MCP Hub
Back to servers

wellread

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.

glama
Stars
5
Updated
Apr 14, 2026
Validated
Apr 16, 2026

wellread — Another dev already searched that.

npm version License: AGPL-3.0

The problem

  • ❌ Your agent researches every technical question from scratch — 10-20 turns per query
  • ❌ When it doesn't search, it hallucinates — outdated APIs, wrong examples, broken code
  • ❌ Each turn re-sends your entire conversation history, and the cost compounds
  • ❌ Thousands of devs burning tokens on the same questions, every day

The fix

Before your agent searches the web, wellread checks what other devs already found.

  • Hit → instant answer from verified sources. Zero web searches. One turn.
  • Partial → starts from what exists, only researches the gaps.
  • Miss → normal research, then saves it for the next person.

The compounding effect

Without wellreadWith wellread
Turn 1 (fresh session)200K tokens · 10 turns · 67s647 tokens · 1 turn · 28s
Turn 30 (~40K context)1.2M tokens647 tokens
Turn 100 (~150K context)3.5M tokens647 tokens
Turn 250 (~480K context)11M tokens647 tokens

The deeper your session, the more expensive research gets, and the more wellread saves.

Install

npx wellread

Restart your editor. That's it.

Update: npx wellread@latest · Uninstall: npx wellread uninstall

Singleplayer

Your own research comes back to you. No repeat searches, no hallucinations from stale training data — real sources, verified.

Multiplayer

27 devs already used that Auth.js research before you got here. One person researched, everyone benefits.

Freshness

Each entry knows how fast its topic changes:

TypeFreshRe-checkRe-research
Stable (React, PostgreSQL)6 months1 yearafter
Evolving (Next.js, Bun)30 days90 daysafter
Volatile (betas, pre-release)7 days30 daysafter

When an agent re-verifies, the clock resets for everyone.

Privacy

Only generalized research summaries are shared. No code, no file paths, no credentials, no project names. Your agent strips everything private before saving.

Supported tools

Works with any MCP client. Best experience with Claude Code. Also supports Cursor, Windsurf, Gemini CLI, VS Code, OpenCode.

Stats

Ask your agent "show me my wellread stats" to see your search savings, top contributions, and network impact.

Links

License

AGPL-3.0

Reviews

No reviews yet

Sign in to write a review