clipmem
A searchable, local-only clipboard history for macOS, with a JSON-first CLI designed so agents — OpenClaw and others — can recall things you've copied.
clipmem watches the macOS system clipboard (NSPasteboard), archives every observed state into a local SQLite database, and exposes a handful of retrieval commands (recall, recent, timeline, search, get, export) that return either human-readable text or structured JSON.
Contents
- Requirements
- Install
- Quick start
- Run in the background (LaunchAgent)
- Recalling and searching
- Output formats
- Using with OpenClaw
- Privacy
- Uninstall / Full cleanup
- Limitations
- How it works
- Development
- License
Requirements
- macOS. Clipboard capture uses
NSPasteboardviaobjc2/objc2-app-kitand is gated behindcfg(target_os = "macos"). The database and search layers compile on other Unixes for development, but capture will not. - Apple Silicon for the prebuilt Homebrew package (target
aarch64-apple-darwin). Intel Macs are supported viacargo install. - Rust 1.87+ for building from source (
rust-versioninCargo.toml).
Install
Homebrew (Apple Silicon):
Cargo (Apple Silicon or Intel):
Build from source:
# or install the current checkout into ~/.local/bin
All three paths produce the same clipmem binary.
Quick start
Capture the current clipboard once to confirm everything works:
Start the watcher in the foreground (useful for testing — see Run in the background for the normal setup):
Recall what you copied, or list recent items:
Check SQLite / FTS5 diagnostics if something looks off:
Run in the background (LaunchAgent)
The normal way to use clipmem is as a user LaunchAgent that starts on login. The included script installs the binary, creates the database directory with tight permissions, and loads the agent:
By default that will:
- install the Rust binary into
~/.local/bin - create
~/Library/Application Support/clipmem(mode0700) - write
~/Library/LaunchAgents/io.openclaw.clipmem.watch.plist - launch the watcher with
--skip-initialso the pasteboard state present at login isn't re-logged - kickstart the agent immediately
Verify it's running:
|
# expect: <pid> 0 io.openclaw.clipmem.watch
Environment variables the install script honors:
CLIPMEM_INSTALL_ROOT— defaults to~/.localCLIPMEM_DB_PATH— defaults to~/Library/Application Support/clipmem/clipmem.sqlite3CLIPMEM_INTERVAL_MS— defaults to350
To remove the LaunchAgent and plist (leaves the database intact):
For a full wipe including the database, see Uninstall / Full cleanup.
Recalling and searching
Start with the command that returns the least structure needed for the job:
clipmem recall— best-first answer plus a few alternatives. The primary agent-facing retrieval command.clipmem recent— recent unique clipboard states, deduplicated by snapshot.clipmem timeline— chronological capture events, including repeated copies of the same content.clipmem search— direct lexical matching over stored text.clipmem get <snapshot-id>— nested item/representation detail for a single snapshot.clipmem export <snapshot-id> --item <n> --uti <uti> --out <path>— raw bytes for binary payloads.
Common recipes
# Best-first answer
# Recent unique items from one app
# Paginated chronological history
# Lexical search, forcing a mode
# Detail + raw bytes
Shared retrieval filters
search, recent, timeline, and recall all accept the same filters. get and export accept them as guards against the explicitly targeted snapshot.
Time:
--since <RFC3339>— captures at or after this timestamp (e.g.2026-04-16T09:00:00Z).--until <RFC3339>— captures at or before this timestamp.--hours <N>— last N hours, unless--sinceis also provided (then--sincewins).
Source:
--app <name>— case-insensitive substring match on the recorded frontmost app name.--bundle-id <id>— case-insensitive exact match on bundle identifier, e.g.com.apple.Safari.
Content shape:
--kind text|html|rtf|url|file|image|pdf|binary|other(filemeans file URLs;othermeans mixed or empty snapshots).--has-text,--has-url,--has-file-url,--has-image,--has-pdf— presence flags are additive with AND semantics.
Size:
--min-bytes <N>/--max-bytes <N>.
