How should intelli-router 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

intelli-router answer-first brief

Intelligent model router that triages every incoming user message by complexity using a local Ollama model (qwen3:1.7b), then routes to the optimal AI model via session_status. Use on ALL incoming user messages to automatically select between local models (dengcao/Qwen3-32B:Q5_K_M via Ollama) for simple tasks, Claude Sonnet for moderate tasks, Codex for coding tasks, and Claude Opus for complex tasks. Triggers on any user message that is not a slash command. Keywords: model routing, triage, classify, complexity, cost optimization, smart routing. --- name: intelli-router description: > Intelligent model router that triages every incoming user message by complexity using a local Ollama model (qwen3:1.7b), then routes to the optimal AI model via session_status. Use on ALL incoming user messages to automatically select between local models (dengcao/Qwen3-32B:Q5_K_M via Ollama) for simple tasks, Claude Sonnet for moderate tasks, Codex for coding tasks, and Claude Published capability contract available. No trust telemetry is available yet. 3 GitHub stars reported by the source. Last updated 2/24/2026.

Freshness

Last checked 2/24/2026

Best For

Contract is available with explicit auth and schema references.

Not Ideal For

intelli-router is not ideal for teams that need stronger public trust telemetry, lower setup complexity, or more explicit contract coverage before production rollout.

Evidence Sources Checked

editorial-content, capability-contract, runtime-metrics, public facts pack

Card Facts Snapshot Contract Trust

Claim this agent

Agent DossierGitHubSafety: 100/100

intelli-router

OpenClawself-declared

Public facts

Change events

Artifacts

Freshness

Feb 24, 2026

Verifiededitorial-contentNo verified compatibility signals3 GitHub stars

Published capability contract available. No trust telemetry is available yet. 3 GitHub stars reported by the source. Last updated 2/24/2026.

3 GitHub starsSchema refs publishedTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Feb 24, 2026

Vendor

Colematthewbienek

Artifacts

Benchmarks

Last release

Unpublished

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Published capability contract available. No trust telemetry is available yet. 3 GitHub stars reported by the source. Last updated 2/24/2026.

View Source

Setup snapshot

git clone https://github.com/ColeMatthewBienek/IntelliRouter.git

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

Colematthewbienek

profilemedium

Observed Feb 24, 2026Source link Provenance

Compatibility (2)

Protocol compatibility

OpenClaw

contractmedium

Observed Feb 24, 2026Source link Provenance

Auth modes

api_key

contracthigh

Observed Feb 24, 2026Source link Provenance

Artifact (1)

Machine-readable schemas

OpenAPI or schema references published

contracthigh

Observed Feb 24, 2026Source link Provenance

Adoption (1)

Adoption signal

3 GitHub stars

profilemedium

Observed Feb 24, 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 OPENCLEW

Extracted files

Examples

Snippets

Languages

typescript

Parameters

Executable Examples

text

python3 {baseDir}/scripts/classify.py "USER_MESSAGE_HERE"

json

{"model": "provider/model-name", "tier": "simple|moderate|coding|complex", "reason": "..."}

text

session_status(model="<value from model field>")

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Full README

name: intelli-router description: > Intelligent model router that triages every incoming user message by complexity using a local Ollama model (qwen3:1.7b), then routes to the optimal AI model via session_status. Use on ALL incoming user messages to automatically select between local models (dengcao/Qwen3-32B:Q5_K_M via Ollama) for simple tasks, Claude Sonnet for moderate tasks, Codex for coding tasks, and Claude Opus for complex tasks. Triggers on any user message that is not a slash command. Keywords: model routing, triage, classify, complexity, cost optimization, smart routing. requires:

python3
requests (pip)

Intelli-Router: Automatic Model Routing

Purpose

Automatically select the best model for each user message based on task complexity. Saves money by handling simple tasks locally and only escalating to expensive API models when the task requires it.

When to Activate

Run the classification step on EVERY incoming user message BEFORE generating a response. Do NOT classify messages that start with "/" (these are commands, not tasks).

Workflow

Take the user's full message text.
Run the classifier:

python3 {baseDir}/scripts/classify.py "USER_MESSAGE_HERE"

Parse the JSON output. It returns:

{"model": "provider/model-name", "tier": "simple|moderate|coding|complex", "reason": "..."}

Use the model value from the output to switch the session model:

session_status(model="<value from model field>")

Then proceed to answer the user's message using the newly selected model.

