Xpersona

Crawler Summary

braindecode answer-first brief

braindecode Skill braindecode Skill Overview The braindecode skill integrates brain-computer interface (BCI) technology into your OpenClaw agent, enabling decoding of EEG (electroencephalogram) signals into actionable text. These decoded thoughts are seamlessly integrated into your agent's semantic memory and vector search system. This skill allows you to control your agent using brain signals. --- Features - Real-time EEG data monito Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.

Freshness

Last checked 2/24/2026

Best For

Contract is available with explicit auth and schema references.

Not Ideal For

braindecode is not ideal for teams that need stronger public trust telemetry, lower setup complexity, or more explicit contract coverage before production rollout.

Evidence Sources Checked

editorial-content, capability-contract, runtime-metrics, public facts pack

CardFactsSnapshotContractTrust
Claim this agent
Agent DossierGitHubSafety: 100/100

braindecode

braindecode Skill braindecode Skill Overview The braindecode skill integrates brain-computer interface (BCI) technology into your OpenClaw agent, enabling decoding of EEG (electroencephalogram) signals into actionable text. These decoded thoughts are seamlessly integrated into your agent's semantic memory and vector search system. This skill allows you to control your agent using brain signals. --- Features - Real-time EEG data monito

OpenClawself-declared

Public facts

6

Change events

1

Artifacts

0

Freshness

Feb 24, 2026

Verifiededitorial-contentNo verified compatibility signals

Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.

Schema refs publishedTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Feb 24, 2026

Vendor

Greatape42069

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Unpublished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

Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.

View Source

Setup snapshot

git clone https://github.com/GreatApe42069/braindecode.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

Greatape42069

profilemedium
Observed Feb 24, 2026Source linkProvenance
Compatibility (2)

Protocol compatibility

OpenClaw

contractmedium
Observed Feb 24, 2026Source linkProvenance

Auth modes

api_key

contracthigh
Observed Feb 24, 2026Source linkProvenance
Artifact (1)

Machine-readable schemas

OpenAPI or schema references published

contracthigh
Observed Feb 24, 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

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

0

Examples

2

Snippets

0

Languages

typescript

Parameters

Executable Examples

bash

npx clawhub@latest install braindecode
   cd ~/.openclaw/skills/braindecode
   pnpm run install-skill

bash

tail -f ~/.openclaw/workspace/logs/system_monitor

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

braindecode Skill braindecode Skill Overview The braindecode skill integrates brain-computer interface (BCI) technology into your OpenClaw agent, enabling decoding of EEG (electroencephalogram) signals into actionable text. These decoded thoughts are seamlessly integrated into your agent's semantic memory and vector search system. This skill allows you to control your agent using brain signals. --- Features - Real-time EEG data monito

Full README

braindecode Skill

Overview

The braindecode skill integrates brain-computer interface (BCI) technology into your OpenClaw agent, enabling decoding of EEG (electroencephalogram) signals into actionable text. These decoded thoughts are seamlessly integrated into your agent's semantic memory and vector search system. This skill allows you to control your agent using brain signals.

Features

  • Real-time EEG data monitoring and processing.
  • Decodes EEG signals into meaningful text using the ZUNA model from Hugging Face.
  • Indexed outputs in OpenClaw’s semantic memory and FTS5 vector database.
  • Fault-tolerant: Monitors system resources and safely handles high CPU/low performance scenarios.
  • Local-first processing: Data is not sent to external servers, ensuring full privacy.

Installation

  1. Prerequisites:

    • Python 3.14.2 or later installed on your system.
    • Ensure pip is available.
    • pnpm is required to manage the skill.

  2. Run the following commands to install the skill:

    npx clawhub@latest install braindecode
cd ~/.openclaw/skills/braindecode
pnpm run install-skill

  3. What it Does:

    • Sets up the necessary EEG directories in ~/.openclaw.
    • Installs ZUNA and other Python dependencies (torch, mne, etc.).
    • Downloads the ZUNA model from Hugging Face.
    • Configures openclaw.json for EEG inputs.
    • Enables the bci-core plugin in OpenClaw.
    • Restarts the OpenClaw Gateway to apply changes.

Usage

Activating Brain Mode

  1. Command: Simply tell your agent

    "Enable brain mode."

    This will activate the skill, start monitoring the EEG input directory, and decode brain signals in near real-time.

  2. Place EEG .fif files in ~/.openclaw/eeg-input/. Each file triggers automatic decoding when saved to the directory.

  3. Once processed:

    • Decoded thoughts are saved to ~/.openclaw/eeg-output/.
    • Indexed into semantic memory for retrieval.
    • Agent responds with the decoded thoughts (e.g., "Woof! Your brain says: Check Doge wallet balance.")

