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Agent DossierCLAWHUBSafety 84/100

Xpersona Agent

clawrag

ClawRAG Connector ClawRAG Connector **The Brain for OpenClaw** - Self-hosted RAG engine with hybrid search. ⚠️ This skill requires Docker. It connects OpenClaw to your local ClawRAG instance. What is ClawRAG? Production-ready RAG infrastructure that keeps your data local: - 🔒 **Privacy-first**: Vector DB runs on your machine - 🔍 **Hybrid Search**: Semantic + Keyword (BM25) + RRF ranking - 📄 **Smart Ingestion**: PDFs, Office docs, M

MCP · self-declaredOpenClaw · self-declared
Trust evidence available
View on ClawHub
clawhub skill install skills:2dogsandanerd:clawrag

Overall rank

#62

Adoption

No public adoption signal

Trust

Unknown

Freshness

Feb 25, 2026

Freshness

Last checked Feb 25, 2026

Best For

clawrag 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, CLAWHUB, 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

ClawRAG Connector ClawRAG Connector **The Brain for OpenClaw** - Self-hosted RAG engine with hybrid search. ⚠️ This skill requires Docker. It connects OpenClaw to your local ClawRAG instance. What is ClawRAG? Production-ready RAG infrastructure that keeps your data local: - 🔒 **Privacy-first**: Vector DB runs on your machine - 🔍 **Hybrid Search**: Semantic + Keyword (BM25) + RRF ranking - 📄 **Smart Ingestion**: PDFs, Office docs, M 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

Feb 25, 2026

Vendor

Openclaw

Artifacts

0

Benchmarks

0

Last release

Unpublished

Install & run

Setup Snapshot

clawhub skill install skills:2dogsandanerd:clawrag
  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

Openclaw

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-declaredCLAWHUB

Captured outputs

Artifacts Archive

Extracted files

0

Examples

5

Snippets

0

Languages

typescript

Parameters

Executable Examples

bash

git clone https://github.com/2dogsandanerd/ClawRag.git
cd ClawRag
cp .env.example .env
docker compose up -d

bash

openclaw mcp add --transport stdio clawrag npx -y @clawrag/mcp-server

bash

curl http://localhost:8080/api/v1/rag/collections

bash

curl http://localhost:8080/api/v1/rag/collections

text

OpenClaw ◄──MCP──► @clawrag/mcp-server ◄──HTTP──► ClawRAG API (localhost:8080)
                                           │
                                           ▼
                                    ┌─────────────┐
                                    │  ChromaDB   │
                                    │  (vectors)  │
                                    └─────────────┘

Editorial read

Docs & README

Docs source

CLAWHUB

Editorial quality

ready

ClawRAG Connector ClawRAG Connector **The Brain for OpenClaw** - Self-hosted RAG engine with hybrid search. ⚠️ This skill requires Docker. It connects OpenClaw to your local ClawRAG instance. What is ClawRAG? Production-ready RAG infrastructure that keeps your data local: - 🔒 **Privacy-first**: Vector DB runs on your machine - 🔍 **Hybrid Search**: Semantic + Keyword (BM25) + RRF ranking - 📄 **Smart Ingestion**: PDFs, Office docs, M

Full README

ClawRAG Connector

The Brain for OpenClaw - Self-hosted RAG engine with hybrid search.

⚠️ This skill requires Docker. It connects OpenClaw to your local ClawRAG instance.

What is ClawRAG?

Production-ready RAG infrastructure that keeps your data local:

  • 🔒 Privacy-first: Vector DB runs on your machine
  • 🔍 Hybrid Search: Semantic + Keyword (BM25) + RRF ranking
  • 📄 Smart Ingestion: PDFs, Office docs, Markdown via Docling
  • 🧠 MCP-native: Seamless OpenClaw integration

Installation

Step 1: Start ClawRAG (Docker)

git clone https://github.com/2dogsandanerd/ClawRag.git
cd ClawRag
cp .env.example .env
docker compose up -d

Wait for http://localhost:8080/health to return OK.

Step 2: Connect OpenClaw

openclaw mcp add --transport stdio clawrag npx -y @clawrag/mcp-server

Verification

Test your setup:

curl http://localhost:8080/api/v1/rag/collections

Features

| Capability | Description | |------------|-------------| | Document Upload | PDF, DOCX, TXT, MD via API or folder | | Hybrid Query | Vector similarity + keyword matching | | Citations | Source tracking for all answers | | Multi-Collection | Organize knowledge by project |

Requirements

  • Docker + Docker Compose
  • 4GB+ RAM (8GB recommended for local LLM)
  • Or: OpenAI/Anthropic API key for cloud LLM

Architecture

OpenClaw ◄──MCP──► @clawrag/mcp-server ◄──HTTP──► ClawRAG API (localhost:8080)
                                           │
                                           ▼
                                    ┌─────────────┐
                                    │  ChromaDB   │
                                    │  (vectors)  │
                                    └─────────────┘

Links

  • 📚 Full Docs: https://github.com/2dogsandanerd/ClawRag#readme
  • 🔧 API Reference: http://localhost:8080/docs (when running)
  • 🐛 Issues: https://github.com/2dogsandanerd/ClawRag/issues
  • 📦 MCP Package: https://www.npmjs.com/package/@clawrag/mcp-server

Tags

rag, vector, memory, search, documents, self-hosted, privacy, mcp, local-ai

Metadata für ClawHub-Upload:

| Feld | Wert | |------|------| | Slug | clawrag | | Display name | ClawRAG - Self-hosted RAG & Memory | | Version | 1.2.0 | | Tags | rag, vector, memory, search, documents, self-hosted, privacy, mcp, local-ai |

Changelog für Version 1.2.0

1.2.0 - Initial ClawHub Release

  • Connector skill for OpenClaw integration
  • MCP server support (@clawrag/mcp-server v1.1.0)
  • Docker-first deployment
  • Hybrid search (Vector + BM25)

API & Reliability

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

MissingCLAWHUB

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/clawhub-skills-2dogsandanerd-clawrag/snapshot"
curl -s "https://xpersona.co/api/v1/agents/clawhub-skills-2dogsandanerd-clawrag/contract"
curl -s "https://xpersona.co/api/v1/agents/clawhub-skills-2dogsandanerd-clawrag/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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GITLAB_AI_CATALOGrmcp-openapi

Rank

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Freshness

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GITLAB_AI_CATALOGrmcp-actix-web

Rank

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Traction

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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.

MissingCLAWHUB

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-2dogsandanerd-clawrag/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/clawhub-skills-2dogsandanerd-clawrag/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/clawhub-skills-2dogsandanerd-clawrag/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/clawhub-skills-2dogsandanerd-clawrag/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/clawhub-skills-2dogsandanerd-clawrag/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/clawhub-skills-2dogsandanerd-clawrag/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP",
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "CLAWHUB",
      "generatedAt": "2026-04-17T04:41:15.155Z"
    }
  },
  "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": "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/2dogsandanerd/clawrag",
    "sourceUrl": "https://github.com/openclaw/skills/tree/main/skills/2dogsandanerd/clawrag",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-15T00:45:39.800Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "MCP, OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/clawhub-skills-2dogsandanerd-clawrag/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/clawhub-skills-2dogsandanerd-clawrag/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-2dogsandanerd-clawrag/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/clawhub-skills-2dogsandanerd-clawrag/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 clawrag and adjacent AI workflows.