





Claude Code starts every session cold. Recall keeps a local log of your
sessions and condenses it into a resume-ready summary entirely on your
machine. No API key, no external model, nothing sent anywhere. It's built for
people running Claude Code locally on a subscription: the only AI in the loop is
Claude Code itself; the summarization is done by a classical Python summarizer.
Why Recall
- Free on your subscription. It solves the cold-start problem — no more
re-explaining the project each session — without a metered summarizer running up
a bill. The summary is a local algorithm, not an LLM call, so persistent memory
costs you nothing beyond the subscription you already pay for.
- Saves your usage credits. Two ways: (1) the summary is built locally, so
capturing and updating your memory spends zero model tokens; and (2)
resuming from a compact
context.md (~1–2K tokens) instead of re-explaining the
project from scratch each session means far fewer tokens spent per session —
stretching your subscription's usage limits (or, on the API, lowering billed
credits).
- Nothing leaves your machine. Your transcripts (code, paths, sometimes
secrets) are never sent to any API. Most "memory" tools pipe your context to a
model endpoint; Recall makes a privacy guarantee they can't. See
PRIVACY.md for the full policy.
- Zero-friction. No
pip install, no local model to run, no key to configure,
works offline. It starts working the moment the plugin loads.
Two files, written into your project under .recall/:
history.md — the log. Append-only. Every session is captured here as it
happens (your prompts, Claude's replies, the files touched and commands run).
context.md — the summary. Overwritten by the local summarizer — the
condensed "where are we right now" you load into the next session: goal,
summary, next steps / open threads, files touched, and where you left off.
"Doesn't Claude Code already have memory?"
It does — and Recall is complementary, not a replacement. The built-in options
solve different problems:
CLAUDE.md (and the # shortcut) is hand-written memory: rules and notes
you curate, loaded as instructions Claude follows. Great for "how I want
you to work," but it's manual upkeep and it doesn't record what actually
happened in a session.
--continue / --resume replays a prior conversation — full fidelity, but
it reloads the whole transcript (token-heavy) and is tied to your local session
history on one machine, not a portable, readable digest.
- Context compaction condenses a conversation within a session; it isn't a
durable record you reopen days later.
Recall fills the gap between these: an automatic, deterministic record of what
each session did, condensed into a compact resume point.
| CLAUDE.md / # | --continue / --resume | Recall |
|---|
| What it is | Hand-written notes & rules | Reloads a prior conversation | Auto-captured session log + local summary |
| Upkeep | Manual | None (you pick the session) | None — written as you work |
| Holds | Instructions to follow | The full prior transcript | Goal, files, commands, where you left off, next steps |
| Cost to resume | Small | Large (replays full transcript) | ~1–2K tokens (compact digest) |
| Form | Markdown you edit | Local session state | Plaintext in .recall/ — diffable & shareable |
| How Claude treats it | As instructions | As the conversation | Fenced as untrusted reference data |
In short: CLAUDE.md is how I want you to work; Recall is here's what we did
last time and where we stopped — produced offline, with no model tokens spent.
How it works
| Moment | What happens |
|---|
| During the session | The Stop / SessionEnd hooks append new activity to .recall/history.md. Capture is incremental (only new turns) and fully local. |
| At session start | The SessionStart hook surfaces context.md and has Claude ask you two things: resume from the saved context? and keep logging this session? |
| Before you wrap up | You run /recall:save. The local summarizer reads history.md and (over)writes context.md. |
| …or automatically | Set auto_save_context: "on_end" and context.md regenerates every time a session ends — no /recall:save needed. |
There is no LLM call anywhere — the summary is produced by TF-IDF + TextRank
(extractive summarization) running locally.
The summarizer
scripts/summarizer.py ranks the most central sentences of your session:
- TF-IDF sentence vectors
- a cosine-similarity graph between sentences
- TextRank — PageRank power iteration over that graph — to score sentences
- the top N are kept in original order
context.md wraps that summary with deterministic facts pulled straight from the
transcript and git: the goal (your first ask), files touched, commands run, where
you left off, and git diff --stat.
No installs required. The whole TF-IDF + TextRank implementation is vendored
in summarizer.py. If numpy happens to be importable it's used to vectorize the
math (faster on big sessions); if not, an identical pure-Python TextRank runs
instead. Same algorithm, same result — numpy is an optional accelerator, never a
requirement. The save output tells you which path ran.
Commands
/recall:save — run the local summarizer → (over)write context.md.
/recall:show — print context.md.
