Xpersona

Crawler Summary

qms-memory answer-first brief

Local TF-IDF memory search to replace failing built-in memory_search. No API keys required! --- name: qms-memory description: "Local TF-IDF memory search to replace failing built-in memory_search. No API keys required!" author: "OpenClaw Community" version: "1.0.0" license: "MIT" tags: ["memory", "search", "tfidf", "local", "offline"] --- QMS Memory Search - Local Memory Search Solution **🚀 Drop-in replacement for broken built-in memory_search** OpenClaw's built-in memory_search fails when OpenAI/Google AP Published capability contract available. No trust telemetry is available yet. Last updated 3/1/2026.

Freshness

Last checked 3/1/2026

Best For

Contract is available with explicit auth and schema references.

Not Ideal For

qms-memory 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: 89/100

qms-memory

Local TF-IDF memory search to replace failing built-in memory_search. No API keys required! --- name: qms-memory description: "Local TF-IDF memory search to replace failing built-in memory_search. No API keys required!" author: "OpenClaw Community" version: "1.0.0" license: "MIT" tags: ["memory", "search", "tfidf", "local", "offline"] --- QMS Memory Search - Local Memory Search Solution **🚀 Drop-in replacement for broken built-in memory_search** OpenClaw's built-in memory_search fails when OpenAI/Google AP

OpenClawself-declared

Public facts

6

Change events

1

Artifacts

0

Freshness

Mar 1, 2026

Verifiededitorial-contentNo verified compatibility signals

Published capability contract available. No trust telemetry is available yet. Last updated 3/1/2026.

Schema refs publishedTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Mar 1, 2026

Vendor

Bsharpe

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Unpublished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 3/1/2026.

View Source

Setup snapshot

git clone https://github.com/bsharpe/openclaw-qms-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 Ledger

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

Verifiededitorial-content
Vendor (1)

Vendor

Bsharpe

profilemedium
Observed Mar 1, 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

6

Snippets

0

Languages

typescript

Parameters

Executable Examples

bash

clawdhub install qms-memory

javascript

import { searchMemory } from './skills/qms-memory/index.js';

// Search with query
const results = await searchMemory("prompt injection security");

// Results format:
// [
//   {
//     path: "/path/to/memory/file.md",
//     score: 0.234,
//     lineNumbers: [15, 16, 17],
//     snippets: ["Context around matches..."]
//   }
// ]

javascript

import { getMemorySearchStatus } from './skills/qms-memory/index.js';

const status = await getMemorySearchStatus();
// { ready: true, docCount: 12, indexSize: 1500, watching: true }

javascript

import { rebuildMemoryIndex } from './skills/qms-memory/index.js';

await rebuildMemoryIndex();

javascript

// OLD: Failing built-in version
const results = await memory_search("query");

// NEW: Working QMS version  
import { searchMemory } from './skills/qms-memory/index.js';
const results = await searchMemory("query");

json

{
  "memorySearch": {
    "sources": []
  }
}

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Local TF-IDF memory search to replace failing built-in memory_search. No API keys required! --- name: qms-memory description: "Local TF-IDF memory search to replace failing built-in memory_search. No API keys required!" author: "OpenClaw Community" version: "1.0.0" license: "MIT" tags: ["memory", "search", "tfidf", "local", "offline"] --- QMS Memory Search - Local Memory Search Solution **🚀 Drop-in replacement for broken built-in memory_search** OpenClaw's built-in memory_search fails when OpenAI/Google AP

Full README

name: qms-memory description: "Local TF-IDF memory search to replace failing built-in memory_search. No API keys required!" author: "OpenClaw Community" version: "1.0.0" license: "MIT" tags: ["memory", "search", "tfidf", "local", "offline"]

QMS Memory Search - Local Memory Search Solution

🚀 Drop-in replacement for broken built-in memory_search

OpenClaw's built-in memory_search fails when OpenAI/Google API keys are missing. This skill provides a local, offline alternative using TF-IDF ranking for intelligent search relevance.

✨ Features

  • 🔍 TF-IDF Search Ranking - Smart relevance scoring, not just keyword matching
  • ⚡ Lightning Fast - <100ms queries vs slow/failing API calls
  • 🔄 Auto-Indexing - Rebuilds when memory files change
  • 🔒 Fully Offline - No API keys or external dependencies required
  • 📋 Compatible API - Drop-in replacement, same result format
  • 🎯 Context-Aware - Returns line numbers and snippets for precise results

🛠️ Installation

Via ClawdHub (recommended):

clawdhub install qms-memory

Or download manually and place in your skills/ directory.

