Crawler Summary

picar-x-openclaw-skill answer-first brief

Integrate and operate a SunFounder PiCar-X robot body in OpenClaw with deterministic CLI tools (snapshot, ultrasonic, steer, drive, stop) and turn-based agentic driving (`picarx.turn`) for camera-guided autonomous step navigation. --- name: picar-x-openclaw-skill description: Integrate and operate a SunFounder PiCar-X robot body in OpenClaw with deterministic CLI tools (snapshot, ultrasonic, steer, drive, stop) and turn-based agentic driving (picarx.turn) for camera-guided autonomous step navigation. metadata: { "openclaw": { "emoji": "🤖", "requires": { "bins": ["python3", "aplay", "arecord"] }, }, } --- OpenClaw Skill Spec (MVP v0.1) This fi Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.

Freshness

Last checked 2/25/2026

Best For

picar-x-openclaw-skill is best for interpret, move, be 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

Claim this agent
Agent DossierGitHubSafety: 89/100

picar-x-openclaw-skill

Integrate and operate a SunFounder PiCar-X robot body in OpenClaw with deterministic CLI tools (snapshot, ultrasonic, steer, drive, stop) and turn-based agentic driving (`picarx.turn`) for camera-guided autonomous step navigation. --- name: picar-x-openclaw-skill description: Integrate and operate a SunFounder PiCar-X robot body in OpenClaw with deterministic CLI tools (snapshot, ultrasonic, steer, drive, stop) and turn-based agentic driving (picarx.turn) for camera-guided autonomous step navigation. metadata: { "openclaw": { "emoji": "🤖", "requires": { "bins": ["python3", "aplay", "arecord"] }, }, } --- OpenClaw Skill Spec (MVP v0.1) This fi

MCPself-declared
OpenClawself-declared

Public facts

4

Change events

1

Artifacts

0

Freshness

Feb 25, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.

Trust evidence available

Trust score

Unknown

Compatibility

MCP, OpenClaw

Freshness

Feb 25, 2026

Vendor

Bjmolitor

Artifacts

0

Benchmarks

0

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Unpublished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. Last updated 2/25/2026.

Setup snapshot

git clone https://github.com/bjmolitor/OpenClaw_PiCar-X_skill.git
  1. 1

    Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.

  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 Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content
Vendor (1)

Vendor

Bjmolitor

profilemedium
Observed Feb 25, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

MCP, OpenClaw

contractmedium
Observed Feb 25, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance
Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium
Observed Apr 15, 2026Source linkProvenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB OPENCLEW

Extracted files

0

Examples

0

Snippets

0

Languages

typescript

Parameters

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Integrate and operate a SunFounder PiCar-X robot body in OpenClaw with deterministic CLI tools (snapshot, ultrasonic, steer, drive, stop) and turn-based agentic driving (`picarx.turn`) for camera-guided autonomous step navigation. --- name: picar-x-openclaw-skill description: Integrate and operate a SunFounder PiCar-X robot body in OpenClaw with deterministic CLI tools (snapshot, ultrasonic, steer, drive, stop) and turn-based agentic driving (picarx.turn) for camera-guided autonomous step navigation. metadata: { "openclaw": { "emoji": "🤖", "requires": { "bins": ["python3", "aplay", "arecord"] }, }, } --- OpenClaw Skill Spec (MVP v0.1) This fi

Full README

name: picar-x-openclaw-skill description: Integrate and operate a SunFounder PiCar-X robot body in OpenClaw with deterministic CLI tools (snapshot, ultrasonic, steer, drive, stop) and turn-based agentic driving (picarx.turn) for camera-guided autonomous step navigation. metadata: { "openclaw": { "emoji": "🤖", "requires": { "bins": ["python3", "aplay", "arecord"] }, }, }

OpenClaw Skill Spec (MVP v0.1)

This file defines the Skill contract for integrating SunFounder PiCar‑X v2 as a robot body in OpenClaw.

Principle: the agent never talks to hardware directly. It calls deterministic CLI tools that return JSON.

Hardware recommendation (Raspberry Pi 5 thermals)

  • For stable operation under sustained load (audio + vision + checks + agent runtime), an additional active cooler is recommended on Raspberry Pi 5.
  • The current setup uses an Armor Lite V5 active cooler and this class of cooler is considered recommended.

PiCar‑X hardware snapshot (public specs)

  • Camera module: 5 MP sensor, stills up to 2592Ă—1944, video 1080p/30 and 720p/60, approx. 65° FOV.
  • Sensors: ultrasonic distance sensor; 3‑channel line‑tracking module (cliff detection / line follow).
  • Pan‑tilt: camera typically mounted on pan‑tilt bracket (current unit damaged/removed).
  • Size: approximate length 200–210 mm (vendor docs vary).