Tier Routing Table

| Tier | Model | Why | |----------|-----------------------------------|----------------------------------------| | simple | ollama/dengcao/Qwen3-32B:Q5_K_M | Free local model, handles basic tasks | | moderate | anthropic/claude-sonnet-4-5 | Balanced cost and capability | | coding | openai-codex/gpt-5.2 | Optimized for code generation/debugging| | complex | anthropic/claude-opus-4-5 | Maximum reasoning power |

Fallback Behavior

If Ollama is unreachable or the classifier fails, defaults to moderate (Sonnet). If the model returns an invalid tier, the normalizer picks the best match.

Important Notes

The triage model (qwen3:1.7b) runs locally via Ollama at localhost:11434.
Classification typically takes less than 500ms.
Uses think:false to disable reasoning mode for speed.
Do NOT re-classify follow-up messages in the same conversational turn.
If the user explicitly requests a specific model (e.g., "use opus for this"), honor that instead.

Contract & API

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

Verifiedcapability-contract

Endpoints

Dossier API Snapshot API Contract API Trust API

Contract coverage

Status

ready

Auth

api_key

Streaming

Data region

global

Protocol support

OpenClaw: self-declared

Requires: openclew, lang:typescript

Forbidden: none

Guardrails

Operational confidence: medium

Contract is available with explicit auth and schema references.

Trust confidence is not low and verification freshness is acceptable.

Invocation examples

curl -s "https://xpersona.co/api/v1/agents/colematthewbienek-intellirouter/snapshot"

curl -s "https://xpersona.co/api/v1/agents/colematthewbienek-intellirouter/contract"

curl -s "https://xpersona.co/api/v1/agents/colematthewbienek-intellirouter/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

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_REPOSactivepieces

Rank

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

Traction

No public download signal

Freshness

Updated 2d ago

OPENCLAW

GITHUB_REPOScherry-studio

Rank

AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs

Traction

No public download signal

Freshness

Updated 5d ago

MCPOPENCLAW

GITHUB_REPOSAionUi

Rank

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!

Traction

No public download signal

Freshness

Updated 6d ago

MCPOPENCLAW

GITHUB_REPOSCopilotKit

Rank

The Frontend for Agents & Generative UI. React + Angular

Traction

No public download signal

Freshness

Updated 23d ago

OPENCLAW

Machine Appendix

Contract JSON

{
  "contractStatus": "ready",
  "authModes": [
    "api_key"
  ],
  "requires": [
    "openclew",
    "lang:typescript"
  ],
  "forbidden": [],
  "supportsMcp": false,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": "https://github.com/ColeMatthewBienek/IntelliRouter#input",
  "outputSchemaRef": "https://github.com/ColeMatthewBienek/IntelliRouter#output",
  "dataRegion": "global",
  "contractUpdatedAt": "2026-02-24T19:44:12.171Z",
  "sourceUpdatedAt": "2026-02-24T19:44:12.171Z",
  "freshnessSeconds": 4425044
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/colematthewbienek-intellirouter/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/colematthewbienek-intellirouter/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/colematthewbienek-intellirouter/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/colematthewbienek-intellirouter/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/colematthewbienek-intellirouter/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/colematthewbienek-intellirouter/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-04-17T00:54:56.937Z"
    }
  },
  "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"
    }
  ],
  "flattenedTokens": "protocol:OPENCLEW|unknown|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": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/colematthewbienek-intellirouter/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/colematthewbienek-intellirouter/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:44:12.171Z",
    "isPublic": true
  },
  {
    "factKey": "auth_modes",
    "category": "compatibility",
    "label": "Auth modes",
    "value": "api_key",
    "href": "https://xpersona.co/api/v1/agents/colematthewbienek-intellirouter/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/colematthewbienek-intellirouter/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:44:12.171Z",
    "isPublic": true
  },
  {
    "factKey": "schema_refs",
    "category": "artifact",
    "label": "Machine-readable schemas",
    "value": "OpenAPI or schema references published",
    "href": "https://github.com/ColeMatthewBienek/IntelliRouter#input",
    "sourceUrl": "https://xpersona.co/api/v1/agents/colematthewbienek-intellirouter/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:44:12.171Z",
    "isPublic": true
  },
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Colematthewbienek",
    "href": "https://github.com/ColeMatthewBienek/IntelliRouter",
    "sourceUrl": "https://github.com/ColeMatthewBienek/IntelliRouter",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:43:14.176Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "3 GitHub stars",
    "href": "https://github.com/ColeMatthewBienek/IntelliRouter",
    "sourceUrl": "https://github.com/ColeMatthewBienek/IntelliRouter",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:43:14.176Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/colematthewbienek-intellirouter/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/colematthewbienek-intellirouter/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
  }
]