📖 Usage

Search Memory Files

import { searchMemory } from './skills/qms-memory/index.js';

// Search with query
const results = await searchMemory("prompt injection security");

// Results format:
// [
//   {
//     path: "/path/to/memory/file.md",
//     score: 0.234,
//     lineNumbers: [15, 16, 17],
//     snippets: ["Context around matches..."]
//   }
// ]

Check System Status

import { getMemorySearchStatus } from './skills/qms-memory/index.js';

const status = await getMemorySearchStatus();
// { ready: true, docCount: 12, indexSize: 1500, watching: true }

Force Index Rebuild

import { rebuildMemoryIndex } from './skills/qms-memory/index.js';

await rebuildMemoryIndex();

🎯 What Gets Indexed

Automatically finds and indexes:

  • MEMORY.md (main memory file)
  • memory/*.md (daily notes and organized memories)
  • Any markdown files in memory directories

File watching automatically rebuilds the index when files change.

⚙️ Configuration

Works out of the box! The skill automatically:

  1. Detects your workspace root directory
  2. Finds memory files to index
  3. Starts file watching for automatic updates
  4. Builds TF-IDF index for fast searches

🔧 Integration with OpenClaw

Replace Built-in memory_search

In your agent code, replace:

// OLD: Failing built-in version
const results = await memory_search("query");

// NEW: Working QMS version  
import { searchMemory } from './skills/qms-memory/index.js';
const results = await searchMemory("query");

Disable Built-in Memory Search

To stop API key errors, disable the built-in memory search in your OpenClaw config:

{
  "memorySearch": {
    "sources": []
  }
}

📊 Performance

Typical Performance:

  • Index Build: ~2-3 seconds for 10-15 memory files
  • Search Queries: <10ms average
  • Memory Usage: ~5-10MB for index
  • File Watching: Minimal overhead, efficient debouncing

vs Built-in memory_search:

  • Reliability: ✅ Always works vs ❌ API key failures
  • Speed: ✅ <10ms vs ❌ 500ms+ API calls
  • Relevance: ✅ TF-IDF scoring vs ❌ Simple text matching
  • Offline: ✅ Fully local vs ❌ Requires external APIs

🔧 Troubleshooting

No Results Found

  • Check that memory files exist (MEMORY.md, memory/*.md)
  • Run await rebuildMemoryIndex() to force rebuild
  • Verify files contain the terms you're searching for

Index Not Updating

  • File watcher should auto-rebuild when files change
  • If stuck, restart OpenClaw or manually call rebuildMemoryIndex()

Performance Issues

  • Index size scales with content volume
  • Consider splitting very large memory files
  • File watching has built-in debouncing (2s delay)

🤝 Contributing

This skill is open source and community-maintained:

  • Report issues via ClawdHub or GitHub
  • Contribute improvements and optimizations
  • Share usage patterns and tips

📄 License

MIT License - Free for personal and commercial use.

🎉 Enjoy reliable, fast memory search without API dependencies!

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/bsharpe-openclaw-qms-memory/snapshot"
curl -s "https://xpersona.co/api/v1/agents/bsharpe-openclaw-qms-memory/contract"
curl -s "https://xpersona.co/api/v1/agents/bsharpe-openclaw-qms-memory/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/bsharpe/openclaw-qms-memory#input",
  "outputSchemaRef": "https://github.com/bsharpe/openclaw-qms-memory#output",
  "dataRegion": "global",
  "contractUpdatedAt": "2026-02-24T19:44:33.084Z",
  "sourceUpdatedAt": "2026-02-24T19:44:33.084Z",
  "freshnessSeconds": 4424944
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/bsharpe-openclaw-qms-memory/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/bsharpe-openclaw-qms-memory/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/bsharpe-openclaw-qms-memory/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/bsharpe-openclaw-qms-memory/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/bsharpe-openclaw-qms-memory/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/bsharpe-openclaw-qms-memory/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-04-17T00:53:37.588Z"
    }
  },
  "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": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Bsharpe",
    "href": "https://github.com/bsharpe/openclaw-qms-memory",
    "sourceUrl": "https://github.com/bsharpe/openclaw-qms-memory",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-03-01T06:04:47.786Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/bsharpe-openclaw-qms-memory/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/bsharpe-openclaw-qms-memory/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:44:33.084Z",
    "isPublic": true
  },
  {
    "factKey": "auth_modes",
    "category": "compatibility",
    "label": "Auth modes",
    "value": "api_key",
    "href": "https://xpersona.co/api/v1/agents/bsharpe-openclaw-qms-memory/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/bsharpe-openclaw-qms-memory/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:44:33.084Z",
    "isPublic": true
  },
  {
    "factKey": "schema_refs",
    "category": "artifact",
    "label": "Machine-readable schemas",
    "value": "OpenAPI or schema references published",
    "href": "https://github.com/bsharpe/openclaw-qms-memory#input",
    "sourceUrl": "https://xpersona.co/api/v1/agents/bsharpe-openclaw-qms-memory/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:44:33.084Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/bsharpe-openclaw-qms-memory/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/bsharpe-openclaw-qms-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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