# Adaptive Agent

> Use this tool when you need to enable AI agents to retain knowledge across sessions and recall past interactions. It solves problems of contextual understanding and memory retention, allowing agents to build on previous conversations and provide more informed responses. The Adaptive Agent takes in conversation data and outputs relevant information through semantic search and vector-based storage, making it ideal for use cases requiring persistent memory and contextual awareness.

Canonical page: https://skillsregistry.net/skills/justforever17-adaptive-agent  
JSON: https://api.skillsregistry.net/v1/skills/justforever17-adaptive-agent

## Description

Provides a persistent memory system for AI agents with cross-session knowledge retention through vector-based storage and semantic search capabilities. Built on FastMCP with ripgrep integration for fast text search, the system automatically indexes and stores conversation memories, enabling agents to recall past interactions and build contextual understanding over time. Features session management, memory parsing, graph-based knowledge storage, and 14 retrieval tools including hybrid search (vector + full-text), knowledge graph extraction, scope isolation (project/app/global), and concurrent safety mechanisms.

## Trust

- **Trust score (0–1):** 0.62
- **Verification tier:** scanned
- **Last scanned:** 2026-09-02

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-02

## Source

- **Source listing:** [PulseMCP](https://www.pulsemcp.com/servers/justforever17-adaptive-agent)
- **Repository:** <https://github.com/justforever17/adaptive-agent-mcp>

## 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": "justforever17-adaptive-agent"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/justforever17-adaptive-agent` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/justforever17-adaptive-agent/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