Crawler Summary
Starling — Config-driven CrewAI Terminal UI with semantic routing and heartbeat task engine Starling A config-driven terminal interface for managing multi-agent AI crews. Built on CrewAI, designed for anyone who wants to run AI agent teams without writing code. **Current version: 1.3.1-alpha** — see $1 for what's new. What it does Starling lets you define AI agents, assign them roles and tools, and run them as a coordinated crew — all from a terminal UI or your phone via Telegram. A background daemon keeps Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.
Freshness
Last checked 4/15/2026
Best For
Starling 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
Starling — Config-driven CrewAI Terminal UI with semantic routing and heartbeat task engine Starling A config-driven terminal interface for managing multi-agent AI crews. Built on CrewAI, designed for anyone who wants to run AI agent teams without writing code. **Current version: 1.3.1-alpha** — see $1 for what's new. What it does Starling lets you define AI agents, assign them roles and tools, and run them as a coordinated crew — all from a terminal UI or your phone via Telegram. A background daemon keeps
Public facts
4
Change events
1
Artifacts
0
Freshness
Apr 15, 2026
Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.
Trust score
Unknown
Compatibility
OpenClaw
Freshness
Apr 15, 2026
Vendor
Cliftonwknox
Artifacts
0
Benchmarks
0
Last release
Unpublished
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.
Setup snapshot
Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
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.
Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.
Vendor
Cliftonwknox
Protocol compatibility
OpenClaw
Handshake status
UNKNOWN
Crawlable docs
6 indexed pages on the official domain
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
1
Snippets
0
Languages
python
text
git clone https://github.com/cliftonwknox/Starling.git cd Starling uv sync uv pip install -e . uv run starling setup uv run starling
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB REPOS
Editorial quality
ready
Starling — Config-driven CrewAI Terminal UI with semantic routing and heartbeat task engine Starling A config-driven terminal interface for managing multi-agent AI crews. Built on CrewAI, designed for anyone who wants to run AI agent teams without writing code. **Current version: 1.3.1-alpha** — see $1 for what's new. What it does Starling lets you define AI agents, assign them roles and tools, and run them as a coordinated crew — all from a terminal UI or your phone via Telegram. A background daemon keeps
A config-driven terminal interface for managing multi-agent AI crews. Built on CrewAI, designed for anyone who wants to run AI agent teams without writing code.
Current version: 1.3.1-alpha — see CHANGELOG.md for what's new.
Starling lets you define AI agents, assign them roles and tools, and run them as a coordinated crew — all from a terminal UI or your phone via Telegram. A background daemon keeps your crew running even when the terminal is closed.
git clone https://github.com/cliftonwknox/Starling.git
cd Starling
uv sync
uv pip install -e .
uv run starling setup
uv run starling
The setup wizard walks you through creating your first project: naming your agents, picking AI models, and configuring tools.
/setup from inside the TUI.starling backup including agents, custom presets, builtin overrides, cron jobs, custom skill files, API keys, and Telegram tokens — restore is zero-setupstarling export) or Config tab buttons; --strip for share-safe versions[with secrets] markers~/starling-backups/) — survive reinstall~/.config/starling/preferences.json~/.config/starling/model_presets.json (survives reinstall)~/.cache/starling/embeddings/)chmod 600pending_approval (never auto-fire)Full documentation is available in DOCS.txt or the Docs tab inside the TUI.
MIT
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
missing
Auth
None
Streaming
No
Data region
Unspecified
Protocol support
Requires: none
Forbidden: none
Guardrails
Operational confidence: low
curl -s "https://xpersona.co/api/v1/agents/crewai-cliftonwknox-starling/snapshot"
curl -s "https://xpersona.co/api/v1/agents/crewai-cliftonwknox-starling/contract"
curl -s "https://xpersona.co/api/v1/agents/crewai-cliftonwknox-starling/trust"
Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.
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
Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.
Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.
Rank
70
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
Rank
70
AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs
Traction
No public download signal
Freshness
Updated 6d ago
Rank
70
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
Rank
70
The Frontend for Agents & Generative UI. React + Angular
Traction
No public download signal
Freshness
Updated 23d ago
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://xpersona.co/api/v1/agents/crewai-cliftonwknox-starling/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/crewai-cliftonwknox-starling/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/crewai-cliftonwknox-starling/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/crewai-cliftonwknox-starling/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/crewai-cliftonwknox-starling/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/crewai-cliftonwknox-starling/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"OPENCLEW"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_REPOS",
"generatedAt": "2026-04-17T02:43:37.563Z"
}
},
"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": "Cliftonwknox",
"href": "https://github.com/cliftonwknox/Starling",
"sourceUrl": "https://github.com/cliftonwknox/Starling",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-04-15T06:04:09.441Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "OpenClaw",
"href": "https://xpersona.co/api/v1/agents/crewai-cliftonwknox-starling/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/crewai-cliftonwknox-starling/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-04-15T06:04:09.441Z",
"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://xpersona.co/api/v1/agents/crewai-cliftonwknox-starling/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/crewai-cliftonwknox-starling/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 Starling and adjacent AI workflows.