Legion Code × Activeloop

Memory that
sticks.

Honeycomb gives your AI coding agents one shared, lasting memory. Learn something once, and recall it everywhere: the next session, a different tool, another laptop, your whole team.

$ curl -fsSL https://get.theapiary.sh | sh
macOS · Linux · Windows read the docs →
honeycomb · recall ● daemon :3850
recall ""
4 hits · 0.94 top
deploy.md ✓ verified
Deploy from the release branch, never from main.
infra/deploy.md personal 0.94
session 8f2a
CI tags the release branch; rollback reverts the tag.
session 8f2a personal 0.88
runbook.md
prod-018 superseded by prod-022 last Tuesday.
ops/runbook.md personal 0.81
middleware.ts ✓ verified
Refresh tokens rotate every 15m; 401 triggers silent re-auth.
auth/middleware.ts personal 0.91
session 3c11
429 backoff is exponential, capped at 32s.
session 3c11 personal 0.86
secrets.md
Keys live in the keychain, never in memory.
security/secrets.md personal 0.79
staging.md ✓ verified
Staging database resets nightly at 2am UTC.
ops/staging.md personal 0.88
session 7d90
Run migrations before seed; the seed is idempotent.
session 7d90 personal 0.84
redis.md
Session cache TTL is 24h, evicted on every deploy.
infra/redis.md personal 0.77
The problem

Your agents are brilliant in the moment, and forgetful the next.

Close the window and the context is gone. Open a different tool tomorrow and it has never heard of your project. So you re-explain your conventions, re-discover the fix that already worked, and repeat yourself to a machine that should have remembered.

Context dies with the window
Every tool starts from zero
The team can't see what you learned
How it works

Capture. Distill. Recall. Compound.

One simple loop runs quietly in the background. The more you use it, the sharper it gets, instead of noisier.

01

Capture

Notice what happens as you work: prompts, actions, results. Cheap, instant, never in the way.

02

Distill

Turn raw transcripts into clean notes: a one-line key, a short summary, the full original on demand.

03

Recall

Hand the right notes back at the start of every session, matched by your words and by meaning.

04

Compound

Tidy itself over time: merge duplicates, prune junk, supersede stale facts. Sharper, not noisier.

27.5%avg.
reduction in token spend
1.4xavg.
faster LLM responses
6+
harnesses supported
Source-backed memory

Receipts, or it doesn't count.

Every recalled memory shows its source (a file path or a session id) and a relevance score. Verified means a human-checked, source-backed fact. No black box, no guessing.

Provenance on every claim
Hybrid lexical + 768-dim semantic recall
Three tiers: key, summary, raw. Zoom only as far as you need
deploy/prod-022 ✓ verified
We deploy from the release branch, never from main.
infra/deploy.md personal 0.94
skill/pr-review
Reusable PR-review checklist, mined from 9 sessions.
session 4b81 personal 0.92
graph/build-order dreaming…
Consolidating 3 overlapping notes into one current fact…
dreaming personal 0.86
The Pollinating loop

While you sleep,
it gets smarter.

Every so often Honeycomb runs a self-tidying pass: merging duplicates, pruning junk, replacing stale facts with their current version, keeping a full history so nothing is truly lost. Most note piles get messier as they grow. Honeycomb does the opposite.

merged5 duplicates → 1
supersededprod-018 ⇒ prod-022
skillifieddeploy/rollback
One memory, every tool

Works underneath six
coding assistants at once.

A note written while using one assistant is recalled by another. Switch tools mid-project and the context comes with you.

Claude Code ● connected
Cursor ● connected
Codex ● connected
Hermes ● connected
pi ● connected
OpenClaw ● connected
● org · acme
● workspace · backend
● project · api-gateway
deploy/prod-022shared
skill/pr-reviewteam
For teams

One brain for the whole team.

A teammate solves a tricky migration on Monday; the reusable lesson reaches everyone's assistants by their next session, no file passed around. Memory stays shared and separated, scoped cleanly across org, workspace, and project.

Skills that spread automatically
Publish a skill and it picks up in every teammate's assistants at the start of their next session, carrying who wrote it.
Private by default, widened on purpose
When in doubt, Honeycomb shows less, not more. You promote something to the whole team as a deliberate, recorded action.
The dashboard

See everything it remembers.

A simple local web page: your memories, connected tools, shared skills, a map of your codebase, and the health of everything. No database knowledge required.

honeycomb · dashboard ● all systems healthy
Memories
1,284
▲ 12 this week
Sessions
312
Recall score
0.94
Skills
47
▲ 8 this week
Memories captured · 14d
Live log
captured · cursor · 2 turns
recalled · 4 hits · 0.94
pollinated · merged 5 → 1
skillified · pr-review
Your data stays yours

Private by default. Your store, your rules.

Memories live in your own Deep Lake store, separated cleanly by team and project, versioned and inspectable. Secrets are kept apart and never shown to an assistant.

Your store, powered by Deep Lake

The local daemon is the only thing that connects to it. Host it in your own cloud if you want.

Loopback only

On a single machine the daemon binds 127.0.0.1:3850, and listens only to your own computer.

Versioned & inspectable

Full history on every memory. Sharing is opt-in by design; nothing bleeds across lanes.

Give your agents a memory.

One command. The installer takes care of the rest, then opens your dashboard.

$ curl -fsSL https://get.theapiary.sh | sh
Windows (PowerShell): irm https://get.theapiary.sh/install.ps1 | iex