FRONTIER LLM  //  CODING MODELS

Code generation that reads the whole repository.

EchoNest's coding line pulls in the right files, follows your conventions, and ships changes you can review — from a single function to a multi-file pull request.

Get API access Read the docs →
auth/session.py
# prompt: add rate limiting to login
def login(req):
    ip = req.client.ip
    if limiter.exceeded(ip):
        raise TooManyRequests(
            retry_after=60)
    return issue_session(req.user)
CAPABILITIES

Everything from a completion to a pull request.

01
Repo-aware generation
Pulls in the right files, types, and helpers so output matches your codebase — not a generic snippet.
02
Code review
Flags bugs, security issues, and convention drift inline on every diff before it merges.
03
Cross-file refactoring
Renames, extracts, and restructures across modules without breaking behavior.
04
Test synthesis
Generates unit and integration tests with meaningful coverage, not just happy-path stubs.
05
Low-latency completion
Inline completions tuned for the editor — fast enough to keep up with your keystrokes.
06
PR drafting
Turns an issue into a reviewable pull request, complete with a written summary of the change.
FROM PROMPT TO PR

Give it an issue. Get back a diff you'd actually merge.

The coding model plans the change, edits across files, runs your tests, and hands back a summarized pull request — every step on the record.

▸ read 12 files · indexed dependencies
▸ editing payments/refund.py
▸ editing tests/test_refund.py
✓ 9/9 tests passed
▸ drafted PR #482 · "Add partial refunds"
+148 −22 across 4 files
LANGUAGE SUPPORT
Python · live JavaScript · v0.2 TypeScript · v0.2 Go · v0.2 Java · v0.2 Ruby · v0.2
In your editor
Extensions for VS Code and JetBrains with inline completion and chat scoped to the open repo.
On the command line
A CLI agent that plans, edits, and tests in your terminal or CI — scriptable and headless.
Through the API
A single endpoint for completion, review, and edit — wire it into the workflow you already run.

Ship code with a model that
knows your codebase.

Get API access Book a demo →