Agent-driven project-memory curator
Project description
memd — Agent-Driven Project Memory Curator
memd gives your AI coding tools a memory that survives between sessions. It runs quietly in the background, reads the session logs your CLIs leave behind (claude-code, antigravity-cli, custom agents), and boils them down into a few small, git-versioned markdown files under ./.memory/ — the stuff worth remembering, minus the noise.
Why memd?
Every AI coding session ends the same way: the context window fills up, the session closes, and everything the model figured out — the port that service actually runs on, why you picked SQLite, the bug it hit last Tuesday — is gone. Next session it asks the same questions and steps on the same rakes.
memd fixes that by keeping a small set of memory files up to date automatically:
- Remembers what matters: current system state, active decisions, and open todos, in plain markdown you can read yourself.
- Skips what doesn't: conversational back-and-forth and tool spam get dropped; only durable facts survive.
- Works with a crowd: a lock-safe inbox lets any agent, script, or human hand a note to the curator without stepping on anyone else.
- Keeps receipts: memory changes are committed to git, so you can see how your project's context evolved over time.
How It Works
Sessions end (or a timer fires), memd collects whatever is new — transcripts, databases, inbox notes — scrubs it for secrets, and hands it to a small "curator" model that rewrites the memory files. Python code, not the model, gets the final say on what's allowed to change.
graph TD
subgraph Clients / CLI Sessions
CC[claude-code] -->|hooks / SessionEnd| MH[memd hook]
AG[antigravity-cli] -->|SQLite DB/protobuf| DB[(conversations/*.db)]
SA[Swarm/Agents] -->|Inbox Protocol v1.0| IN[(.memory/inbox/*)]
end
subgraph memd Core
MH -->|Trigger| MS[memd sync]
T[systemd sweep timer] -->|memd sweep| MW[Sweep Worker ThreadPool]
MW -->|Sync Project| MS
DB -.->|Parsed by| MS
IN -.->|Ingested by| MS
end
subgraph Distillation & Curators
MS -->|Assemble Prompt & Digest| PR[Redaction & De-duplication]
PR -->|Prompt / Stdin| CB{Curator Backend}
CB -->|Headless claude -p / Custom LLM| MS
MS -->|Validate Outputs & Budgeting| VAL[Hard Invariants Enforcer]
VAL -->|Write & Commit| MC[(.memory/ files)]
VAL -->|Prune Overflow| ARC[(archive/YYYY-MM.md)]
end
The Four Memory Files
Everything lands in four markdown files under ./.memory/:
| File | What's in it | House rules |
|---|---|---|
state.md |
What's true right now: ports, directory layout, running services, active workarounds. | Present tense only. When a fact goes stale it gets replaced — no history kept here. |
decisions.md |
What was decided, why, and what that rules out. | Each entry has to actually constrain future work, not just describe the past. |
todo.md |
What's still open: tasks, roadmap items, things to verify. | Finished or abandoned items move to the archive. |
mistakes.md |
What went wrong before, and how to not do it again. | Append-only. Each entry: symptom, root cause, and the rule that prevents a repeat. |
Anything that overflows the size budgets gets moved to ./.memory/archive/YYYY-MM.md instead of deleted.
Teaching Your Agents to Use the Memory
Keeping the memory curated is only half the job. The models working in your codebase won't read .memory/ unless something tells them it exists and how to behave around it. The rules boil down to three:
- Read first. Check
state.md,decisions.md,mistakes.md, andtodo.md(or runmemd brieffor a short digest) before doing real work. - Don't edit the memory files. The curator owns them and rewrites them on every pass — hand-edits just get overwritten.
- Send new facts through the inbox.
memd note -m "...", or drop a file in.memory/inbox/. One fact per note.
You don't have to write those instructions yourself. contrib/agents/ ships ready-made instruction files for the major tools — drop the right one into your project and you're done:
| Tool | File | Goes in |
|---|---|---|
| Codex, Cursor, Gemini CLI, Zed, and anything else on the agents.md standard | AGENTS.md |
project root |
| Claude Code (knows about memd's hooks) | CLAUDE.md |
project root |
| Gemini / antigravity-cli | GEMINI.md |
project root |
| GitHub Copilot | copilot-instructions.md |
.github/ |
| Cursor (rules format) | memd.mdc |
.cursor/rules/ |
Already have a CLAUDE.md or AGENTS.md? Append the memd section instead of overwriting — the files are written to compose. Details in contrib/agents/README.md.
Guardrails Enforced by Code (Not the LLM)
The curator model is useful but not trusted. The rules that keep memory intact live in plain Python, so a confused (or prompt-injected) model can't wreck the store:
- Frontmatter required: Every memory file must carry valid YAML frontmatter (
type,project,last_updated,status), or the write is rejected. - Mistakes are forever:
mistakes.mdis append-only. The curator can add entries but never edit or delete old ones. - Shrink guard: A distill that would delete more than 60% of a file gets rejected — unless the removed sections were explicitly moved to the archive.