Pagination
Every list command accepts --limit (bounded 1–250, default 10) plus an opaque --cursor returned as next_cursor in a prior response:
Cursors are opaque and tied to the active query, mode, and filters.
Search modes
search and recall accept --mode auto|fts|literal. Auto mode picks FTS or literal per query — you rarely need to override. It prefers literal matching for URLs, paths, bundle ids, dotted identifiers, and shell-like fragments (more reliable for punctuation-heavy clipboard data); plain-text queries can still use FTS first.
recall extras
On top of the shared retrieval filters, recall supports:
--format md|json|toon(default:md)--limit— ranked candidates to consider (default 5)--full— expand the best candidate text instead of the compact form--quote— force quoted best-text output--min-score <0.0-1.0>— minimum normalized match score before a query stands on its own--prefer-recent— bias ranking toward recency--prefer-app <name>— bias toward matching app or bundle id--hours <N>— window for the recent fallback when a query is weak
Output formats
Human by default, machine-readable on request:
# Human-readable terminal output (default for search/recent/timeline/get)
# Machine-readable JSON for scripts and agents
Supported formats, by command:
search,recent,timeline,get:text(default),json,jsonl,md,toon(nottoonforget, which returns nested detail).recall:md(default),json,toon.capture-onceanddoctor:--jsononly (alias for structured output).export: writes raw bytes to--out; no--format.
--json on search, recent, timeline, get, capture-once, and doctor is a compatibility alias for --format json.
JSON envelope
search, recent, timeline, and recall return a stable top-level envelope:
schema_versioncommandgenerated_atapplied_filterstruncatednext_cursorresults
Flattened text fields
get --format json and retrieval rows surface flat text fields so agents don't have to walk the nested representation tree:
best_text,best_text_utitext_fragmentsurls,file_pathshtml_text,rtf_texttext_summary
search and recall additionally include:
why_matchedmatched_fields
The full nested items[].representations[] structure is still present on get for deep inspection and export workflows.
Script-friendly by design
- stdout contains only the requested command output
- stderr contains diagnostics only
- no interactive prompts anywhere
- list commands use bounded defaults and opaque cursor pagination
Exit codes:
0— success2— invalid args3— not found4— unsupported format5— database error6— platform error1— uncategorized runtime failure
Using with OpenClaw
Install the packaged skill via the binary rather than by copying files:
By default this installs into the active OpenClaw workspace:
~/.openclaw/workspace/skills/clipboard_memory
The workspace root is resolved from openclaw config get agents.defaults.workspace, falling back to ~/.openclaw/workspace.
To install into the shared OpenClaw skills directory instead:
# writes to ~/.openclaw/skills/clipboard_memory
Or to a specific destination:
Other useful commands:
What the skill ships
SKILL.md
references/commands.md
references/troubleshooting.md
The packaged skill points OpenClaw at the JSON-first retrieval commands:
clipmem recall "<query>" --format jsonclipmem recall --prefer-recent --hours 24 --format jsonclipmem timeline ... --format jsonwhen chronology mattersclipmem search ... --format jsonwhen direct lexical matching mattersclipmem get <snapshot-id> --format jsonwhen deeper nested detail is needed
Troubleshooting
OpenClaw must be able to run clipmem from its own environment, not just from your interactive shell. If you installed clipmem into ~/.local/bin, make sure that directory is on the PATH seen by OpenClaw. If sandboxing is active, the binary may also need to be available inside the sandbox image or container.
Start with:
For empty results, sandbox visibility, or binary-only (image / PDF) snapshots where exact text isn't available, see extras/openclaw/clipboard_memory/references/troubleshooting.md.
Example OpenClaw prompts once installed
- "Find that ffmpeg command I copied yesterday."
- "Search my clipboard history for the SQL migration with WAL mode."
- "What was the URL I copied from Safari about objc2
NSPasteboard?" - "Show me the full clipboard entry for snapshot 128."
