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
Crawler Summary
Spec Crew is a spec-driven CrewAI toolkit for Claude Code and OpenCode, with canonical commands, agents and skills. Spec Crew Spec-driven CrewAI development toolkit for Claude Code & OpenCode. $1 --- Why I Built This CrewAI is still new. A framework that's growing fast and changing how we think about AI systems. I discovered it over a year ago and something just clicked. I've always believed in vertical AI agents. Specialists. Focused. Built to do one thing exceptionally well. CrewAI made that vision real. So I went deep. Really d Capability contract not published. No trust telemetry is available yet. 2 GitHub stars reported by the source. Last updated 4/15/2026.
Freshness
Last checked 4/15/2026
Best For
spec-crew 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
Spec Crew is a spec-driven CrewAI toolkit for Claude Code and OpenCode, with canonical commands, agents and skills. Spec Crew Spec-driven CrewAI development toolkit for Claude Code & OpenCode. $1 --- Why I Built This CrewAI is still new. A framework that's growing fast and changing how we think about AI systems. I discovered it over a year ago and something just clicked. I've always believed in vertical AI agents. Specialists. Focused. Built to do one thing exceptionally well. CrewAI made that vision real. So I went deep. Really d
Public facts
5
Change events
1
Artifacts
0
Freshness
Apr 15, 2026
Capability contract not published. No trust telemetry is available yet. 2 GitHub stars reported by the source. Last updated 4/15/2026.
Trust score
Unknown
Compatibility
OpenClaw
Freshness
Apr 15, 2026
Vendor
Victorgrein
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Unpublished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. 2 GitHub stars reported by the source. Last updated 4/15/2026.
Setup snapshot
git clone https://github.com/victorgrein/spec-crew.gitSetup 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
Victorgrein
Protocol compatibility
OpenClaw
Adoption signal
2 GitHub stars
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
6
Snippets
0
Languages
python
bash
curl -fsSL https://raw.githubusercontent.com/victorgrein/cli-agents-config/main/install.sh -o /tmp/i.sh && bash /tmp/i.sh
bash
curl -fsSL https://raw.githubusercontent.com/victorgrein/cli-agents-config/main/install.sh -o /tmp/i.sh && bash /tmp/i.sh
bash
curl -fsSL https://raw.githubusercontent.com/victorgrein/cli-agents-config/main/install.sh | bash -s claude
bash
curl -fsSL https://raw.githubusercontent.com/victorgrein/cli-agents-config/main/install.sh | bash -s opencode
bash
# Claude Code curl -fsSL https://raw.githubusercontent.com/victorgrein/cli-agents-config/main/install.sh | bash -s claude # OpenCode curl -fsSL https://raw.githubusercontent.com/victorgrein/cli-agents-config/main/install.sh | bash -s opencode
bash
curl -fsSL https://raw.githubusercontent.com/victorgrein/cli-agents-config/main/install.sh -o /tmp/i.sh && bash /tmp/i.sh
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB OPENCLEW
Editorial quality
ready
Spec Crew is a spec-driven CrewAI toolkit for Claude Code and OpenCode, with canonical commands, agents and skills. Spec Crew Spec-driven CrewAI development toolkit for Claude Code & OpenCode. $1 --- Why I Built This CrewAI is still new. A framework that's growing fast and changing how we think about AI systems. I discovered it over a year ago and something just clicked. I've always believed in vertical AI agents. Specialists. Focused. Built to do one thing exceptionally well. CrewAI made that vision real. So I went deep. Really d
CrewAI is still new. A framework that's growing fast and changing how we think about AI systems.
I discovered it over a year ago and something just clicked. I've always believed in vertical AI agents. Specialists. Focused. Built to do one thing exceptionally well. CrewAI made that vision real.
So I went deep. Really deep.
And then something interesting started happening. People began reaching out.
"How do I build an agent that does X?"
"Why isn't my flow working?"
"Can you help me structure this crew?"
Most of them had already asked an AI for help before coming to me. And the answers they got?
That's what AI gives you without proper skills and a professional workflow. Generic templates that miss the point. Overcomplicated solutions nobody asked for. Code that looks fine but falls apart the moment you run it.
The AI simply didn't understand CrewAI. Not the patterns. Not the pitfalls. Not the way things actually work in practice.
That's why I built this.
A toolkit that gives your AI assistant real knowledge about CrewAI. The skills. The proper way to build things.
So when you ask for help, you finally get answers that work.
Everything you need to build crews properly:
<!-- BEGIN GENERATED: TOOLKIT_WHATS_INSIDE -->One install. Your AI becomes a Spec Crew expert.
