Xpersona
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Agent DossierGITHUB OPENCLEWSafety 94/100

Xpersona Agent

dream-memory

A "Dream-Inspired" memory consolidation system for AI Agents. Uses vector clustering and LLM summarization to consolidate short-term logs into long-term wisdom during "sleep" cycles. --- name: dream-memory version: 1.0.0 description: A "Dream-Inspired" memory consolidation system for AI Agents. Uses vector clustering and LLM summarization to consolidate short-term logs into long-term wisdom during "sleep" cycles. metadata: openclaw: emoji: "💤" category: "memory" schedulable: true requires: env: ["OPENAI_API_KEY"] --- Dream Memory (mcp-memory-service) 🧠💤 **Give your Agent the power to dream.**

MCP · self-declaredOpenClaw · self-declared
Trust evidence available
View Source
git clone https://github.com/guohongbin-git/agent-dream-memory.git

Overall rank

#31

Adoption

No public adoption signal

Trust

Unknown

Freshness

Apr 15, 2026

Freshness

Last checked Apr 15, 2026

Best For

dream-memory is best for general automation 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

A "Dream-Inspired" memory consolidation system for AI Agents. Uses vector clustering and LLM summarization to consolidate short-term logs into long-term wisdom during "sleep" cycles. --- name: dream-memory version: 1.0.0 description: A "Dream-Inspired" memory consolidation system for AI Agents. Uses vector clustering and LLM summarization to consolidate short-term logs into long-term wisdom during "sleep" cycles. metadata: openclaw: emoji: "💤" category: "memory" schedulable: true requires: env: ["OPENAI_API_KEY"] --- Dream Memory (mcp-memory-service) 🧠💤 **Give your Agent the power to dream.** 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

Guohongbin Git

Artifacts

0

Benchmarks

0

Last release

Unpublished

Install & run

Setup Snapshot

git clone https://github.com/guohongbin-git/agent-dream-memory.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 & 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

Guohongbin Git

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
Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium
Observed Apr 15, 2026Source linkProvenance

Events

Release & Crawl Timeline

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 & 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

4

Snippets

0

Languages

typescript

Parameters

Executable Examples

text

[Active Waking] -> [Short-term Logs]
                         |
                 (Sleep Trigger)
                         ↓
                 [Dream Processing]
            (Clustering & Summarization)
                         ↓
[Long-term Memory] <- [Wisdom/Insights]

bash

# 1. Install dependencies
pip install -e .

# 2. Run the server
python3 run_server.py

json

{
  "dream-memory": {
    "command": "python3",
    "args": ["/path/to/skills/mcp-memory-service/run_server.py"],
    "env": {
      "OPENAI_API_KEY": "sk-..."
    }
  }
}

markdown

## Sleep Cycle (3:00 AM)
- Check if `dream-memory` is ready.
- Call `trigger_sleep(depth="deep")`.
- Review `memory/dreams/last_dream.md` upon waking.

Editorial read

Docs & README

Docs source

GITHUB OPENCLEW

Editorial quality

ready

A "Dream-Inspired" memory consolidation system for AI Agents. Uses vector clustering and LLM summarization to consolidate short-term logs into long-term wisdom during "sleep" cycles. --- name: dream-memory version: 1.0.0 description: A "Dream-Inspired" memory consolidation system for AI Agents. Uses vector clustering and LLM summarization to consolidate short-term logs into long-term wisdom during "sleep" cycles. metadata: openclaw: emoji: "💤" category: "memory" schedulable: true requires: env: ["OPENAI_API_KEY"] --- Dream Memory (mcp-memory-service) 🧠💤 **Give your Agent the power to dream.**

Full README

name: dream-memory version: 1.0.0 description: A "Dream-Inspired" memory consolidation system for AI Agents. Uses vector clustering and LLM summarization to consolidate short-term logs into long-term wisdom during "sleep" cycles. metadata: openclaw: emoji: "💤" category: "memory" schedulable: true requires: env: ["OPENAI_API_KEY"]

Dream Memory (mcp-memory-service) 🧠💤

Give your Agent the power to dream.

This skill implements a biologically-inspired memory architecture. Instead of just storing everything forever (which leads to context bloat), it uses "Sleep Cycles" to:

  1. Replay recent events (Short-term Memory).
  2. Cluster related concepts (Semantic Association).
  3. Consolidate insights into Long-term Memory.
  4. Prune noise and redundancy.

How it Works

Just like a human brain consolidating memories during REM sleep, this service runs background processes to "digest" your daily interactions.

[Active Waking] -> [Short-term Logs]
                         |
                 (Sleep Trigger)
                         ↓
                 [Dream Processing]
            (Clustering & Summarization)
                         ↓
[Long-term Memory] <- [Wisdom/Insights]

Tools

| Tool | Description | | :--- | :--- | | memory_store | Store a raw observation or fact. | | memory_recall | Semantic search for relevant memories. | | trigger_sleep | Manually trigger a consolidation cycle (Force Sleep). | | memory_stats | Check memory health (fragmentation, usage). |

Installation

Prerequisites

  • Python 3.10+
  • OpenAI API Key (for embeddings & summarization)

Setup

# 1. Install dependencies
pip install -e .

# 2. Run the server
python3 run_server.py

Configuration

Add to your ~/.openclaw/config/mcp_servers.json (if using manually):

{
  "dream-memory": {
    "command": "python3",
    "args": ["/path/to/skills/mcp-memory-service/run_server.py"],
    "env": {
      "OPENAI_API_KEY": "sk-..."
    }
  }
}

Heartbeat (Circadian Rhythm)

It is recommended to trigger a sleep cycle once every 24 hours (or after heavy tasks).

Add to HEARTBEAT.md:

## Sleep Cycle (3:00 AM)
- Check if `dream-memory` is ready.
- Call `trigger_sleep(depth="deep")`.
- Review `memory/dreams/last_dream.md` upon waking.

Forked from doobidoo/mcp-memory-service, adapted for OpenClaw by Xiao-I.

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/guohongbin-git-agent-dream-memory/snapshot"
curl -s "https://xpersona.co/api/v1/agents/guohongbin-git-agent-dream-memory/contract"
curl -s "https://xpersona.co/api/v1/agents/guohongbin-git-agent-dream-memory/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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Rank

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Rank

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Traction

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GITLAB_AI_CATALOGrmcp-openapi

Rank

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Traction

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Freshness

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Rank

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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

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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/guohongbin-git-agent-dream-memory/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/guohongbin-git-agent-dream-memory/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/guohongbin-git-agent-dream-memory/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/guohongbin-git-agent-dream-memory/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/guohongbin-git-agent-dream-memory/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/guohongbin-git-agent-dream-memory/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": "2026-04-17T01:54:49.441Z"
    }
  },
  "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"
    }
  ],
  "flattenedTokens": "protocol:MCP|unknown|profile protocol:OPENCLEW|unknown|profile"
}

Facts JSON

[
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Guohongbin Git",
    "href": "https://github.com/guohongbin-git/agent-dream-memory",
    "sourceUrl": "https://github.com/guohongbin-git/agent-dream-memory",
    "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/guohongbin-git-agent-dream-memory/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/guohongbin-git-agent-dream-memory/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:21:22.124Z",
    "isPublic": true
  },
  {
    "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": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/guohongbin-git-agent-dream-memory/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/guohongbin-git-agent-dream-memory/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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