What's your Return on Agent Investment?
OAuth connections and an LLM Gateway work together to track your Agent Cost per Deliverable.
Sleeves keep your agent's behavior consistent across Providers (Anthropic first — others coming soon), so all costs are measurable.
Claude usage. Exact = metered through the proxy; Estimated = Claude Code's own telemetry, priced client-side.
Three moves. No timesheets.
Your team keeps working exactly the way it already does — the accounting happens underneath.
$ claude mcp add systimus https://systimus.io/mcp
$ export ANTHROPIC_BASE_URL=http://127.0.0.1:9847Add Systimus as an MCP server, then send it your usage — through the local proxy on your own API key, or Claude Code's telemetry export on a Pro/Max subscription. No changes to how your team already uses Claude Code.
Your agent declares what it's working on — a ticket, a PR — so every token it spends lands on a real piece of work.
active_context_set(work_item_ref: "SYS-412", provider: "jira")SYS-412 rate-limit retries 3 sessions $11.84 MERGED [EXACT]Open the dashboard: what each ticket cost, how many sessions it took, and whether it shipped — GitHub and Jira fill in what actually merged.
Proof It Works
No other tool measures whether your AI config actually changes behavior. Systimus runs calibration tests across all 9 dimensions and shows you a consistency score. Not vibes. Data.
Already have a config? See what Sleeve it becomesSame DNA, Every Tool
Your Sleeve carries your Agent's identity across Claude Code, Cursor, and ChatGPT. Same behavioral DNA, persistent memory, zero drift. Switch tools without starting over.
Every Sleeve Makes Yours Smarter
Sleeves learn from each other's experience. Behavioral insights discovered by similar Sleeves are shared as qualitative learnings you can accept or reject — strengthening your Agent without exposing your data.
Systimus gets better with use.
Every interaction produces behavioral signal. High-confidence patterns are distilled into learnings. The Hivemind shares those learnings with similar Sleeves. You review and accept what fits. The Sleeve absorbs it and runs better next time.
Each pass deepens what the system knows about how you work. Each pass propagates calibration data nobody else has — because nobody else sees the cross-tool, cross-user behavioral surface.
Configure → Interact → Learn → Share → Assimilate. 01 / 02 / 03 / 04 / 05. The cycle is the moat.
"The next question many leaders are asking is 'is it working?' We're building toward that answer — connecting usage patterns to engineering outcomes so you can move from tracking adoption to measuring impact."
— GitHub, Copilot Metrics GA announcement, Feb 27 2026
That question is bigger than software development. Every team using AI to produce work is asking it about the work they produce. One of the goals of Systimus is to be the per-deliverable cost-to-outcome measurement layer — for every industry.
You already picked your harness — Claude Code, Cursor, ChatGPT, whatever fits your team. A Sleeve bonds a harness to you and your work.
One Sleeve.
Every tool knows you.
Define your Agent's identity across 9 behavioral dimensions. Connect your tools. Your Sleeve travels with you — and calibration proves it's working.
AI Economics
Map spend to delivery. See cost per conversation and cost per ticket, and track cost per deliverable over time. Team plans roll up to aggregate dashboards — per-member visibility only by that member's consent, with a 5-person floor on activity signals.
Portable Sleeves
Create Sleeves for different contexts. A focused one for code review. A looser one for brainstorming. Each Sleeve works across every connected tool with the same behavior.
9 Measurable Dimensions
Structure, verbosity, risk, collaboration, creativity, directness, initiative, depth, autonomy. Each sits on a scale. Calibration measures whether your AI actually hits the targets you set.
Connected Agents
Connect Claude Code, Cursor, or any MCP client. Connected Agents share memory, consult your Sleeve's config, and maintain the same behavior wherever you work. One config source, zero drift between tools. Connect in 30 seconds.
Import & Export
Already have a CLAUDE.md or .cursorrules? Import it directly. Or export to CLAUDE.md, .cursorrules, ChatGPT Custom Instructions, or AGENTS.md.
Configuration is just
the beginning.
Cross-platform consistency is just the start. Systimus is building toward coordinated Agent teams and autonomous Agents, all sharing the same calibrated behavioral foundation. AGENTS.md compatible.
Coordinated Agent Teams
Spin up a team of Agents that divide work, share context, and converge on a result. Each Agent brings its own Sleeve and specialization. You define the mission — the swarm figures out the execution.
Behavioral axes for your domain
Need dimensions beyond the base set of 9? Custom dimensions will let you define behavioral axes specific to your workflow. Tier availability and pricing will be announced when this feature launches.
Agents That Own Themselves
Agents with their own web3 wallets — capable of holding assets, signing transactions, and operating autonomously within boundaries you define.
Start free. Grow from there.
One Sleeve, all 9 dimensions, calibration, and export. No credit card needed. Need detailed cost analytics, more Sleeves, or team dashboards? Upgrade whenever.
Not ready to sign up? See your shape in 30 seconds or paste a config — no account required.