- Size budgets: Each file has a character cap (set in
config.json). Overflow gets moved to./.memory/archive/YYYY-MM.md, oldest sections first. - No races: Per-project file locking (
flock) keeps concurrent sweeps, hooks, and agents from corrupting each other's writes. - Nothing skipped: memd tracks how far it has read into each transcript and database, and only advances that marker after a successful distill and write — a failed run just gets retried from the same spot.
Where the Raw Material Comes From
memd pulls from several sources before each distill:
1. claude-code Hooks
memd plugs into the claude-code CLI through lifecycle hooks in ~/.claude/settings.json (wired up for you by memd install-hooks):
- Session start: the memory brief gets injected into the assistant's starting context, so it begins the session already knowing the project.
- Session end / pre-compact: a background
memd syncdigests the transcript of the session that just finished.
2. antigravity-cli Database Parsing
For antigravity-cli, memd reads the SQLite conversation databases in ~/.gemini/antigravity-cli/conversations/*.db directly:
- Pulls out the useful steps — user inputs, assistant responses, tool actions, errors.
- Figures out which project a conversation belongs to by counting workspace-path mentions in the payloads (index kept in
~/.local/state/memd/ag_index.json).
3. The Inbox Protocol (v1.0)
The inbox is how everything else — another agent, an MCP tool, a CI script, you with a text editor — hands a fact to the curator without touching the memory files directly. Drop a markdown note in the inbox; the next sweep folds it into memory and deletes the note.
- Project Inbox:
<project-root>/.memory/inbox/(feeds local project files) - Global Inbox:
<global_root>/.memory/inbox/(default~/.memory/inbox/, feeds system-wide/cross-project files)
Rules for Writers
The inbox has many writers and one reader that deletes what it consumes, so a sloppy writer can lose data for everyone. Every writer must publish atomically:
- Stage Outside the Inbox: Write the markdown note to a temporary file in the parent
.memory/directory (e.g..remember-*.tmp). - fsync the File: Durably sync the data to disk (
flush+fsync). - Atomic Publish: Publish to the
inbox/directory viarename(2)orlink(2)(os.replaceoros.link). - fsync the Inbox Directory: Ensure the parent directory structure is updated.
- Collision-Proof Names: Name files using microsecond-resolution timestamp + PID (e.g.,
20260711T123000123456-9876.md). - Write-Once: Never modify or reuse a published note.
For complete writer/reader guidelines, see INBOX-PROTOCOL.md.
4. Extra Custom Sources
Additional text transcript sources (e.g. custom JSONL logs) can be registered per-project under the projects.<path>.extra_sources array in config.json.
Configuration (config.json)
Configuration is stored in $XDG_CONFIG_HOME/memd/config.json (defaults to ~/.config/memd/config.json).
Key Reference & Defaults
| Option | Type | Default | Description |
|---|---|---|---|
claude_bin |
string |
"claude" |
Name or path of the claude-code binary. |
curator_cmd |
array |
[] |
Override list of arguments to invoke a custom curator backend (e.g., ["nix", "run", ".#", "--", "status"]). Substitutes {model}. If empty, falls back to the headless claude_bin command. |
antigravity_dir |
string |
"~/.gemini/antigravity-cli" |
Directory containing native SQLite database conversations. |
model_small |
string |
"haiku" |
Model used for small/routine transcript distills. |
model_large |
string |
"sonnet" |
Model used for large/complex session distills. |
escalate_chars |
integer |
15000 |
Character count above which digests are run with model_large. |
digest_cap_chars |
integer |
60000 |
Maximum length of transcript digest fed to the LLM. |
quiet_seconds |
integer |
600 |
Skip digesting transcripts modified within this cooldown period. |
sweep_jobs |
integer |
4 |
Number of worker threads for parallel sweeps. |
auto_scaffold |
boolean |
true |
Auto-create .memory/ structure inside detected git repositories. |
git_commit |
boolean |
true |
Automatically run git commit on memory files after successful distill. |
budgets |
object |
See below | Dictionary specifying character size caps for active memory files before archiving. |
REDACT_EXTRA_PATTERNS |
array |
[] |
List of raw regex patterns for custom credential redaction. |
exclude |
array |
[] |
List of absolute project paths to ignore during sweeps. |
projects |
object |
{} |
Mapping of absolute paths to project definitions: {"<path>": {"name": "memd", "extra_sources": ["*.jsonl"]}}. |
global_root |
string |
HOME |
Path to the global fallback project root. |
global_brief_chars |
integer |
800 |
Max character excerpt of global state.md injected into a project's brief. |
Default File Budgets
"budgets": {
"state.md": 10000,
"decisions.md": 12000,
"todo.md": 10000,
"mistakes.md": 22000
}
Built-In Credential Redaction
Session transcripts have a bad habit of containing API keys. Before anything reaches the curator model, memd scrubs it with a set of regex filters, so a token that leaked into a transcript doesn't leak again into a prompt (or into a git-committed memory file).
