# io.github.Abhigyan-Shekhar/Waggle-mcp

> Use this tool when you need to implement persistent conversational memory for AI agents, solving problems of context loss and forgetfulness in multi-turn dialogues. It provides a graph-backed interface for storing and retrieving conversation history, accepting input from dialogue systems and outputting relevant context for informed responses. Ideal for use in chatbots, virtual assistants, and other conversational AI applications where memory and context are crucial.

Canonical page: https://skillsregistry.net/skills/io-github-abhigyan-shekhar-waggle-mcp  
JSON: https://api.skillsregistry.net/v1/skills/io-github-abhigyan-shekhar-waggle-mcp

## Description

Persistent graph-backed conversational memory for AI agents.

## Trust

- **Trust score (0–1):** 0.77
- **Verification tier:** verified
- **Last scanned:** 2026-09-19

## Facts

- **Version:** 0.1.8
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-19

## Source

- **Source listing:** [MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.Abhigyan-Shekhar%2FWaggle-mcp)
- **Repository:** <https://github.com/Abhigyan-Shekhar/Waggle-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": "io-github-abhigyan-shekhar-waggle-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/io-github-abhigyan-shekhar-waggle-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/io-github-abhigyan-shekhar-waggle-mcp/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