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SKILL verified MIT Self-run

Memory Search

skill-jansenanalytics-claudex-memory-search · by JansenAnalytics

Semantic memory search across all agent memories and conversation history. Use BEFORE answering questions about prior work, decisions, dates, people, preferences, projects, or past conversations. Also use when asked "do you remember", "what did we discuss", "when did we", etc.

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Install

$ agentstack add skill-jansenanalytics-claudex-memory-search

✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • ✓ Prompt-injection patterns
  • ✓ Secret / credential exfiltration
  • ✓ Dangerous shell & filesystem operations
  • ✓ Untrusted network calls
  • ✓ Known-malicious package signatures

What it can access

  • ✓ Network access No
  • ✓ Filesystem access No
  • ✓ Shell / process execution No
  • ✓ Environment & secrets No
  • ✓ Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

View the full security report →

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Reliability & compatibility

✓ Security review passed
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Declared compatibility

Claude CodeClaude Desktop

Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.

Preview Execution monitoring

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About

Memory Search — Semantic RAG

You have a vector memory search system that indexes:

  • Your own memory files (CLAUDE.md, memory/*.md)
  • Your Telegram conversation transcripts
  • Cross-agent memories from Kite, Poe, and Argus (OpenClaw agents)

When to Search

ALWAYS search before answering about:

  • Prior work, decisions, or conversations
  • Dates, timelines, project history
  • People, preferences, or context from past sessions
  • Anything the user says "remember" or "we discussed"
  • Cross-agent context ("what has Argus been working on?")

How to Search

# Basic search
node --experimental-sqlite ~/.claude-agent/scripts/memory-search.cjs --search "your query here"

# Filter by source (memory files only, sessions only, cross-agent only)
node --experimental-sqlite ~/.claude-agent/scripts/memory-search.cjs --search "query" --source memory
node --experimental-sqlite ~/.claude-agent/scripts/memory-search.cjs --search "query" --source session
node --experimental-sqlite ~/.claude-agent/scripts/memory-search.cjs --search "query" --source cross-agent

# Filter by agent
node --experimental-sqlite ~/.claude-agent/scripts/memory-search.cjs --search "query" --agent kite
node --experimental-sqlite ~/.claude-agent/scripts/memory-search.cjs --search "query" --agent argus

# More results
node --experimental-sqlite ~/.claude-agent/scripts/memory-search.cjs --search "query" --limit 15

# JSON output (for parsing)
node --experimental-sqlite ~/.claude-agent/scripts/memory-search.cjs --search "query" --json

Interpreting Results

Each result shows:

  • Source: memory (your files), session (conversation transcripts), cross-agent (Kite/Poe/Argus)
  • Agent: which agent's data (claudex, kite, poe, argus)
  • Score: hybrid of vector similarity (0.7) + text match (0.3), with recency decay
  • Snippet: first 500 chars of the matched chunk

Higher scores = more relevant. Results above 0.3 are usually meaningful.

Reindexing

The index updates automatically via cron (every 30 min). To force a reindex:

# Incremental (only changed files — fast)
node --experimental-sqlite ~/.claude-agent/scripts/memory-search.cjs --index --incremental

# Full reindex (re-embeds everything — slower, costs API calls)
node --experimental-sqlite ~/.claude-agent/scripts/memory-search.cjs --index

Important

  • Requires OPENAI_API_KEY in environment
  • Database: ~/.claude-agent/data/memory.sqlite
  • Cross-agent search lets you see what Kite, Poe, and Argus know without asking them

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

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Versions

  • v0.1.0 Imported from the upstream source.

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