13 rules are built in:
google_oauth(Google OAuth2 tokens,ya29.prefix)github_pat(Classic and fine-grained GitHub tokens)anthropic_key(Anthropic API keys,sk-ant-prefix)openai_key(OpenAI API keys,sk-/sk-proj-prefix)aws_access(AWS Access Key IDs,AKIAprefix)slack_token(Slack bot/user/workspace tokens,xoxprefix)gitlab_token(GitLab PATs,glpat-prefix)npm_token(npm access tokens,npm_prefix)jwt(JSON Web Tokens starting witheyJ)json_token_field(JSON keys containingaccess_token,refresh_token, etc.)bearer_header(HTTP Authorization headers with Bearer tokens)env_credential(UPPERCASE credentials assigned in.envor shell exports)ssh_private_key(PEM blocks starting with-----BEGIN ... PRIVATE KEY-----)
[!NOTE] Azure storage/service keys do not have a distinct prefix and cannot be reliably matched without high false-positive rates. Use
REDACT_EXTRA_PATTERNSto configure rules matching your specific Azure keys if needed.
CLI Command Quick Reference
| Command | Usage | Exit Codes & Notes |
|---|---|---|
memd init [path] |
Scaffold .memory/ & register a project. Supports --name <name> and --global (sets up the fallback root). |
0 (Success), 2 (Config error) |
memd sync |
Distill new session content into memory. Supports --project <path>, --transcript <path>, --trigger <name>, and --dry-run. |
0 (Success/No-op), 3 (Curator/distill failure) |
memd sweep |
Periodic sweep to catch up all projects, ingest inbox files, and detect new git projects. Supports --jobs <N>. |
0 (Success), 1 (Any worker failed) |
memd brief [path] |
Print the session-start brief (context injection). Supports --max-chars <N> and --topic <keyword>. |
Prints brief text to stdout. |
memd status |
Display registry, backlog bytes, and last distill summaries. | Prints status details. |
memd install-hooks |
Idempotently wire hooks into ~/.claude/settings.json. |
Configures hooks. |
memd note |
Append a collision-safe note to the project or global inbox. Supports -m "<message>" and --global. |
0 (Success), 2 (Config error) |
memd exclude <path> |
Exclude a path from automatic project discovery. | Registers path to exclude list. |
memd hook <event> |
Invoked by claude-code CLI lifecycle events. |
session-start, session-end, pre-compact |
Installation
pip Installation
Requires Python 3.10+. memd has zero runtime dependencies (standard library only).
# From PyPI
pip install memd
# With pipx (recommended for CLI tools — isolated, no system-Python friction)
pipx install memd
# Directly from the repository, no PyPI needed
pip install git+https://github.com/lowcache/memd
# From a local clone (add -e for editable/development mode)
pip install .
PEP 668 note: distributions that mark the system Python as externally managed (NixOS, Debian 12+, Arch, Fedora 38+) reject bare
pip installoutside a virtual environment. Usepipx, or a venv:python3 -m venv ~/.venvs/memd && ~/.venvs/memd/bin/pip install memd.
Nix Installation
memd is packaged as a Nix flake. You can run or install it directly:
# Run ad-hoc from the flake
nix run github:lowcache/memd -- status
# Install to user profile
nix profile install github:lowcache/memd
Declarative Setup via Home Manager
Import the module and enable the periodic sweep timer:
{ inputs, pkgs, ... }: {
imports = [ inputs.memd.homeManagerModules.default ];
services.memd = {
enable = true;
installClaudeHooks = true; # Idempotently configure ~/.claude/settings.json hooks
sweep = {
enable = true; # Periodically execute `memd sweep`
interval = "30min"; # Timer interval (default: "30min")
onBoot = "5min"; # Delay after boot before running the first sweep (default: "5min")
randomizedDelay = "2min"; # Randomized delay jitter (default: "2min")
};
};
}
Standalone systemd User Service & Timer
For non-Nix environments, a standalone systemd user service and timer can be set up using files in the contrib/ directory:
# Copy units to the user systemd directory
cp contrib/memd-sweep.* ~/.config/systemd/user/
# Reload the systemd user manager
systemctl --user daemon-reload
# Enable and start the timer
systemctl --user enable --now memd-sweep.timer
Refer to contrib/README.md for detailed customization and uninstallation instructions.
Manual Installation (no pip, no Nix)
memd is compatible with Python 3.10 to 3.13 and uses standard library packages exclusively, so a plain clone runs as-is:
git clone https://github.com/lowcache/memd && cd memd
./memd.py --help
Symlink the shim onto your PATH for a live-updating install: ln -s "$PWD/memd.py" ~/.local/bin/memd.
Testing & Verification
166 automated tests cover the parts that would hurt if they broke: XDG isolation, cursors, redaction, database parsing, atomic inbox publishing (including an 8-writer concurrency stress test), retry policies, brief budgeting, memory-repo decoupling + worktree sharing, and curation quality. Verified on Python 3.10 through 3.13.
To run tests in a Nix-isolated environment:
nix flake check
Or run via pytest locally:
python -m pytest tests/ -q
Changelog
- 0.3.0: Each project's
.memory/now gets its own standalone Git repository, decoupling memory history from code branches. Linked Git worktrees automatically share one physical.memorystore via symlinks (never overwriting unsaved memory), and a migration helper untracks.memoryfrom the parent repo on init.
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