Monitoring

  • HEARTBEAT Monitoring:
    • The skill appends a check to your HEARTBEAT.md, which monitors ZUNA inference latency and resource usage every 60 seconds.
    • If inference fails due to high system load or other issues, the skill logs errors into MEMORY.md.

Troubleshooting

Common Issues

  • High CPU Usage:
    • If CPU usage exceeds 80%, the skill skips processing to avoid system instability.
    • Logs a resource usage warning in HEARTBEAT.md and MEMORY.md.
  • ZUNA Dependency Issues:
    • Re-run the install script: pnpm run install-skill.
    • Ensure Python 3 and pip are correctly configured.

Logs

  • All key events, errors, and decoded output are logged to OpenClaw’s MEMORY.md file.
  • Check logs and resource usage for troubleshooting irregular task behavior. 
    tail -f ~/.openclaw/workspace/logs/system_monitor

Skill Updates

  • To update the skill: Re-run the install script using pnpm run install-skill.
  • Check ClawHub for updates: npx clawhub@latest update braindecode.

Contributing and Testing

  1. Testing:

    • Test the skill by manually dropping .fif files (example files from ZUNA).
    • Use debug logging in HEARTBEAT.md to verify functionality.

  2. Contributing:

    • Fork the braindecode repository on ClawHub.
    • PRs with error-handling or performance improvements are welcome!

Reach out to Degen Doge for more guidance! 🧠🐕

Contract & API

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

Verifiedcapability-contract

Endpoints

Dossier APISnapshot APIContract APITrust API

Contract coverage

Status

ready

Auth

api_key

Streaming

No

Data region

global

Protocol support

OpenClaw: self-declared

Requires: openclew, lang:typescript

Forbidden: none

Guardrails

Operational confidence: medium

Contract is available with explicit auth and schema references.
Trust confidence is not low and verification freshness is acceptable.
Invocation examples
curl -s "https://xpersona.co/api/v1/agents/greatape42069-braindecode/snapshot"
curl -s "https://xpersona.co/api/v1/agents/greatape42069-braindecode/contract"
curl -s "https://xpersona.co/api/v1/agents/greatape42069-braindecode/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

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

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

OPENCLAW
GITHUB_REPOScherry-studio

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 5d ago

MCPOPENCLAW
GITHUB_REPOSAionUi

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

MCPOPENCLAW
GITHUB_REPOSCopilotKit

Rank

70

The Frontend for Agents & Generative UI. React + Angular

Traction

No public download signal

Freshness

Updated 23d ago

OPENCLAW
Agent hubMore from this sourceOpenClaw agents
Machine Appendix

Contract JSON

{
  "contractStatus": "ready",
  "authModes": [
    "api_key"
  ],
  "requires": [
    "openclew",
    "lang:typescript"
  ],
  "forbidden": [],
  "supportsMcp": false,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": "https://github.com/GreatApe42069/braindecode#input",
  "outputSchemaRef": "https://github.com/GreatApe42069/braindecode#output",
  "dataRegion": "global",
  "contractUpdatedAt": "2026-02-24T19:47:32.064Z",
  "sourceUpdatedAt": "2026-02-24T19:47:32.064Z",
  "freshnessSeconds": 4423853
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/greatape42069-braindecode/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/greatape42069-braindecode/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/greatape42069-braindecode/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/greatape42069-braindecode/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/greatape42069-braindecode/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/greatape42069-braindecode/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-04-17T00:38:25.794Z"
    }
  },
  "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"
    }
  ],
  "flattenedTokens": "protocol:OPENCLEW|unknown|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": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/greatape42069-braindecode/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/greatape42069-braindecode/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:47:32.064Z",
    "isPublic": true
  },
  {
    "factKey": "auth_modes",
    "category": "compatibility",
    "label": "Auth modes",
    "value": "api_key",
    "href": "https://xpersona.co/api/v1/agents/greatape42069-braindecode/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/greatape42069-braindecode/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:47:32.064Z",
    "isPublic": true
  },
  {
    "factKey": "schema_refs",
    "category": "artifact",
    "label": "Machine-readable schemas",
    "value": "OpenAPI or schema references published",
    "href": "https://github.com/GreatApe42069/braindecode#input",
    "sourceUrl": "https://xpersona.co/api/v1/agents/greatape42069-braindecode/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:47:32.064Z",
    "isPublic": true
  },
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Greatape42069",
    "href": "https://github.com/GreatApe42069/braindecode",
    "sourceUrl": "https://github.com/GreatApe42069/braindecode",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:43:14.176Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/greatape42069-braindecode/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/greatape42069-braindecode/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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Ads related to braindecode and adjacent AI workflows.