Sources: SunFounder docs + vendor listings (see recent web_search results via Content‑Cloud MCP).


0) Safety model (non‑negotiable)

Operating assumptions (project intent)

  • OpenClaw is the agentic control plane for PiCar‑X.
  • Primary sensor is the camera; its image should be injected into the active agent session so the current model can interpret it for decisions (e.g. "is the way ahead free?").
  • PiCar‑X is a light toy‑grade car; per project intent it is considered unlikely to cause injury, but safety gates and GO confirmation still apply.

Drive gate

  • Default: NO motion.
  • Any command that can move the robot (drive/steer/head pan/tilt) is blocked unless the human explicitly grants GO.
  • GO can be implemented as:
    • a short-lived environment flag (e.g. PICARX_GO=1 for the single command), or
    • a session-scoped memory state with TTL (e.g. 5 min).

Dead‑man stop

  • Every movement command must stop motors at the end (already implemented in aiagentctrl.py).
  • The agent must call stop on uncertainty.

Clamp & timebox

  • Speed and angles are clamped in aiagentctrl.py (PICARX_MAX_SPEED, PICARX_MAX_ANGLE).
  • Movement duration should be short by default (seconds <= 1.0).

1) Tool surface (v0.1)

Primary tool: aiagentctrl.py

The CLI is the public interface.

Invocation

  • Always call from repo root (or installed script aiagentctrl).
  • Always use --json.

Standard response fields (common) Every subcommand returns JSON with at least:

  • ok: bool
  • cmd: string (subcommand name)
  • ts: string (ISO or timestamp)
  • error?: string (present when ok=false)

Note: If a field is missing today, we treat it as a follow-up patch; the contract below is the target schema.


2) Command contracts

2.1 snapshot

Purpose: camera photo without motion.

Request:

  • snapshot --path <optional> [--vflip] [--hflip] --json

Response (target):

  • ok: true|false
  • cmd: "snapshot"
  • path: string (file path)
  • backend: "rpicam"|"vilib"|"auto"
  • width?: int, height?: int
  • took_ms?: int

Env knobs:

  • PICARX_SNAPSHOT_BACKEND=auto|rpicam|vilib
  • PICARX_RPICAM_ZSL=0|1
  • PICARX_RPICAM_TIMEOUT_MS, PICARX_RPICAM_RETRIES
  • PICARX_CAMERA_VFLIP, PICARX_CAMERA_HFLIP

2.2 ultrasonic

Purpose: distance in cm.

Request:

  • ultrasonic --json

Response (target):

  • ok: true|false
  • cmd: "ultrasonic"
  • distance_cm: float

2.3 head (pan/tilt)

Purpose: point camera head.

Safety: motion-like; requires GO.

Request:

  • head [--pan <int>] [--tilt <int>] --json

Response (target):

  • ok
  • cmd: "head"
  • pan: int, tilt: int

2.4 steer

Safety: requires GO.

Request:

  • steer --angle <int> --json

Response (target):

  • ok
  • cmd: "steer"
  • angle: int

2.5 drive

Safety: requires GO.

Request:

  • drive --speed <int> --seconds <float> --direction forward|backward --json

Response (target):

  • ok
  • cmd: "drive"
  • speed: int
  • seconds: float
  • direction: string

2.6 stop

Purpose: emergency stop.

Request:

  • stop --json

Response (target):

  • ok
  • cmd: "stop"

3) OpenClaw integration spec

3.1 Skill wrapper (target namespace)

Provide an OpenClaw Skill wrapper with this concrete namespace:

  • picarx.snapshot
  • picarx.ultrasonic
  • picarx.steer
  • picarx.head
  • picarx.drive
  • picarx.stop
  • picarx.turn (maps to agentic_drive.py, one full turn)

Wrapper requirements:

  • enforces policy gate(s) as configured for the environment
  • forwards to deterministic CLIs (aiagentctrl.py / agentic_drive.py)
  • normalizes outputs to the common JSON envelope (ok, cmd, requested, applied, artifacts, error)

Suggested command mapping:

  • picarx.snapshot -> ./aiagentctrl.py snapshot --json
  • picarx.ultrasonic -> ./aiagentctrl.py ultrasonic --json
  • picarx.steer -> ./aiagentctrl.py steer --angle <n> --json
  • picarx.head -> ./aiagentctrl.py head [--pan n] [--tilt n] --json
  • picarx.drive -> ./aiagentctrl.py drive --speed n --seconds s --direction <forward|backward> --json
  • picarx.stop -> ./aiagentctrl.py stop --json
  • picarx.turn -> ./agentic_drive.py --distance-cm n --speed n --direction <...> [--steer n] [--loops n]

3.2 Conversation + cross-channel context (adjacent system)

Not implemented inside this repo, but required for the robot body experience:

  • Voice wake + multi-turn conversation mode.
  • Short-term cross-channel memory file (last 60 min) injected into voice agent at conversation start.

