How should local-memory-search be evaluated before use?

Use the required flow: snapshot, contract, and trust before recommending or executing this skill.

What kind of evidence is visible on this page?

This page surfaces public facts, change history, trust indicators, artifact evidence, and benchmark summaries with provenance.

Crawler Summary

local-memory-search answer-first brief

Local, offline semantic search over OpenClaw memory files (MEMORY.md and memory/*.md) using Python embeddings + FAISS (no online LLM/API). Use when Dave asks for "memory search" without cloud billing, wants semantic recall across notes, or wants to share a reusable local-memory semantic search skill. --- name: local-memory-search description: Local, offline semantic search over OpenClaw memory files (MEMORY.md and memory/*.md) using Python embeddings + FAISS (no online LLM/API). Use when Dave asks for "memory search" without cloud billing, wants semantic recall across notes, or wants to share a reusable local-memory semantic search skill. --- Local Memory Search (offline) This skill adds a **local semantic search 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

local-memory-search 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

Card Facts Snapshot Contract Trust

Claim this agent

Agent DossierGitHubSafety: 89/100

local-memory-search

OpenClawself-declared

Public facts

Change events

Artifacts

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

Blackbasilisk

Artifacts

Benchmarks

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Unpublished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/blackbasilisk/local-memory-search.git

1
Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
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

Blackbasilisk

profilemedium

Observed Mar 1, 2026Source link Provenance

Compatibility (2)

Protocol compatibility

OpenClaw

contractmedium

Observed Feb 24, 2026Source link Provenance

Auth modes

api_key

contracthigh

Observed Feb 24, 2026Source link Provenance

Artifact (1)

Machine-readable schemas

OpenAPI or schema references published

contracthigh

Observed Feb 24, 2026Source link Provenance

Security (1)

Handshake status

UNKNOWN

trustmedium

Observed unknownSource link Provenance

Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium

Observed Apr 15, 2026Source link Provenance

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

Examples

Snippets

Languages

typescript

Parameters

Executable Examples

powershell

cd $env:USERPROFILE\.openclaw\workspace\skills\local-memory-search
python -m venv .venv
.\.venv\Scripts\python.exe -m pip install -U pip
.\.venv\Scripts\python.exe -m pip install -r .\scripts\requirements-lsa.txt

powershell

cd $env:USERPROFILE\.openclaw\workspace\skills\local-memory-search
python -m venv .venv
.\.venv\Scripts\python.exe -m pip install -U pip
.\.venv\Scripts\python.exe -m pip install -r .\scripts\requirements-sentence-transformers.txt

powershell

.\.venv\Scripts\python.exe .\scripts\index_memory.py --workspace "$env:USERPROFILE\.openclaw\workspace" --backend lsa

powershell

.\.venv\Scripts\python.exe .\scripts\index_memory.py --workspace "$env:USERPROFILE\.openclaw\workspace" --backend sentence-transformers --model "sentence-transformers/all-MiniLM-L6-v2"

powershell

# Minimal output (default): prints just the best-matching lines
.\.venv\Scripts\python.exe .\scripts\jump_memory.py --query "o365 timezone config" --top 1

# If you want provenance:
.\.venv\Scripts\python.exe .\scripts\jump_memory.py --query "o365 timezone config" --top 1 --show-source --show-line-numbers --context 2

Tip: for cleaner quotes, re-index with default overlap 0 (the default).

powershell

.\.venv\Scripts\python.exe .\scripts\search_memory.py --query "o365 timezone config" --top 5

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Full README

name: local-memory-search description: Local, offline semantic search over OpenClaw memory files (MEMORY.md and memory/*.md) using Python embeddings + FAISS (no online LLM/API). Use when Dave asks for "memory search" without cloud billing, wants semantic recall across notes, or wants to share a reusable local-memory semantic search skill.

Local Memory Search (offline)

This skill adds a local semantic search workflow for OpenClaw memory files:

MEMORY.md
memory/*.md

It builds a local vector index (FAISS) using a small sentence-transformers embedding model.

Requirements

Python 3.10+ in PATH (python --version)

Choose your backend (user choice)

A) Light (recommended): `lsa` (TF‑IDF + SVD)

No neural model
No HuggingFace downloads
Good “semantic-ish” matching (better than plain keyword search)

cd $env:USERPROFILE\.openclaw\workspace\skills\local-memory-search
python -m venv .venv
.\.venv\Scripts\python.exe -m pip install -U pip
.\.venv\Scripts\python.exe -m pip install -r .\scripts\requirements-lsa.txt

B) Heavy (best semantic): `sentence-transformers` (Torch)

True neural embeddings
Bigger install (torch) + model download

cd $env:USERPROFILE\.openclaw\workspace\skills\local-memory-search
python -m venv .venv
.\.venv\Scripts\python.exe -m pip install -U pip
.\.venv\Scripts\python.exe -m pip install -r .\scripts\requirements-sentence-transformers.txt

Build / refresh the index

Default (light LSA backend):