/recall:log — tail history.md.
Configuration — recall.config.json
Drop this in your project root to override defaults:
| Key | Default | Purpose |
|---|
output_dir | ".recall" | Where history.md / context.md live. |
capture_history | true | Append session activity to history.md. |
auto_save_context | "off" | Regenerate context.md when a session ends: "off" or "on_end". |
summary_sentences | 8 | How many sentences the summary keeps. |
redact | true | Strip obvious secrets before writing the md files. |
include_git | true | Add git diff --stat + recent commits to context.md. |
max_input_chars | 200000 | Cap on text fed to the summarizer (oldest dropped). |
Pause logging for a project without editing config: create
.recall/.capture-paused. Delete it to resume.
Privacy & security
Recall makes no network calls, uses no API key, and loads no third-party
model. The summarizer is local Python; the hooks are stdlib-only (numpy is an
optional accelerator). It reads your session transcript and writes only under
output_dir. Concretely:
- No credentials, ever. The plugin has zero references to API keys, auth,
ANTHROPIC_*, or HTTP. If claude itself shows "Invalid API key", that's the
CLI's own auth — usually a stale ANTHROPIC_API_KEY env var shadowing your
subscription login. unset ANTHROPIC_API_KEY (or run env -u ANTHROPIC_API_KEY claude …). It has nothing to do with Recall.
- Redaction. A best-effort pass strips common secret shapes (API keys, tokens,
.env assignments, PEM keys) before writing, since context.md / history.md
may be committed. Best-effort, not a guarantee — review before committing.
- Hardened git.
git diff/log are run with core.fsmonitor,
diff.external, hooks, and the pager disabled, so an untrusted cloned repo
can't use its own git config to execute code when Recall reads ground-truth.
Set include_git: false to skip git entirely.
- Confined writes.
output_dir is forced to stay inside the project; a
project-shipped config can't redirect writes to an absolute path or ../...
- Scoped transcript. Recall only reads the transcript for the current
project (matched by cwd); it never falls back to another project's sessions.
- Trust boundary for shared memory.
context.md is injected into the model at
session start. If you commit .recall/ as shared team memory, treat it
like any other shared input: a teammate (or a bad actor with repo write access)
could craft a context.md to attempt prompt-injection. SessionStart fences the
content and labels it untrusted data, and Claude asks before relying on it — but
if you don't fully trust who can write the repo, keep .recall/ git-ignored
(the default).
Committing .recall/
Both are fine. Commit it for shared team memory, or git-ignore it for personal
memory (.gitignore ships ignoring it by default — flip the comment to commit).
Install
From the marketplace (this repo is its own marketplace):
/plugin marketplace add raiyanyahya/recall
/plugin install recall@recall
Local dev (no install step):
claude --plugin-dir /path/to/recall
No pip install — the summarizer is vendored and stdlib-only (numpy used as an
optional accelerator if present). Work a session, run /recall:save, and open
a fresh session — Recall greets you with where you left off.
Other harnesses
Claude Code is Recall's first-class harness — the plugin install above is the
primary, fully supported path, and nothing in this section affects it. But the
memory Recall writes is plain markdown in .recall/, not harness state, so
other coding agents can produce and consume the very same files. Harness
support is always opt-in: nothing activates unless you explicitly set it
up. A nice consequence: memory is shared across harnesses — a Claude Code
user and an opencode user on the same repo write to the same history.md,
and either side's context.md resumes the other's work.
OpenCode
How plugin installs work in opencode. Unlike Claude Code, opencode
has no plugin marketplace and no in-CLI install command — there's no
/plugin install to run inside it. Plugins are loaded from files and config:
anything in a project's .opencode/plugins/ (or the global
~/.config/opencode/plugins/) is auto-loaded at startup, custom commands are
markdown files in .opencode/commands/, and session-start context comes from
the instructions list in opencode.json. Recall plugs into exactly those
mechanisms — a small installer generates the files once, and opencode
picks them up automatically from then on.
Set it up once per project — not per session, not per machine boot:
git clone https://github.com/raiyanyahya/recall ~/recall
python3 ~/recall/scripts/install.py --opencode --project /path/to/your/project
Keep the clone around — the generated plugin points at it. The only reason to
ever re-run the installer is if you move the clone (or want to uninstall).
The installer writes exactly three things, all inside the target project:
| File | Purpose |
|---|
.opencode/plugins/recall.ts | the capture shim, auto-loaded by opencode at startup |
.opencode/commands/recall-save.md | the /recall-save command |