The engines that cut avoidable context.

Three engines run behind one MCP gateway. They have no UI — your agents simply work better. Memory defeats amnesia, Navigator defeats brute-force reading, Runner defeats output bloat.

Why it matters

Agents burn tokens in three predictable ways.

Each engine removes one source of waste at the point it happens, helping agents stay on task while DevOS measures the result.

01

Amnesia

Re-learning your architecture every session. → Memory

02

Brute-force reading

Whole-file reads and search loops to find structure. → Navigator

03

Output bloat

Command logs flooding the context window. → Runner

Defeats amnesia

Memory

DevOS builds a typed, evidence-graded memory of your repository the first time you connect it, keeps it current as you commit, and surfaces only what's relevant to the task. A feature map connects the name your team uses for a capability to its entry points, core modules, configuration and tests, so an agent can ask where the feature lives before it starts searching. Every record carries its provenance and confidence, and your developers can search the same memory directly.

MEM · INJECTED CONTEXTTOP OF MINDLONG-TERMCOLD STORAGESurfaced nowonly what's relevantMain working memorywhat the agent actively knowsSearchablenothing is lost
Current with your code

Onboarded from your repo and git history, updated as you commit and branch.

Relevant, not everything

Surfaces only the context a task needs, so prompts stay lean.

Searchable by your team

Developers query the same memory directly, in plain language.

Defeats output bloat

Runner

Compresses command output on the way into the context window. The agent gets the outcome it needs, and the full log stays one call away.

RUN · OUTPUT COMPACTION84.7 KBraw build/test logRUNNER517 Breaches context99.4% SUPPRESSED · full log one call away
Outcome, not noise

Per-toolchain digests for builds, tests and more.

Nothing is lost

The full log is retained and one call away when needed.

Fewer tokens per run

Less output in context means lower spend on every command.

Together

One gateway. Every gain recorded.

The three engines run behind a single MCP your agents already speak to. Each saving they produce is priced and recorded by the ledger downstream.

PLATFORM · DATA FLOWMemoryNavigatorRunnerDevOS Gatewayone MCP · session-isolatedYour agentClaude · Copilot · Codex · MCPMeridiansavings recorded
82%
Best observed spend reduction using DevOS Memory
71%
Best observed cost-to-fix reduction with DevOS
17
Public issues in the main comparison
5
Coding agents measured with DevOS and without

Best observed results on public benchmark issues, with the same fixes completed in both setups. The DevOS Memory comparison used 3 runs per side; the main DevOS comparison recorded 506 runs, 412 counted. See the full benchmark. Your results will vary with your codebase and workflow.

See the engines on your codebase.

Run a free pilot and measure the impact with your own numbers.