/crew init, /crew inspect, /crew fix, /crew evolve, /crew docsbuilder, auditor, flow, docscore-build, flows, tools-expert, orchestration-governanceMaintainer sync:
toolkit/manifest.jsonpython3 scripts/sync_toolkit_manifest.pypython3 scripts/validate_toolkit_manifest.pyInteractive installer:
curl -fsSL https://raw.githubusercontent.com/victorgrein/cli-agents-config/main/install.sh -o /tmp/i.sh && bash /tmp/i.sh
Quick install:
# Claude Code
curl -fsSL https://raw.githubusercontent.com/victorgrein/cli-agents-config/main/install.sh | bash -s claude
# OpenCode
curl -fsSL https://raw.githubusercontent.com/victorgrein/cli-agents-config/main/install.sh | bash -s opencode
Interactive installer:
curl -fsSL https://raw.githubusercontent.com/victorgrein/cli-agents-config/main/install.sh -o /tmp/i.sh && bash /tmp/i.sh
Quick install:
# Claude Code
curl -fsSL https://raw.githubusercontent.com/victorgrein/cli-agents-config/main/install.sh | bash -s claude
# OpenCode
curl -fsSL https://raw.githubusercontent.com/victorgrein/cli-agents-config/main/install.sh | bash -s opencode
Note: If you don't have curl, install it first:
- Ubuntu/Debian:
sudo apt install curl- Fedora:
sudo dnf install curl- Arch:
sudo pacman -S curl
Option 1: Git Bash (recommended)
Install Git for Windows, then open Git Bash and run:
curl -fsSL https://raw.githubusercontent.com/victorgrein/cli-agents-config/main/install.sh -o ~/i.sh && bash ~/i.sh
Option 2: WSL (Windows Subsystem for Linux)
Open your WSL terminal and run:
curl -fsSL https://raw.githubusercontent.com/victorgrein/cli-agents-config/main/install.sh -o /tmp/i.sh && bash /tmp/i.sh
Option 3: PowerShell (quick install only)
# Claude Code
irm https://raw.githubusercontent.com/victorgrein/cli-agents-config/main/install.sh | bash -s claude
Note: PowerShell requires Git Bash or WSL to be installed for bash commands.
The interactive installer will ask for your platform (Claude Code or OpenCode), installation location, and confirmation before installing:
<!-- BEGIN GENERATED: TOOLKIT_INSTALLER_COUNTS -->Also installs the system prompt for Claude Code.
Quick actions when you need them:
| Command | What it does |
|---------|--------------|
| /crew init | Set up project context or create from natural language spec |
| /crew inspect | Inspect architecture and performance |
| /crew fix | Debug failures and optimize runtime behavior |
| /crew evolve | Migrate or refactor project structure |
| /crew docs | Create documentation |
Just type the command. The AI handles the rest.
Canonical specialists:
| Agent | What they do | |-------|--------------| | builder | Builds crews, agents, tasks, and tools | | auditor | Runs read-only investigations, audits, and validation | | flow | Designs flows and handles migration/refactoring | | docs | Produces docs, diagrams, and standards summaries |
You don't call them directly. The orchestrator brings in whoever you need.
Knowledge the AI loads when it needs it:
Canonical Skill Packs
core-build - Crews, agents, tasks, and process designflows - Flow orchestration, state, and routingtools-expert - Tool selection, custom tooling, and integration patternsorchestration-governance - Routing, delegation contracts, and validation policyHere's how I use it:
1. Start with init
/crew init --spec="A research crew that analyses AI trends and writes reports"
The AI walks you through everything. Agent roles. Task structure. The lot.
2. Build iteratively
Don't try to do everything at once. Start simple. Add complexity as you need it.
3. Inspect before changing
/crew inspect ./my_crew --focus="full"
Get architecture and runtime findings before making edits.
4. Fix what matters most
/crew fix ./my_crew --target="stability"
Resolve failures first, then target cost, latency, or quality.
5. Evolve and document
/crew evolve ./my_crew --to="flow"
/crew docs
Future you will thank present you.
spec-crew/
├── README.md # This documentation
├── install.sh # Installation script
├── scripts/ # Toolkit validation & sync scripts
├── templates/ # Agent, skill, and workflow prompts
│ ├── shared/ # Core prompts (commands, agents, skills)
│ ├── claude/ # Claude Code-specific configuration
│ └── opencode/ # OpenCode-specific configuration
└── toolkit/ # Toolkit metadata & validation data
├── manifest.json # Source of truth for all toolkit assets
├── registry.json # Runtime registry (generated)
└── cases/ # Validation test cases
├── agent-routing.json
├── command-smoke.json
└── e2e-scenarios.json
Connect with me on LinkedIn. Always happy to chat about CrewAI and Spec Crew.
MIT Licence
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-victorgrein-spec-crew/snapshot"
curl -s "https://xpersona.co/api/v1/agents/crewai-victorgrein-spec-crew/contract"
curl -s "https://xpersona.co/api/v1/agents/crewai-victorgrein-spec-crew/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-victorgrein-spec-crew/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/crewai-victorgrein-spec-crew/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/crewai-victorgrein-spec-crew/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/crewai-victorgrein-spec-crew/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/crewai-victorgrein-spec-crew/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/crewai-victorgrein-spec-crew/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"OPENCLEW"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_OPENCLEW",
"generatedAt": "2026-04-17T05:11:27.767Z"
}
},
"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": "Victorgrein",
"href": "https://github.com/victorgrein/spec-crew",
"sourceUrl": "https://github.com/victorgrein/spec-crew",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-04-15T06:04:47.778Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "OpenClaw",
"href": "https://xpersona.co/api/v1/agents/crewai-victorgrein-spec-crew/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/crewai-victorgrein-spec-crew/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-04-15T06:04:47.778Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "2 GitHub stars",
"href": "https://github.com/victorgrein/spec-crew",
"sourceUrl": "https://github.com/victorgrein/spec-crew",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-04-15T06:04:47.778Z",
"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-victorgrein-spec-crew/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/crewai-victorgrein-spec-crew/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 spec-crew and adjacent AI workflows.