We watch how your engineering team ships
and fix gaps in your process.
Assemblr reads every PR, commit, review, and message across GitHub, Slack, and Linear — and your actual codebase — names the routines your team keeps doing on autopilot, and turns each one into a ready-to-run agent with citations to the exact file and line.
Not a context brain. We don't hoard your data and re-sell search. We watch how your team works, ground every claim in the code, and ship the agents that close the loop.
[ public Mirrors ]
Agents that fix the gaps the Mirror surfaces.
Never speculative. Every agent inherits the routine's tone, timing, and identity hints from the Mirror.
- Silent-merge nudgefrom: silent merges your team kept doingactivated 12 days ago
- Postmortem-skip reminderfrom: skipped postmortems in your team's patternactivated 4 days ago
- Stale-design code blockerfrom: code shipped while design drifteddraft
A vocabulary for what your team actually does.
A growing dictionary of patterns of work. Into your standups, your 1:1s, your board memos.
[ pattern · description · frequency ]
- Cold reviewPR opened and merged with reviewer = author or no approval◆◆◆◇◇
- Decay driftA routine that fired 80% of the time 30 days ago, now 40%◆◆◆◆◇
- Half-Friday shipDeploy after 3pm Friday with no rollback plan in PR◆◆◇◇◇
- Workflow gapCross-tool routine fires N-1 of N expected steps◆◆◆◆◆
- Load-bearing actorOne engineer holds 75%+ of a behavior class◆◆◆◇◇
- Orphan ticketLinear issue closed without a code merge in 7 days◆◆◆◆◇
- Phantom standupStandup pattern ran 4+ weeks then stopped 7+ days ago◆◆◆◇◇
- Postmortem skipIncident channel created, no postmortem in 7 days◆◆◆◆◇
- Routine fadingA team habit moved from thriving to dormant within 60 days◆◆◆◆◆
- Silent mergePR merged with no Slack or release-notes followup◆◆◆◆◆
- Solo handoffLoad-bearing actor performs 80% of a behavior class◆◆◇◇◇
- Stale-design codeCode shipped while design doc untouched 30+ days◆◆◆◇◇
Mine. Name. Mirror. Activate.
- 01
Mine
Patterns mined from your team's actual activity. No labeling. No templates.
- 02
Name
Patterns get plain-English names — silent merges, workflow gaps, fading routines — so you can talk about them out loud.
- 03
Mirror
A weekly briefing in the language of investigative journalism. Specific events, specific dates, specific patterns.
- 04
Activate
Once a routine has fired consistently, you activate it as an agent. One click. Inherits tone, timing, identity.
GitHub, Slack, Linear. The data the Mirror sees.
Read-only by default. We never write to your sources unless an agent explicitly does so on your behalf.
Existing Notion, Google, and Asana connections continue to ingest. New connections to those toolkits are paused while we focus on the engineering trio.
What teams actually do, not what they declared.
Process Mining showed us what enterprise software actually does. Behavioral intelligence shows us what teams actually do. Same instinct — observe what's real, not what's declared — applied to a new substrate: humans plus SaaS, not bots plus ERP.
Start your team's Mirror.