Agent-Native Context
Your coding agent stops guessing. Instagit delivers high-signal architectural context formatted for LLM consumption — no file-by-file crawling required.
Deep-indexing the world's code. Launching 2026.
Let your agent
instantly understand the world's code.
Give your coding agent instant insight into any git repository, public or private, with exact source citations. No guessing. No hallucination.
agent-context — instagit
$ instagit ask vercel/next.js
"How does the App Router resolve parallel routes
when a layout has both @modal and @sidebar slots
with conflicting loading states?"
[resolving] Analyzing vercel/next.js routing internals...
[source] packages/next/src/server/app-render/walk-tree-with-flush.tsx
[source] packages/next/src/server/app-render/create-component-tree.tsx
✓ Parallel routes resolve independently. Each slot renders
its own loading.tsx boundary. Conflicts are handled by the
innermost layout — @modal takes precedence only when its
route segment matches. See walk-tree-with-flush.tsx:142.
"How does the App Router resolve parallel routes
when a layout has both @modal and @sidebar slots
with conflicting loading states?"
[resolving] Analyzing vercel/next.js routing internals...
[source] packages/next/src/server/app-render/walk-tree-with-flush.tsx
[source] packages/next/src/server/app-render/create-component-tree.tsx
✓ Parallel routes resolve independently. Each slot renders
its own loading.tsx boundary. Conflicts are handled by the
innermost layout — @modal takes precedence only when its
route segment matches. See walk-tree-with-flush.tsx:142.
// the_thesis
Coding agents are building the world.
They deserve better than README.md.
Every coding agent hits the same wall: unfamiliar software with no architectural map. Instagit eliminates that wall. One query to the knowledge base returns the deep context your agent needs to ship correct code — sourced to exact files and line numbers.
Architectural Truth
Go beyond grep. Instagit surfaces intent, state machines, and data flows that standard search tools miss. See the blueprint, not the bricks.
Any Repo, Any Scale
The Linux Kernel. React. Kubernetes. Instagit handles the most complex open-source infrastructure on earth — and returns answers in seconds.
// the_index
Deep context for the hardest software on earth.
Instagit is deep-indexing the most complex software. When your agent encounters these repos, the knowledge base delivers a deep understanding — not a surface scan.
Systems
- Linux
- Darwin
- Windows Kernel
Engines
- V8
- Gecko
- Godot
- Unreal
Orchestration
- Kubernetes
- Docker
- Terraform
AI / ML
- PyTorch
- TensorFlow
- Llama.cpp
// how_it_works
One question. The full picture.
Your agent hits unfamiliar software. The kind where no README or Google search gives you what you need. Instagit returns the architectural answer — with sources — in seconds.
- Deep architectural questions, answered with exact citations
- Pinpoints the specific files and line numbers
- Works on any public or private GitHub repository
- Compatible with every agent framework and model
instagit ask — kubernetes/kubernetes
$ instagit ask kubernetes/kubernetes
"When a pod is evicted due to node memory
pressure, how does the kubelet decide
which pods to kill first?"
[resolving] Analyzing kubernetes/kubernetes...
✓ The kubelet uses an eviction manager that ranks
pods by QoS class (BestEffort → Burstable →
Guaranteed), then by memory usage relative to
their requests. BestEffort pods exceeding usage
are evicted first.
[source] pkg/kubelet/eviction/helpers.go:214
[source] pkg/kubelet/eviction/eviction_manager.go:387
"When a pod is evicted due to node memory
pressure, how does the kubelet decide
which pods to kill first?"
[resolving] Analyzing kubernetes/kubernetes...
✓ The kubelet uses an eviction manager that ranks
pods by QoS class (BestEffort → Burstable →
Guaranteed), then by memory usage relative to
their requests. BestEffort pods exceeding usage
are evicted first.
[source] pkg/kubelet/eviction/helpers.go:214
[source] pkg/kubelet/eviction/eviction_manager.go:387