Repository-aware implementation assistant
Bridge research papers
and production code.
Implementr helps engineers understand research papers, navigate real repositories, and generate implementation plans grounded in existing codebases instead of generic LLM responses.
Research Paper
Repository Analysis
Implementation Blueprint
Workspace Preview
One workspace.
Every implementation step.
Paper → Repository → Blueprint
IMPLEMENTR / WORKSPACE
Repository
src
├── models
│ ├── attention.py
│ ├── decoder.py
│ └── rotary.py
├── inference
│ ├── generate.py
│ └── cache.py
└── serving
│ ├── attention.py
│ ├── decoder.py
│ └── rotary.py
├── inference
│ ├── generate.py
│ └── cache.py
└── serving
→ Suggested modification:
models/attention.py
models/attention.py
Workflow
From paper to implementation,
one step at a time.
Each stage builds on the previous one, giving the model more context before generating implementation guidance.