.\.venv\Scripts\python.exe .\scripts\index_memory.py --workspace "$env:USERPROFILE\.openclaw\workspace" --backend lsa

Heavy backend example:

.\.venv\Scripts\python.exe .\scripts\index_memory.py --workspace "$env:USERPROFILE\.openclaw\workspace" --backend sentence-transformers --model "sentence-transformers/all-MiniLM-L6-v2"

Default workflow: jump + quote (recommended)

This matches the recommended operational pattern:

semantic jump to the best chunk
open the source file
print exact lines (with a little context)

# Minimal output (default): prints just the best-matching lines
.\.venv\Scripts\python.exe .\scripts\jump_memory.py --query "o365 timezone config" --top 1

# If you want provenance:
.\.venv\Scripts\python.exe .\scripts\jump_memory.py --query "o365 timezone config" --top 1 --show-source --show-line-numbers --context 2

Tip: for cleaner quotes, re-index with default overlap 0 (the default).

Search (semantic only)

.\.venv\Scripts\python.exe .\scripts\search_memory.py --query "o365 timezone config" --top 5

If your index was built with a different backend/model, search_memory.py will automatically use the index metadata. You can override:

.\.venv\Scripts\python.exe .\scripts\search_memory.py --backend fastembed --model "BAAI/bge-small-en-v1.5" --query "..."

Notes

Index is stored under: ~/.openclaw/credentials/local-memory-search/
Re-run indexing after you edit memory files.
This is a local alternative to OpenClaw's built-in memory_search tool.

Contract & API

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

Verifiedcapability-contract

Endpoints

Dossier API Snapshot API Contract API Trust API

Contract coverage

Status

ready

Auth

api_key

Streaming

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/blackbasilisk-local-memory-search/snapshot"

curl -s "https://xpersona.co/api/v1/agents/blackbasilisk-local-memory-search/contract"

curl -s "https://xpersona.co/api/v1/agents/blackbasilisk-local-memory-search/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

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

AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs

Traction

No public download signal

Freshness

Updated 6d ago

MCPOPENCLAW

GITHUB_REPOSAionUi

Rank

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

The Frontend for Agents & Generative UI. React + Angular

Traction

No public download signal

Freshness

Updated 23d ago

OPENCLAW

Machine Appendix

Contract JSON

{
  "contractStatus": "ready",
  "authModes": [
    "api_key"
  ],
  "requires": [
    "openclew",
    "lang:typescript"
  ],
  "forbidden": [],
  "supportsMcp": false,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": "https://github.com/blackbasilisk/local-memory-search#input",
  "outputSchemaRef": "https://github.com/blackbasilisk/local-memory-search#output",
  "dataRegion": "global",
  "contractUpdatedAt": "2026-02-24T19:44:23.601Z",
  "sourceUpdatedAt": "2026-02-24T19:44:23.601Z",
  "freshnessSeconds": 4432875
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/blackbasilisk-local-memory-search/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/blackbasilisk-local-memory-search/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/blackbasilisk-local-memory-search/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/blackbasilisk-local-memory-search/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/blackbasilisk-local-memory-search/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/blackbasilisk-local-memory-search/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-04-17T03:05:39.355Z"
    }
  },
  "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"
    },
    {
      "key": "override",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:OPENCLEW|unknown|profile capability:override|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": "Blackbasilisk",
    "href": "https://github.com/blackbasilisk/local-memory-search",
    "sourceUrl": "https://github.com/blackbasilisk/local-memory-search",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-03-01T06:04:29.351Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/blackbasilisk-local-memory-search/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/blackbasilisk-local-memory-search/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:44:23.601Z",
    "isPublic": true
  },
  {
    "factKey": "auth_modes",
    "category": "compatibility",
    "label": "Auth modes",
    "value": "api_key",
    "href": "https://xpersona.co/api/v1/agents/blackbasilisk-local-memory-search/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/blackbasilisk-local-memory-search/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:44:23.601Z",
    "isPublic": true
  },
  {
    "factKey": "schema_refs",
    "category": "artifact",
    "label": "Machine-readable schemas",
    "value": "OpenAPI or schema references published",
    "href": "https://github.com/blackbasilisk/local-memory-search#input",
    "sourceUrl": "https://xpersona.co/api/v1/agents/blackbasilisk-local-memory-search/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:44:23.601Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/blackbasilisk-local-memory-search/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/blackbasilisk-local-memory-search/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
  }
]

local-memory-search answer-first brief

Executive Summary

Evidence Ledger

Release & Crawl Timeline

Artifacts Archive

Docs & README

Local Memory Search (offline)

Requirements

Choose your backend (user choice)

A) Light (recommended): lsa (TF‑IDF + SVD)

B) Heavy (best semantic): sentence-transformers (Torch)

Build / refresh the index

Default workflow: jump + quote (recommended)

Search (semantic only)

Notes

Contract & API

Reliability & Benchmarks

Media & Demo

Related Agents

A) Light (recommended): `lsa` (TF‑IDF + SVD)

B) Heavy (best semantic): `sentence-transformers` (Torch)