Open-source memory for coding agents, synced over SSH

Deja, a zero-dependency binary, turns local agent conversation histories into a searchable memory layer that works over SSH, enabling developers to retrieve past debugging sessions and design decisions without external services. The tool indexes gigabytes of logs in milliseconds, supports agent recall via MCP, and includes redaction of secrets, making it safe to share sanitized digests across machines.

Your agents already solved this. deja finds it. Claude Code, Codex and opencode write every conversation to local files — gigabytes of debugged problems and design decisions you can't search. deja is a zero-dependency binary that turns those histories into a memory layer: Search | deja "connection pool exhausted" — 7–9 ms over gigabytes, retroactive: months of logs from before you installed it | Agent recall | MCP recall tool — the agent answers "we fixed this three weeks ago" instead of re-debugging, across harnesses | Auto-recall | install --auto adds a SessionStart hook: relevant memory lands in context before you ask | Redaction | API keys, JWTs, private keys are stripped at index time — the cache is safe to keep | Stats | deja stats — your agent work, wrapped: harnesses, top projects, activity sparkline | Share | deja share <id — hand a colleague a sanitized digest of a session, secrets already scrubbed | Sync | deja sync export/import — move memory between machines, append-only, idempotent | One binary. No models to download, no services to run, nothing leaves your machine. opencode indexing shells out to the sqlite3 CLI, preinstalled on macOS and most Linux distros. curl -fsSL https://raw.githubusercontent.com/vshulcz/deja-vu/main/install.sh | sh or: go install github.com/vshulcz/deja-vu/cmd/deja@latest Go npx @vshulcz/deja-vu "query" npm, no install brew install vshulcz/tap/deja-vu Homebrew Wire it into the agents you use edits config, keeps a .bak : deja install --all MCP recall for claude-code, codex, opencode deja install claude-code --auto + SessionStart auto-recall hook That's it. Next session, ask your agent: have we dealt with jwt refresh rotation before? check your memory — or with --auto , don't ask: the agent starts each session already knowing what you solved in that project. bash $ deja "jwt refresh token" claude api · Jul 8 · 8f31c0a9 — 2 matches login started failing after refresh token rotation; jwt kid mismatch in tests fixed by reloading jwks cache after rotateKey and adding a clock-skew test codex web · Jul 1 · b77d91e2 — 1 match refresh token cookie needed SameSite=Lax in local callback flow | Command | What it does | |---|---| deja <query | Search all histories. Multi-word = AND, substrings match code finds opencode . --re , --harness , --project , --since 30d , --role , --json . | deja ctx <query | Compact markdown digest of the best match — pipe it into a prompt. | deja share <id | Sanitized session digest for a colleague: secrets redacted, tool noise stripped. | deja stats | Totals, per-harness split, top projects, monthly sparkline. --json too. | deja sync export <dir --full / import <dir / ssh <host --pull | Move memory between machines — via a shared folder or one ssh command. Watermarked, append-only, idempotent. | deja show <id / deja last n | Read one session / list recent ones. | deja sources | Discovered stores, sizes, message and redaction counts. | deja mcp | The stdio MCP server what deja install wires in . | deja warmup | Build/refresh the index without searching — handy in cron or shell startup. | Context piping without MCP: claude "Prior context: $ deja ctx 'database migration' " Point both machines at one shared folder Syncthing, iCloud, a git repo — anything that moves files : deja sync export ~/Sync/deja machine A: appends new batches since last export deja sync import ~/Sync/deja machine B: picks up what it hasn't seen Or skip the shared folder when the other machine is a ssh hop away: python deja sync ssh mini push new records to mini and import them there deja sync ssh mini --pull fetch mini's new records into this machine ssh mode uses your system ssh/scp and the deja binary on the remote looked up on PATH, falling back to ~/.local/bin/deja . Batches are plain JSONL, redacted