How should agent-team-kit 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

agent-team-kit answer-first brief

Agent Team Kit — SKILL.md Agent Team Kit — SKILL.md *A framework for self-sustaining AI agent teams.* --- What This Is A complete team process kit for OpenClaw agents that enables: - **Self-service work queues** — Agents pick up tasks without human bottlenecks - **Clear role ownership** — Everyone knows who does what - **Continuous discovery** — Work flows in automatically - **Proactive operation** — The team runs itself via heartbeat --- Qui Capability contract not published. No trust telemetry is available yet. 2 GitHub stars reported by the source. Last updated 4/14/2026.

Freshness

Last checked 4/14/2026

Best For

agent-team-kit is best for pick 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

Card Facts Snapshot Contract Trust

Claim this agent

Agent DossierGitHubSafety: 94/100

agent-team-kit

OpenClawself-declared

Public facts

Change events

Artifacts

Freshness

Apr 14, 2026

Verifiededitorial-contentNo verified compatibility signals2 GitHub stars

Capability contract not published. No trust telemetry is available yet. 2 GitHub stars reported by the source. Last updated 4/14/2026.

2 GitHub starsTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Apr 14, 2026

Vendor

Reflectt

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Unpublished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. 2 GitHub stars reported by the source. Last updated 4/14/2026.

View Source

Setup snapshot

git clone https://github.com/reflectt/agent-team-kit.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

Reflectt

profilemedium

Observed Apr 14, 2026Source link Provenance

Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium

Observed Apr 14, 2026Source link Provenance

Adoption (1)

Adoption signal

2 GitHub stars

profilemedium

Observed Apr 14, 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

bash

# From your workspace root
cp -r skills/agent-team-kit/templates/process ./process

bash

cat skills/agent-team-kit/templates/HEARTBEAT.md >> HEARTBEAT.md

text

DISCOVER → TRIAGE → READY → EXECUTE → FEEDBACK
    ↑                                      ↓
    └──────────────────────────────────────┘

text

process/
├── INTAKE.md         # How the loop works (reference)
├── ROLES.md          # Who does what
├── OPPORTUNITIES.md  # Raw discoveries (anyone adds)
├── BACKLOG.md        # Triaged work (Rhythm maintains)
└── STATUS.md         # Current activity (self-updated)

HEARTBEAT.md          # Proactive check triggers

markdown

### Team Health (run hourly)
- [ ] OPPORTUNITIES.md stale? → Spawn Scout
- [ ] Ready queue empty? → Alert Rhythm  
- [ ] Active work stuck >2h? → Nudge owner
- [ ] Any unresolved blockers? → Harmony

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

Agent Team Kit — SKILL.md

A framework for self-sustaining AI agent teams.

What This Is

A complete team process kit for OpenClaw agents that enables:

Self-service work queues — Agents pick up tasks without human bottlenecks
Clear role ownership — Everyone knows who does what
Continuous discovery — Work flows in automatically
Proactive operation — The team runs itself via heartbeat

Quick Start

1. Copy the Process Files

# From your workspace root
cp -r skills/agent-team-kit/templates/process ./process

This creates:

process/INTAKE.md — The 5-phase work loop
process/ROLES.md — Role definitions
process/OPPORTUNITIES.md — Raw ideas/discoveries
process/BACKLOG.md — Triaged work queue
process/STATUS.md — Who's working on what

2. Add Heartbeat Config

Merge templates/HEARTBEAT.md into your existing HEARTBEAT.md:

cat skills/agent-team-kit/templates/HEARTBEAT.md >> HEARTBEAT.md

Or copy it directly if you don't have one yet.

