How should ai-stack-compare be evaluated before use?

Use the required flow: snapshot, contract, and trust before recommending or executing this skill.

What kind of evidence is visible on this page?

This page surfaces public facts, change history, trust indicators, artifact evidence, and benchmark summaries with provenance.

Crawler Summary

ai-stack-compare answer-first brief

The same grounded-QA task in plain code, LangChain, LangGraph and CrewAI, on a local model ai-stack-compare The same small task built four ways — no framework, LangChain, LangGraph, CrewAI — on the same local model (qwen3:4b-instruct via Ollama) and the same retrieval, then measured side by side. The task: answer a Laravel docs question in a few sentences with inline citations, and refuse when the docs don't cover it. | Implementation | Layer it represents | Shape | |---|---|---| | stack/impl/plain.py | pr Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Freshness

Last checked 10/9/2026

Best For

ai-stack-compare 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

Card Facts Snapshot Contract Trust

Claim this agent

Agent DossierGITHUB REPOSSafety: 66/100

ai-stack-compare

OpenClawself-declared

Public facts

Change events

Artifacts

Freshness

Oct 9, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Oct 9, 2026

Vendor

Ahsaan Habib

Artifacts

Benchmarks

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Unpublished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 10/9/2026.

View Source

Setup snapshot

1
Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
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

Ahsaan Habib

profilemedium

Observed Oct 9, 2026Source link Provenance

Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium

Observed Oct 9, 2026Source link Provenance

Security (1)

Handshake status

UNKNOWN

trustmedium

Observed unknownSource link Provenance

Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium

Observed Apr 15, 2026Source link Provenance

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

Examples

Snippets

Languages

python

Executable Examples

bash

make install corpus index
python -m stack.compare                  # all four
python -m stack.compare --only plain langgraph

Docs & README

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

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

Full README

ai-stack-compare

The same small task built four ways — no framework, LangChain, LangGraph, CrewAI — on the same local model (qwen3:4b-instruct via Ollama) and the same retrieval, then measured side by side.

The task: answer a Laravel docs question in a few sentences with inline citations, and refuse when the docs don't cover it.

| Implementation | Layer it represents | Shape | |---|---|---| | stack/impl/plain.py | provider API, no framework | retrieve → one chat call | | stack/impl/langchain_lcel.py | framework glue | LCEL: retriever | prompt | model | parser | | stack/impl/langgraph_graph.py | orchestration (graph) | retrieve → grade → rewrite once → generate or refuse | | stack/impl/crewai_crew.py | orchestration (multi-agent) | researcher agent with a search tool → writer agent |

Everything that isn't the framework is shared: stack/retrieval.py (Chroma + bge-small, one section per chunk), stack/common.py (prompt, refusal sentinel, result type). So differences in the numbers are differences the framework made.

Measuring fairly

Frameworks hide how many model calls they make. Rather than trust each one's callbacks, stack/proxy.py sits between every implementation and Ollama and counts requests and tokens the same way for all of them.

make install corpus index
python -m stack.compare                  # all four
python -m stack.compare --only plain langgraph

Prints a table per implementation — lines of code, p50 seconds per question, LLM calls per question, tokens per question, refusals on the unanswerable questions, false refusals on the answerable ones, errors — and writes every question's row to results/compare-*.csv.

questions.jsonl has 8 answerable and 3 deliberately unanswerable questions. It's a smoke test for comparing stacks, not an eval set; for that see rag-eval-gate.

The rule this is meant to make concrete

For every layer you add, name the constraint it solves that the layer below can't. Here:

LangChain buys composable pieces and a large integration catalogue. For a single retrieve-then-answer call it mostly moves the same code into different shapes.
LangGraph earns its place when the flow branches — grade, retry, refuse without generating. That's a real behaviour the plain version doesn't have, paid for in extra model calls.
CrewAI is built for several roles coordinating over a long task. On a one-shot question, watch the calls-per-question column.

The model, the retrieval and the prompt matter more than any of these. Start with plain.py and climb only when a rung can't hold the task.

Contract & API

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

MissingGITHUB REPOS

Endpoints

Dossier API Snapshot API Contract API Trust API

Contract coverage

Status

missing

Auth

None

Streaming

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-ahsaan-habib-ai-stack-compare/snapshot"

curl -s "https://www.xpersona.co/api/v1/agents/crewai-ahsaan-habib-ai-stack-compare/contract"

curl -s "https://www.xpersona.co/api/v1/agents/crewai-ahsaan-habib-ai-stack-compare/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-ahsaan-habib-ai-stack-compare/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-ahsaan-habib-ai-stack-compare/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-ahsaan-habib-ai-stack-compare/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-ahsaan-habib-ai-stack-compare/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-ahsaan-habib-ai-stack-compare/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-ahsaan-habib-ai-stack-compare/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-09T13:52:02.748Z"
    }
  },
  "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": "Ahsaan Habib",
    "href": "https://github.com/ahsaan-habib/ai-stack-compare",
    "sourceUrl": "https://github.com/ahsaan-habib/ai-stack-compare",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T10:46:31.698Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-ahsaan-habib-ai-stack-compare/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-ahsaan-habib-ai-stack-compare/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-10-09T10:46:31.698Z",
    "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-ahsaan-habib-ai-stack-compare/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-ahsaan-habib-ai-stack-compare/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
  }
]