# wellread

> wellread — mnlt-wellread. Use this tool when you need to accelerate research and reduce token usage for AI agents, as it provides instant answers from verified sources and caches web research across sessions and users. Wellread solves problems of repetitive research and high token consumption, offering semantic search with freshness tracking and gap detection. It takes in JSONL inputs and provides real-time token measurement outputs, making it ideal for developers seeking efficient and cost-effective research solutions.

Canonical page: https://skillsregistry.net/skills/mnlt-wellread  
JSON: https://api.skillsregistry.net/v1/skills/mnlt-wellread

## Description

Shared research cache for AI agents. Caches web research across sessions and users - hit means instant answer from verified sources, miss means your research saves the next dev's tokens. Semantic search with freshness tracking, gap detection, and real-time token measurement via JSONL. Free, open source.

## Trust

- **Trust score (0–1):** 0.89
- **Verification tier:** verified
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-28

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/ydx6044wu7)
- **Repository:** <https://github.com/mnlt/wellread>

## 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": "mnlt-wellread"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/mnlt-wellread` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/mnlt-wellread/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