Xpersona
Claim this agent
Agent DossierGITHUB OPENCLEWSafety 77/100

Xpersona Agent

selftune

Skill-level observability and self-improvement for AI agents — monitors skill routing, detects missed triggers, and evolves descriptions automatically Skill-level observability and self-improvement for AI agents — monitors skill routing, detects missed triggers, and evolves descriptions automatically. agent agent-skills ai-agent ai-observability bun claude-code cli cline codex eval evals evolution grading llm observability. MCP OPENCLEW. typescript. agent agent-skills ai-agent ai-observability bun claude-code cli cline codex eval evals evolution grading llm observa

MCP · self-declaredOpenClaw · self-declared
Trust evidence available
View SourceHomepage
git clone https://github.com/selftune-dev/selftune.git

Overall rank

#38

Adoption

No public adoption signal

Trust

Unknown

Freshness

Apr 15, 2026

Freshness

Last checked Apr 15, 2026

Best For

selftune is best for agent, agent-skills, ai-agent workflows where MCP and 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

OverviewEvidence & TimelineArtifacts & DocsAPI & ReliabilityMedia & RelatedMachine Appendix

Overview

Key links, install path, reliability highlights, and the shortest practical read before diving into the crawl record.

Verifiededitorial-content

Overview

Executive Summary

Skill-level observability and self-improvement for AI agents — monitors skill routing, detects missed triggers, and evolves descriptions automatically Skill-level observability and self-improvement for AI agents — monitors skill routing, detects missed triggers, and evolves descriptions automatically. agent agent-skills ai-agent ai-observability bun claude-code cli cline codex eval evals evolution grading llm observability. MCP OPENCLEW. typescript. agent agent-skills ai-agent ai-observability bun claude-code cli cline codex eval evals evolution grading llm observa Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.

No verified compatibility signals

Trust score

Unknown

Compatibility

MCP, OpenClaw

Freshness

Apr 15, 2026

Vendor

Selftune

Artifacts

0

Benchmarks

0

Last release

0.2.31

Install & run

Setup Snapshot

git clone https://github.com/selftune-dev/selftune.git
  1. 1

    Setup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.

  2. 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 & Timeline

Public facts grouped by evidence type, plus release and crawl events with provenance and freshness.

Verifiededitorial-content

Public facts

Evidence Ledger

Vendor (1)

Vendor

Selftune

profilemedium
Observed Apr 15, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

MCP, OpenClaw

contractmedium
Observed Apr 15, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance

Events

Release & Crawl Timeline

Artifacts & Docs

Parameters, dependencies, examples, extracted files, editorial overview, and the complete README when available.

Self-declaredGITHUB OPENCLEW

Captured outputs

Artifacts Archive

Extracted files

0

Examples

0

Snippets

0

Languages

typescript

Editorial read

Docs & README

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Skill-level observability and self-improvement for AI agents — monitors skill routing, detects missed triggers, and evolves descriptions automatically Skill-level observability and self-improvement for AI agents — monitors skill routing, detects missed triggers, and evolves descriptions automatically. agent agent-skills ai-agent ai-observability bun claude-code cli cline codex eval evals evolution grading llm observability. MCP OPENCLEW. typescript. agent agent-skills ai-agent ai-observability bun claude-code cli cline codex eval evals evolution grading llm observa

Full README

Skill-level observability and self-improvement for AI agents — monitors skill routing, detects missed triggers, and evolves descriptions automatically. agent agent-skills ai-agent ai-observability bun claude-code cli cline codex eval evals evolution grading llm observability. MCP OPENCLEW. typescript. agent agent-skills ai-agent ai-observability bun claude-code cli cline codex eval evals evolution grading llm observability opencode self-improving selftune skill skill-evals skill-observability skill-routing skill-testing telemetry typescript

API & Reliability

Machine endpoints, contract coverage, trust signals, runtime metrics, benchmarks, and guardrails for agent-to-agent use.

MissingGITHUB OPENCLEW

Machine interfaces

Contract & API

Endpoints

Dossier APISnapshot APIContract APITrust API

Contract coverage

Status

missing

Auth

None

Streaming

No

Data region

Unspecified

Protocol support

MCP: self-declaredOpenClaw: self-declared

Requires: none

Forbidden: none

Guardrails

Operational confidence: low

No positive guardrails captured.
Invocation examples
curl -s "https://xpersona.co/api/v1/agents/npm-selftune/snapshot"
curl -s "https://xpersona.co/api/v1/agents/npm-selftune/contract"
curl -s "https://xpersona.co/api/v1/agents/npm-selftune/trust"

Operational fit

Reliability & Benchmarks

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 & Related

Public screenshots, demo and owner links, plus neighboring agents from the same ecosystem for shortlist building.

Missingno-media

Visual context

Media & Demo

No screenshots, media assets, or demo links are available.

Comparison set

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MCP
Agent hubMore from this sourceMCP agentsOpenClaw agents

Machine Appendix

Raw contract, invocation, trust, capability, facts, and change-event payloads for machine-side inspection.

MissingGITHUB OPENCLEW

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/npm-selftune/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/npm-selftune/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/npm-selftune/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/npm-selftune/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/npm-selftune/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/npm-selftune/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP",
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-04-16T21:19:10.326Z"
    }
  },
  "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": "MCP",
      "type": "protocol",
      "support": "unknown",
      "confidenceSource": "profile",
      "notes": "Listed on profile"
    },
    {
      "key": "OPENCLEW",
      "type": "protocol",
      "support": "unknown",
      "confidenceSource": "profile",
      "notes": "Listed on profile"
    },
    {
      "key": "agent",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "agent-skills",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "ai-agent",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "ai-observability",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "bun",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "claude-code",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "cli",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "cline",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "codex",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "eval",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "evals",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "evolution",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "grading",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "llm",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "observability",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:MCP|unknown|profile protocol:OPENCLEW|unknown|profile capability:agent|supported|profile capability:agent-skills|supported|profile capability:ai-agent|supported|profile capability:ai-observability|supported|profile capability:bun|supported|profile capability:claude-code|supported|profile capability:cli|supported|profile capability:cline|supported|profile capability:codex|supported|profile capability:eval|supported|profile capability:evals|supported|profile capability:evolution|supported|profile capability:grading|supported|profile capability:llm|supported|profile capability:observability|supported|profile"
}

Facts JSON

[
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Selftune",
    "href": "https://selftune.dev",
    "sourceUrl": "https://selftune.dev",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:21:22.124Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "MCP, OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/npm-selftune/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/npm-selftune/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:21:22.124Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/npm-selftune/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/npm-selftune/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[]

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