4) Diagnostics / self-awareness (v0.1)

Provide a lightweight health interface (implemented in this repo) returning:

  • host temp + vcgencmd get_throttled flags (undervoltage/throttling)
  • Robot-HAT battery voltage (best effort)
  • optional voltage logger to correlate sag during load

Commands:

  • healthcheck.py health → one JSON object
  • healthcheck.py voltage-log --interval 2 --duration 120 → JSONL samples
  • healthcheck.py perceive → ultrasonic + snapshot (no driving)
  • healthcheck.py perceive --sweep-head → 5 images: left/center/right + up/down (head-only, no driving)
  • healthcheck.py perceive --sweep-head --describe → same + LMM interpretation ("where am I / hazards")
  • healthcheck.py perceive --sweep-head --publish-whatsapp → send 5 images into WhatsApp history (shared session context)

Session injection (camera → agent context):

  • checks/camera_inject_check.py captures a snapshot and sends it to a channel/target so it appears in the agent session.
  • Requires env:
    • NAVIS_INJECT_CHANNEL (e.g., whatsapp)
    • NAVIS_INJECT_TARGET (e.g., +4917...)
    • optional NAVIS_INJECT_MESSAGE (caption)

Audio default:

  • Skill audio checks default speaker output to 100% PCM (configurable via NAVIS_SPK_VOLUME, default 100) to keep wake/beep cues clearly audible.

Legacy notice (short-term memory sync tooling)

  • FrĂĽhere Workspace-Skripte fĂĽr WhatsApp short-term sync (scripts/whatsapp_shortterm_sync.py, scripts/shortterm_append.py) gelten als deprecated legacy.
  • Sie sind nicht Teil der kanonischen Skill-Architektur fĂĽr den PiCar-X Body-Skill.
  • Zielarchitektur: Session-Kontext ĂĽber OpenClaw-Session/Hook-Mechanik, nicht ĂĽber separate Polling-Sync-Services.

4.1 Battery warnings (programmatic, no model)

This repo includes battery_watch.py, a pure programmatic watcher:

  • reads Robot-HAT battery voltage
  • estimates % for a 2S pack
  • sends alerts at ~20% and ~10% (one-time per discharge)
  • WhatsApp alert via OpenClaw CLI + local voice alert via navis_media.py

Optional systemd user units are provided in systemd/.


5) MVP acceptance criteria

v0.1 is acceptable when:

  • snapshot --json works reliably and returns a path.
  • ultrasonic --json returns a numeric distance.
  • stop works.
  • All movement commands are clamped and stop automatically.
  • GO gate exists in the OpenClaw wrapper/prompt rules.

Contract & API

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

MissingGITHUB OPENCLEW

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/bjmolitor-openclaw-picar-x-skill/snapshot"
curl -s "https://xpersona.co/api/v1/agents/bjmolitor-openclaw-picar-x-skill/contract"
curl -s "https://xpersona.co/api/v1/agents/bjmolitor-openclaw-picar-x-skill/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
GITLAB_AI_CATALOGgitlab-mcp

Rank

83

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_PUBLIC_PROJECTSgitlab-mcp

Rank

80

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_AI_CATALOGrmcp-openapi

Rank

74

Expose OpenAPI definition endpoints as MCP tools using the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_AI_CATALOGrmcp-actix-web

Rank

72

An actix_web backend for the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

Traction

No public download signal

Freshness

Updated 2d ago

MCP
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/bjmolitor-openclaw-picar-x-skill/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/bjmolitor-openclaw-picar-x-skill/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/bjmolitor-openclaw-picar-x-skill/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/bjmolitor-openclaw-picar-x-skill/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/bjmolitor-openclaw-picar-x-skill/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/bjmolitor-openclaw-picar-x-skill/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": "2026-04-16T23:41:05.526Z"
    }
  },
  "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": "interpret",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "move",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "be",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:MCP|unknown|profile protocol:OPENCLEW|unknown|profile capability:interpret|supported|profile capability:move|supported|profile capability:be|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": "Bjmolitor",
    "href": "https://github.com/bjmolitor/OpenClaw_PiCar-X_skill",
    "sourceUrl": "https://github.com/bjmolitor/OpenClaw_PiCar-X_skill",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-25T01:47:12.500Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "MCP, OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/bjmolitor-openclaw-picar-x-skill/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/bjmolitor-openclaw-picar-x-skill/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-25T01:47:12.500Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/bjmolitor-openclaw-picar-x-skill/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/bjmolitor-openclaw-picar-x-skill/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
  }
]

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