on the way out. Import is idempotent, so keep the folder as an append-only log and run both commands from cron if you like. Records never echo back to their origin. --full re-exports everything regardless of watermarks — useful when adding a machine after old batches are gone. Synced sessions show up under imported:<project in search, recall , and session-start auto-recall. deja install --all wires up MCP recall and the session-start hook. To make the agent reach for memory on its own, add this to your CLAUDE.md / AGENTS.md : Before debugging or re-implementing something, run deja "<query " or the MCP recall tool — past agent sessions across Claude Code, Codex and opencode are indexed locally. Cite what you reuse. | Tool | Arguments | Returns | |---|---|---| recall | query , harness? , limit? | Dense matching snippets, ≤4KB — cheap on context. | recall context | query | Markdown digest of the best-matching session. | With --auto , a SessionStart hook also feeds the current project's recent memory in automatically — read-only, capped at 2KB, and it never delays or breaks agent startup. Credentials are redacted at index time: AWS keys, generic api key= / token= assignments, bearer tokens and raw JWTs, PEM private key blocks, provider tokens ghp , sk- , npm , xox. , AIza , and scheme://user:pass@host URLs. The value is replaced with redacted:<kind ; surrounding text stays searchable. deja sources shows per-store counts. Opt out with DEJA NO REDACT=1 unsafe . deja share and deja sync export re-apply redaction on the way out. | Harness | Store | Status | |---|---|---| | Claude Code | ~/.claude/projects/ / .jsonl | ✅ | | Codex CLI | ~/.codex/sessions/ + history.jsonl | ✅ | | opencode | ~/.local/share/opencode/opencode.db | ✅ | | aider, Gemini CLI | | Custom locations via DEJA CLAUDE ROOT , DEJA CODEX ROOT , DEJA OPENCODE DB , DEJA INDEX DIR . Measured on a real corpus — 1,250+ sessions, ~3.3GB across three harnesses: | Warm search | 7–9 ms typical, ~40 ms worst-case | | Cold index once | ~10 s | | Index size | ~2.4% of corpus | The index is incremental: when a session file grows, only that file is re-read. Local inverted index in ~/.cache/deja : parse JSONL/SQLite stores → redact credentials → records.bin + token buckets → manifest.json tracks per-file state so repeat runs only ingest what changed. The MCP server, stats, share and sync all read the same index. Details: docs/ARCHITECTURE.md /vshulcz/deja-vu/blob/main/docs/ARCHITECTURE.md . Privacy: no network path exists in the indexing or search code. Local files in, local cache out. Does anything leave my machine? No. There is no network code in the tool. sync writes files to a directory you choose; moving them is up to you. How is this different from cass? cass https://github.com/Dicklesworthstone/coding agent session search is the kitchen-sink take on session search: 22 providers, Rust, optional semantic embeddings, a TUI. deja is the opposite bet — one small Go binary, pure lexical, three harnesses, zero setup — plus the memory-layer pieces around it: auto-recall, redaction, share, sync. And from MemPalace / Mem0 / Letta? Those are memory platforms : embeddings, vector stores, capture hooks or APIs that record going forward. deja has no capture step at all — it indexes what your agents already wrote to disk, including months of history from before you installed it. They can coexist. What about secrets already in my logs? They stay in the original harness files that's your agent's data , but they don't enter deja's index, digests, shares or sync exports. What about Windows? Builds exist, CI runs the suite on Windows; macOS/Linux are the battle-tested paths. Field reports welcome: 9 https://github.com/vshulcz/deja-vu/issues/9 . Can I exclude a project? Not yet — planned as --exclude 8 https://github.com/vshulcz/deja-vu/issues/8 . Today you can point DEJA ROOT at a filtered copy. How do I wipe everything? deja uninstall --all rm -rf ~/.cache/deja make build test lint — see CONTRIBUTING.md /vshulcz/deja-vu/blob/main/CONTRIBUTING.md . Adding a harness is one parser file: docs/ARCHITECTURE.md /vshulcz/deja-vu/blob/main/docs/ARCHITECTURE.md adding-a-harness . Good first issues are labeled. MIT © Vladislav Shulcz https://github.com/vshulcz