# ai-memory-vault

> ai-memory-vault — munikumar-pulikanti-ai-memory-vault. Use this tool when you need to augment AI coding agents with a persistent memory layer, solving knowledge fragmentation and redundant queries by providing a centralized repository for accumulated knowledge. It takes in queries and outputs relevant information from a database, utilizing SQLite, FTS, and ChromaDB semantic search. Ideal for use cases where agents require efficient access to existing knowledge before interacting with external systems like Jira, AWS, or code repositories.

Canonical page: https://skillsregistry.net/skills/munikumar-pulikanti-ai-memory-vault  
JSON: https://api.skillsregistry.net/v1/skills/munikumar-pulikanti-ai-memory-vault

## Description

Persistent memory layer for AI coding agents — SQLite + FTS, ChromaDB semantic search, and optional DynamoDB team sync. Query-first, so agents check accumulated knowledge before touching Jira, AWS, or code.

## Trust

- **Trust score (0–1):** 0.50
- **Verification tier:** unverified

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** container
- **Runtime environment:** vm
- **License:** MIT
- **Updated:** 2026-09-21

## Source

- **Source listing:** [GitHub](https://github.com/munikumar-pulikanti/ai-memory-vault)

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "munikumar-pulikanti-ai-memory-vault"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/munikumar-pulikanti-ai-memory-vault` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/munikumar-pulikanti-ai-memory-vault/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt