Tools/raiyanyahya/recall

recall

Stop wasting tokens and re-explaining your project every session. Recall gives Claude Code durable memory, entirely offline.

737+2/wknascentPythonMIT Licensenew this week

The Lens

By Erik Loyd, SaaS CEO and former COO/CFO of an AWS Premier Partner.

Updated Jun 2026

Recall fixes the annoying part of working with Claude Code across sessions: re-explaining your project every time you come back. It captures what happened in a session, the prompts, the responses, the files you touched, the commands you ran, and boils it down to a short summary the agent can read next time to pick up where you left off. MIT licensed, free, and it runs entirely on your machine.

The clever bit is that it summarizes locally with classic text-ranking algorithms, TF-IDF and TextRank, so there is no extra LLM call and no token cost for the summary itself. It drops two files in a .recall/ folder: an append-only history log and an auto-generated context digest with your goal, key files, and next steps. It even redacts common secret patterns before writing anything to disk. No setup, works offline.

This is a Claude Code plugin, not an MCP server, so it slots into the workflow without extra infrastructure. Solo developers juggling several projects get the most out of it: a 1 to 2K token digest is far cheaper than pasting your whole project history back in, and it works with whatever Claude subscription you already have.

The catch is that a TF-IDF summary is compression, not understanding. It surfaces what looks important by word frequency, which is usually enough to orient the agent but occasionally misses the one detail that mattered. Skim the context file before you trust it to have remembered everything.

Free vs Self-Hosted vs Paid

fully free

What's Free

Everything. MIT licensed Claude Code plugin. No paid tier, no account, no hosted component.

Self-Hosted

There is nothing to host. It writes two markdown files into a local .recall/ folder and summarizes on your machine with built-in Python algorithms. Works fully offline.

The Real Cost

None in dollars, and notably none in tokens: the summarization uses TF-IDF and TextRank rather than an LLM, so it does not spend against your Claude usage. It rides on whatever Claude subscription you already pay for.

vs Alternatives

  • MCP memory servers: more capable, but add infrastructure and often an embedding model.
  • Manual notes / CLAUDE.md: free and precise, but you maintain it by hand.
  • LLM-summarized memory tools: richer summaries, but they burn tokens to produce them.

Completely free and open source. It summarizes locally without an LLM, so it costs no tokens and rides on the Claude subscription you already have.

Self-hosting ops:trivial

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Score
59/100 · C+
Adoption8/30
Maintenance21/25
Community5/20
License15/15
Analysis10/10

A low score is not a verdict on quality. Young and niche tools start low by design. How we calculate scores

License: MIT License

Use freely, including commercial. Just keep the license.

Commercial use: ✓ Yes

About

Owner
Raiyan Yahya (User)
Stars
737
Forks
43

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