Skill packaging (reference)
extras/openclaw/clipboard_memory/— the OpenClaw-native package installed byclipmem agents openclaw install-skill.extras/agent-skills/clipboard-memory/— a portable package for generic agent-skill runtimes.
For compatibility, ./scripts/install_openclaw_skill.sh still exists as a thin wrapper around clipmem agents openclaw install-skill --shared --force.
Privacy
- All clipboard data stays on your machine.
clipmemmakes no network calls and sends no telemetry. - The database lives at
~/Library/Application Support/clipmem/clipmem.sqlite3. Logs are in the same directory underlogs/. - Permissions: directory
0700, database and logs0600— enforced at runtime insrc/db.rs::harden_path_permissionsand by the install script'sumask 077. - The database is not encrypted. Rely on FileVault (or similar disk encryption) for at-rest protection.
- There is no automatic retention or pruning. The archive grows until you delete it. See Uninstall / Full cleanup to wipe.
Uninstall / Full cleanup
# stop and remove the LaunchAgent
# remove the OpenClaw skill (if installed)
# delete the database and logs
# remove the binary
||
# if installed via Homebrew
||
Limitations
- Text, HTML, URLs, file URLs, RTF, JSON, and XML are indexed when a reasonable text form is available. Images, PDFs, and opaque binary types are stored as blobs but are not OCR'd.
- The watcher polls
NSPasteboard.changeCounton a short interval. It is best-effort — if the clipboard changes multiple times within the poll window (400ms by default), intermediate states can be missed. - The frontmost app is recorded as a practical hint, not a guaranteed pasteboard owner.
- RTF and HTML text extraction is intentionally lightweight.
- Search is great for commands, code, URLs, notes, logs, and copied prose. It is not semantic search.
--mode autois the default; use--mode ftsfor strict FTS5 queries or--mode literalfor exact substring matching. clipmem get --format jsonomits raw blob bytes (flattened text fields are included). Useclipmem exportto recover binary payloads.--format toonis only supported for flattened output (search,recent,timeline,recall), not for nestedgetdetail.
How it works
For each observed clipboard state, clipmem stores:
- the whole clipboard snapshot
- each pasteboard item inside that snapshot
- every representation type the item exposes (identified by UTI — Uniform Type Identifier, e.g.
public.png,public.url) - raw bytes for every representation
- decoded text when the representation is text-like, plus strict UTF-8/UTF-16 recovery for some byte-only payloads
- a searchable text projection that powers default retrieval
- the frontmost application at capture time as a best-effort source hint
Identical clipboard snapshots are deduplicated by SHA-256 fingerprint, so copying the same thing ten times does not create ten full blob copies — it creates one snapshot and ten capture_events.
Default search uses SQLite's built-in full-text search (FTS5) when that fits the query, and falls back to literal substring matching for wildcard-like input, invalid FTS syntax, or zero FTS hits.
Schema
snapshots— deduplicated clipboard statessnapshot_items— items inside a snapshotitem_representations— one row per item/type pair, with raw blob storagecapture_events— each time a snapshot was observedsnapshots_fts— FTS5 external-content index oversnapshots.search_text
Development
Project layout:
src/— Rust source. Capture is gated behindcfg(target_os = "macos"); database, search, and tests compile cross-platform.extras/launchd/— LaunchAgent plist template.extras/openclaw/clipboard_memory/— packaged OpenClaw-native skill content.extras/agent-skills/clipboard-memory/— portable skill package for non-OpenClaw runtimes.scripts/install_launchagent.sh/scripts/uninstall_launchagent.sh— install and remove the LaunchAgent.scripts/install_openclaw_skill.sh— compatibility wrapper aroundclipmem agents openclaw install-skill.
Build and test (Rust 1.87+):
The code is written to make extension straightforward — export commands, embeddings, OCR, richer source-app heuristics, or fuller HTML parsing all fit the existing shape.
See RELEASING.md for the release workflow.
License
clipmem is released under the MIT License. See LICENSE.