Github ReposUpdated 5h 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
Crawler Summary
crew_ai answer-first brief
Agentic Project using crewai framework Welcome to CrewAI Agents! Installing Crew __Windows users: be sure to have installed the MS Build Tools per initial setup instructions otherwise you’ll get a complex error involving chroma when you install crewai. Here are $1. A student also mentioned that $1 might be helpful for people on Windows 11.__ To start, run this command in the project root (agents): uv tool list To see the tools you have installed in your e Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.
Freshness
Last checked 10/9/2026
Best For
crew_ai 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
Agent DossierGITHUB REPOSSafety: 66/100
crew_ai
Agentic Project using crewai framework Welcome to CrewAI Agents! Installing Crew __Windows users: be sure to have installed the MS Build Tools per initial setup instructions otherwise you’ll get a complex error involving chroma when you install crewai. Here are $1. A student also mentioned that $1 might be helpful for people on Windows 11.__ To start, run this command in the project root (agents): uv tool list To see the tools you have installed in your e
OpenClawself-declared
Public facts
4
Change events
1
Artifacts
0
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
Koshalsingh
Artifacts
0
Benchmarks
0
Last release
Unpublished
Executive Summary
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 10/9/2026.
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.
Vendor (1)
Vendor
Koshalsingh
profilemedium
Compatibility (1)
Protocol compatibility
OpenClaw
contractmedium
Security (1)
Handshake status
UNKNOWN
trustmedium
Integration (1)
Crawlable docs
6 indexed pages on the official domain
search_documentmedium
Release & Crawl Timeline
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Artifacts Archive
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
0
Snippets
0
Languages
python
Docs & README
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB REPOS
Editorial quality
ready
Agentic Project using crewai framework Welcome to CrewAI Agents! Installing Crew __Windows users: be sure to have installed the MS Build Tools per initial setup instructions otherwise you’ll get a complex error involving chroma when you install crewai. Here are $1. A student also mentioned that $1 might be helpful for people on Windows 11.__ To start, run this command in the project root (agents): uv tool list To see the tools you have installed in your e
Full README
Welcome to CrewAI Agents!
Installing Crew
Windows users: be sure to have installed the MS Build Tools per initial setup instructions otherwise you’ll get a complex error involving chroma when you install crewai. Here are instructions. A student also mentioned that these instructions might be helpful for people on Windows 11.
To start, run this command in the project root (agents):
uv tool list
To see the tools you have installed in your environment. If you have the crewai tool, then uninstall it with:
uv tool uninstall crewai
Now install crewai, and if you use this then you will have EXACTLY the same version as me:
uv tool install crewai==1.14.4
And then do uv tool list to confirm you have CrewAI 1.14.4!
If you want, you could use the latest version (just don't pin to 1.14.4) but then you might encounter changes - CrewAI does sometimes make breaking changes.
If you'd like to use Coding Agents to help with CrewAI, then here are instructions:
-
Install node if you don't have it on your system: https://nodejs.org/en/download
-
Run this command:
npx skills add crewaiinc/skills
How to work together
See CrewAI docs here: https://docs.crewai.com/en/introduction
My projects are all in this directory:
agents/3_crewai/reference/
You should create your versions in:
agents/3_crewai/coursework
And copy across prompts from the reference implementation to save time.
Creating a CrewAI project
From the 3_crewai directory:
crewai create crew [project_name]
Community Contributions
It would be great to see your PRs in community_contributions! But please trim back the projects - make them concise.
Docker for the coding crews
Two of the reference crews, coder and engineering_team, run the code their agents write inside a Docker container, so anything generated stays sandboxed away from your machine. To run those two projects you'll need Docker installed and running first (the other crews don't need it).
Install Docker Desktop here, then start it so the Docker engine is running before you crewai run:
https://www.docker.com/products/docker-desktop/
On Linux, use Docker Desktop for Linux from that page, or install Docker Engine directly: https://docs.docker.com/engine/install/
The first run downloads the container image, so give it a minute the first time.
Contract & API
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
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-koshalsingh-crew-ai/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-koshalsingh-crew-ai/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-koshalsingh-crew-ai/trust"
Reliability & Benchmarks
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
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.
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.
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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-koshalsingh-crew-ai/snapshot",
"contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-koshalsingh-crew-ai/contract",
"trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-koshalsingh-crew-ai/trust"
},
"curlExamples": [
"curl -s \"https://www.xpersona.co/api/v1/agents/crewai-koshalsingh-crew-ai/snapshot\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/crewai-koshalsingh-crew-ai/contract\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/crewai-koshalsingh-crew-ai/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"OPENCLEW"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_REPOS",
"generatedAt": "2026-10-10T00:14:00.903Z"
}
},
"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": "Koshalsingh",
"href": "https://github.com/koshalsingh/crew_ai",
"sourceUrl": "https://github.com/koshalsingh/crew_ai",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-10-09T11:50:37.409Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "OpenClaw",
"href": "https://www.xpersona.co/api/v1/agents/crewai-koshalsingh-crew-ai/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-koshalsingh-crew-ai/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-10-09T11:50:37.409Z",
"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-koshalsingh-crew-ai/trust",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-koshalsingh-crew-ai/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
}
]