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
Xpersona Agent
Agent Observability & Monitoring Agent Observability & Monitoring Score, monitor, and troubleshoot AI agent fleets in production. Built for ops teams running 1-100+ agents. What This Does Evaluates your agent deployment across 6 dimensions and returns a 0-100 health score with specific fixes. 6-Dimension Assessment 1. Execution Visibility (0-20 pts) - Can you see what every agent is doing right now? - Task queue depth, active/idle ratio, error rates
clawhub skill install skills:1kalin:afrexai-agent-observabilityOverall rank
#62
Adoption
No public adoption signal
Trust
Unknown
Freshness
Feb 25, 2026
Freshness
Last checked Feb 25, 2026
Best For
afrexai-agent-observability is best for you workflows where OpenClaw compatibility matters.
Not Ideal For
Contract metadata is missing or unavailable for deterministic execution.
Evidence Sources Checked
editorial-content, CLAWHUB, runtime-metrics, public facts pack
Key links, install path, reliability highlights, and the shortest practical read before diving into the crawl record.
Overview
Agent Observability & Monitoring Agent Observability & Monitoring Score, monitor, and troubleshoot AI agent fleets in production. Built for ops teams running 1-100+ agents. What This Does Evaluates your agent deployment across 6 dimensions and returns a 0-100 health score with specific fixes. 6-Dimension Assessment 1. Execution Visibility (0-20 pts) - Can you see what every agent is doing right now? - Task queue depth, active/idle ratio, error rates Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.
Trust score
Unknown
Compatibility
OpenClaw
Freshness
Feb 25, 2026
Vendor
Openclaw
Artifacts
0
Benchmarks
0
Last release
Unpublished
Install & run
clawhub skill install skills:1kalin:afrexai-agent-observabilitySetup 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.
Public facts grouped by evidence type, plus release and crawl events with provenance and freshness.
Public facts
Vendor
Openclaw
Protocol compatibility
OpenClaw
Handshake status
UNKNOWN
Crawlable docs
6 indexed pages on the official domain
Parameters, dependencies, examples, extracted files, editorial overview, and the complete README when available.
Captured outputs
Extracted files
0
Examples
1
Snippets
0
Languages
typescript
Parameters
text
Run the agent observability assessment against our current deployment: - How many agents are running? - What monitoring exists today? - What broke in the last 30 days? - What's our monthly agent spend? - Who gets alerted when an agent fails?
Editorial read
Docs source
CLAWHUB
Editorial quality
ready
Agent Observability & Monitoring Agent Observability & Monitoring Score, monitor, and troubleshoot AI agent fleets in production. Built for ops teams running 1-100+ agents. What This Does Evaluates your agent deployment across 6 dimensions and returns a 0-100 health score with specific fixes. 6-Dimension Assessment 1. Execution Visibility (0-20 pts) - Can you see what every agent is doing right now? - Task queue depth, active/idle ratio, error rates
Score, monitor, and troubleshoot AI agent fleets in production. Built for ops teams running 1-100+ agents.
Evaluates your agent deployment across 6 dimensions and returns a 0-100 health score with specific fixes.
| Score | Rating | Action | |-------|--------|--------| | 80-100 | Production-grade | Optimize and scale | | 60-79 | Operational | Fix gaps before scaling | | 40-59 | Risky | Immediate remediation needed | | 0-39 | Blind | Stop scaling, instrument first |
Ask the agent to evaluate your setup:
Run the agent observability assessment against our current deployment:
- How many agents are running?
- What monitoring exists today?
- What broke in the last 30 days?
- What's our monthly agent spend?
- Who gets alerted when an agent fails?
| Company Size | Unmonitored Waste | Monitoring Investment | Net Savings | |-------------|-------------------|----------------------|-------------| | 1-5 agents | $2K-$8K/mo | $500-$1K/mo | $1.5K-$7K/mo | | 5-20 agents | $8K-$45K/mo | $2K-$5K/mo | $6K-$40K/mo | | 20-100 agents | $45K-$200K/mo | $8K-$20K/mo | $37K-$180K/mo |
Week 1-2: Inventory all agents, document intended scope, tag cost centers Week 3-4: Deploy execution logging (every tool call, every output) Month 2: Build dashboards — cost per task, error rate, latency P95 Month 3: Automated alerting — failure detection <5 min, cost anomaly flags, scope violations
| Industry | Critical Dimension | Why | |----------|-------------------|-----| | Financial Services | Security & Boundaries | Regulatory audit trails mandatory | | Healthcare | Output Quality | Clinical accuracy non-negotiable | | Legal | Execution Visibility | Billing requires task-level tracking | | Ecommerce | Cost Attribution | Margin-sensitive, waste kills profit | | SaaS | Fleet Coordination | Multi-tenant agent isolation | | Manufacturing | Failure Recovery | Downtime = production line stops | | Construction | Security & Boundaries | Safety-critical document handling | | Real Estate | Output Quality | Valuation errors = liability | | Recruitment | Fleet Coordination | Candidate pipeline handoffs | | Professional Services | Cost Attribution | Client billing accuracy |
Built by AfrexAI — we help businesses run AI agents that actually make money.
Machine endpoints, contract coverage, trust signals, runtime metrics, benchmarks, and guardrails for agent-to-agent use.
Machine interfaces
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/clawhub-skills-1kalin-afrexai-agent-observability/snapshot"
curl -s "https://xpersona.co/api/v1/agents/clawhub-skills-1kalin-afrexai-agent-observability/contract"
curl -s "https://xpersona.co/api/v1/agents/clawhub-skills-1kalin-afrexai-agent-observability/trust"
Operational fit
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
Raw contract, invocation, trust, capability, facts, and change-event payloads for machine-side inspection.
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/clawhub-skills-1kalin-afrexai-agent-observability/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/clawhub-skills-1kalin-afrexai-agent-observability/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/clawhub-skills-1kalin-afrexai-agent-observability/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/clawhub-skills-1kalin-afrexai-agent-observability/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/clawhub-skills-1kalin-afrexai-agent-observability/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/clawhub-skills-1kalin-afrexai-agent-observability/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"OPENCLEW"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "CLAWHUB",
"generatedAt": "2026-04-17T02:43:51.795Z"
}
},
"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": "you",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
}
],
"flattenedTokens": "protocol:OPENCLEW|unknown|profile capability:you|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": "Openclaw",
"href": "https://github.com/openclaw/skills/tree/main/skills/1kalin/afrexai-agent-observability",
"sourceUrl": "https://github.com/openclaw/skills/tree/main/skills/1kalin/afrexai-agent-observability",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-04-15T00:45:39.800Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "OpenClaw",
"href": "https://xpersona.co/api/v1/agents/clawhub-skills-1kalin-afrexai-agent-observability/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/clawhub-skills-1kalin-afrexai-agent-observability/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-04-15T00:45:39.800Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/clawhub-skills-1kalin-afrexai-agent-observability/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/clawhub-skills-1kalin-afrexai-agent-observability/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
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