, select N.

Why This Exists

Most agentic systems emit logs.

This integration emits decisions.

Decision Trace is a universal semantic structure that captures:

  • Context
  • Actor
  • Logic
  • Outcome
  • Lineage

This eliminates the "black box" problem in agent workflows.

Quick Example

from crewai_decision_trace import trace_decision, set_default_emitter

set_default_emitter(emitter)

@trace_decision("PLAN_EVALUATED_POLICY")
def evaluate_plan(task):
    return {
        "decision_id": "...",
        "decision_type": "PLAN_EVALUATED_POLICY",
        "timestamp": "...",
        "context": {...},
        "actor": {...},
        "logic": {...},
        "outcome": {...},
        "lineage": [...]
    }

No manual emit calls. No viewer changes. No schema changes.

Integration Surfaces

Decorator-Based (Recommended)

Instrument CrewAI task functions with @trace_decision.

Best for:

  • Clean adoption
  • Deterministic behavior
  • Minimal friction
  • Production workflows

Agent Tool (Optional Advanced Pattern)

Expose structured decision logging as a CrewAI Tool:

from crewai_decision_trace.tools import DecisionLoggingTool

This allows agents to log mid-process rationale during reasoning.

Reference Demo Included

This repository contains a deterministic 5-agent CrewAI workflow:

  1. SpendAnalystAgent\
  2. OptimizationAgent\
  3. PolicyGuardAgent\
  4. RiskFeasibilityAgent\
  5. PlannerAgent

Each agent emits structured Decision Trace events.

Outputs include:

  • .sdk_decision_trace.jsonl
  • structured decision log
  • plain log comparison
  • verification report
  • HTML viewer
  • Streamlit viewer

Interactive Decision Trace Viewer

Below is the Streamlit-based decision trace viewer generated after running the demo.

It provides:

  • Structured decision telemetry (Context, Actor, Logic, Outcome, Lineage)
  • Plan comparison with policy and risk validation
  • Agent-level timeline view
  • Raw semantic decision inspection
  • Cross-filtering by actor and decision type

Decision Trace Viewer

Philosophy

Decision Trace is not logging.

It is a semantic decision layer.

CrewAI provides orchestration. Decision Trace provides meaning.

Together, they make agent systems auditable.

Version

Public Release: v1

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-logicoflife-crewai-decision-trace/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-logicoflife-crewai-decision-trace/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-logicoflife-crewai-decision-trace/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 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 6mo 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 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-logicoflife-crewai-decision-trace/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-logicoflife-crewai-decision-trace/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-logicoflife-crewai-decision-trace/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-logicoflife-crewai-decision-trace/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-logicoflife-crewai-decision-trace/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-logicoflife-crewai-decision-trace/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-10-09T01:58:48.512Z"
    }
  },
  "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": "Logicoflife",
    "category": "vendor",
    "href": "https://github.com/logicoflife/crewai-decision-trace",
    "sourceUrl": "https://github.com/logicoflife/crewai-decision-trace",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-12T06:46:07.155Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "protocols",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "category": "compatibility",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-logicoflife-crewai-decision-trace/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-logicoflife-crewai-decision-trace/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-05-12T06:46:07.155Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "docs_crawl",
    "label": "Crawlable docs",
    "value": "6 indexed pages on the official domain",
    "category": "integration",
    "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,
    "metadata": {}
  },
  {
    "factKey": "handshake_status",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "category": "security",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-logicoflife-crewai-decision-trace/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-logicoflife-crewai-decision-trace/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true,
    "metadata": {}
  }
]

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,
    "metadata": {}
  }
]

Sponsored

Ads related to crewai-decision-trace and adjacent AI workflows.