3. Customize Roles

Edit process/ROLES.md to match your team:

Rename roles to fit your domain
Add/remove specialized execution roles
Update the human lead section with your name

The Intake Loop

DISCOVER → TRIAGE → READY → EXECUTE → FEEDBACK
    ↑                                      ↓
    └──────────────────────────────────────┘

Discover — Find opportunities (Scout role)
Triage — Decide what's ready (Rhythm role)
Ready — Self-service queue (any agent)
Execute — Do the work (assigned agent)
Feedback — Learn and spawn new ideas (completing agent)

Core Roles

| Role | Mission | Owns | |------|---------|------| | Scout 🔍 | Find opportunities | OPPORTUNITIES.md, discovery | | Rhythm 🥁 | Keep work flowing | BACKLOG.md, triage | | Harmony 🤝 | Keep team healthy | Unblocking, retros | | [Human] | Strategic direction | Hard calls, spawning |

Execution roles (spawn as needed):

Link 🔗 — Builder
Pixel 🎨 — Designer
Sage 🦉 — Architect
Echo 📢 — Voice
Spark ✨ — Creative

Key Principles

Self-Service

If it's in Ready, any agent can pick it up. No approval needed.

Clear Ownership

Every phase has ONE owner. No ambiguity.

Always Log

Ideas, discoveries, completions — if you don't log it, it didn't happen.

Spawn, Don't Solo

Main agent coordinates. Sub-agents execute. Don't do everything yourself.

File Structure

process/
├── INTAKE.md         # How the loop works (reference)
├── ROLES.md          # Who does what
├── OPPORTUNITIES.md  # Raw discoveries (anyone adds)
├── BACKLOG.md        # Triaged work (Rhythm maintains)
└── STATUS.md         # Current activity (self-updated)

HEARTBEAT.md          # Proactive check triggers

Heartbeat Integration

Add to your heartbeat checks:

### Team Health (run hourly)
- [ ] OPPORTUNITIES.md stale? → Spawn Scout
- [ ] Ready queue empty? → Alert Rhythm  
- [ ] Active work stuck >2h? → Nudge owner
- [ ] Any unresolved blockers? → Harmony

The heartbeat keeps the loop spinning even when the human isn't watching.

Customization

Adding a New Role

Define in ROLES.md:
- Mission (one sentence)
- Owns (what they're responsible for)
- Cadence (how often they work)
- Outputs (what they produce)
Update the ownership matrix
Add spawn criteria in INTAKE.md if needed

Changing the Loop

The 5-phase loop is flexible. Adapt it:

Add validation gates between phases
Split EXECUTE into parallel tracks
Add approval checkpoints (if your domain requires it)

Anti-Patterns

❌ Human manually adds every task → Use triage role instead
❌ Waiting for permission to pick up work → Ready = fair game
❌ One agent does everything → Spawn specialists
❌ Ideas stay in heads → Log to OPPORTUNITIES.md
❌ Heartbeat just returns OK → Actually check the loop

Metrics (Optional)

Track team health:

Cycle time — OPPORTUNITIES → DONE
Queue depth — Items in Ready (healthy: 5-15)
Stale items — Days since last triage
Spawn rate — Sub-agents created per day

The system runs itself. Your job is to trust it.

Contract & API

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

MissingGITHUB OPENCLEW

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://xpersona.co/api/v1/agents/reflectt-agent-team-kit/snapshot"

curl -s "https://xpersona.co/api/v1/agents/reflectt-agent-team-kit/contract"

curl -s "https://xpersona.co/api/v1/agents/reflectt-agent-team-kit/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.

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": "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/reflectt-agent-team-kit/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/reflectt-agent-team-kit/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/reflectt-agent-team-kit/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/reflectt-agent-team-kit/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/reflectt-agent-team-kit/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/reflectt-agent-team-kit/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-04-17T01:51:27.680Z"
    }
  },
  "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": "pick",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:OPENCLEW|unknown|profile capability:pick|supported|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": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Reflectt",
    "href": "https://github.com/reflectt/agent-team-kit",
    "sourceUrl": "https://github.com/reflectt/agent-team-kit",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-14T22:24:49.618Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/reflectt-agent-team-kit/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/reflectt-agent-team-kit/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-04-14T22:24:49.618Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "2 GitHub stars",
    "href": "https://github.com/reflectt/agent-team-kit",
    "sourceUrl": "https://github.com/reflectt/agent-team-kit",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-14T22:24:49.618Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/reflectt-agent-team-kit/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/reflectt-agent-team-kit/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
  }
]