Up to 50× fewer tokens per response. See BENCHMARK.md or reproduce it yourself.
Built for 15 AI coding agents (Claude Code, Kiro, Cursor, Windsurf, VS Code / Copilot, Continue.dev, Cline, OpenCode, Antigravity, Codex CLI, Gemini CLI, Zed, Aider, Kilo Code, OpenClaw). One install configures every one detected on your machine — see docs/agents.md.
- 50× fewer tokens per response — graph-native lookups beat naive file reads. Agents read the symbol they need, not the 500-line file around it.
- Sub-millisecond impact analysis — a precomputed depth-3 reach index turns blast-radius queries into O(seeds × reach) map lookups. Safe to ask "what breaks if I change this?" on every edit.
- Cross-repo by default — N repos in one graph; contracts, references, and call chains span repo boundaries with evidence-gated resolution.
- Zero external dependencies — everything in-process, in-memory. No DB, no network, no model download to get started.
# macOS / Linux
curl -fsSL https://get.gortex.dev | sh
# Windows (PowerShell)
irm https://get.gortex.dev/install.ps1 | iexDetects OS/arch, verifies SHA256 + cosign, installs to PATH. Re-run to upgrade. Homebrew, .deb / .rpm / .apk, scoop, signed binaries, and from-source builds: docs/installation.md.
gortex install # one-time machine setup (MCP, skills, slash commands)
gortex daemon start --detach # background daemon
gortex track ~/projects/myapp # add a repo
cd ~/projects/myapp && gortex init # per-repo: .mcp.json, hooks, community routingYour AI assistant now uses graph queries. Full 15-minute walkthrough: docs/onboarding.md.
- 257 languages — three tiers (bespoke tree-sitter, regex, forest-backed signatures) plus Jupyter and Databricks notebooks → docs/languages.md
- 100+ MCP tools, 16 resources, 3 prompts — symbol lookup, call chains, blast radius, dataflow, clone detection, refactoring, code actions → docs/mcp.md
- Semantic search default-on — baked GloVe-50d (3.8 MB embedded), hybrid BM25 + vector + RRF, zero deps; opt-in MiniLM / Ollama / OpenAI → docs/semantic-search.md
- Multi-repo workspaces — cross-repo symbol resolution, contract matching, impact analysis, per-session isolation → docs/multi-repo.md
- Speculative execution —
preview_edit/simulate_chainanswer "what would change if I applied this WorkspaceEdit?" without touching disk - Live editor overlays — push unsaved buffers as a shadow graph; tools read through it. Branching for parallel speculative sessions
- GCX1 wire format — published, round-trippable. −27 % tokens vs JSON at same fidelity → docs/wire-format.md
- Long-living daemon — one process serves every IDE window; live fsnotify, on-disk snapshots, sub-second restart, OS-supervised lifecycle
- 9 LLM providers (optional) — local llama.cpp, Anthropic, OpenAI, Ollama, Claude / Codex CLI subprocess, Gemini, Bedrock, DeepSeek → docs/llm.md
- HTTP server + Web UI — versioned
/v1/*API + MCP 2026 Streamable HTTP; standalone Next.js 15 UI with five 3D graph modes → docs/server.md - Composable safety —
verify_change,check_guards,audit_agent_configflag broken callers, guard violations, stale docs before they ship - Agent integrations (15) —
gortex initconfigures every detected coding assistant on the machine → docs/agents.md
Full catalog of features: docs/features.md. Complete CLI reference: docs/cli.md.
Gortex auto-detects API contracts across repos and matches providers to consumers, surfaced via the contracts MCP tool and the web UI Contracts page.
| Contract type | Detection | Provider | Consumer |
|---|---|---|---|
| HTTP routes | Framework annotations (gin, Express, FastAPI, Spring, …) | Route handler | HTTP client calls (fetch, http.Get) |
| gRPC | Proto service definitions | Service RPC | Client stub calls |
| GraphQL | Schema type/field definitions | Schema | Query/mutation strings |
| Message topics | Kafka / RabbitMQ / NATS / Redis pub/sub | Publish calls | Subscribe calls |
| WebSocket | Event emit/listen patterns | emit() |
on() |
| Env vars | os.Getenv, process.env, .env files |
Setenv / .env |
Getenv / process.env |
| OpenAPI | Swagger / OpenAPI spec files | Spec paths | (linked to HTTP routes) |
| Temporal workflows | Go / Java SDK annotations | Activity / workflow function | ExecuteActivity / ExecuteChildWorkflow |
Contracts are normalised to canonical IDs (e.g. http::GET::/api/users/{id}) and matched across repos to detect orphan providers / consumers and mismatches. See docs/contracts.md.
Measured on an Apple Silicon laptop with the default CGO build.
| Repository | Files | Nodes | Edges | Index time | Throughput | Peak heap |
|---|---|---|---|---|---|---|
| torvalds/linux | 70,333 | 1,690,174 | 6,239,570 | ~3 min | 300 files/s | 5.07 GB |
| microsoft/vscode | 10,762 | 204,501 | 808,902 | ~1 min | 143 files/s | 580 MB |
| zzet/gortex (self) | 430 | 5,583 | 53,830 | 3.4s | 127 files/s | 52 MB |
Parsing dominates wall time (65–80 %); reference resolution and search-index build scale sub-linearly.
gortex savings reports tokens saved vs naive file reads — per-call, per-session, and cumulative across restarts, priced in USD against the headline model.
Gortex Token Savings
====================
Cost avoided: $168.69 (claude-opus-4) across 1,878 calls · 11,246,094 tokens saved
Today ████████░░░░░░░░ 50.0% saved 9,200 / 18,400 tokens $0.14
Last 7 days ██████████░░░░░░ 62.5% saved 60,100 / 96,200 tokens $0.90
All time ███████████████░ 93.3% saved 11,246,094 / 12,050,716 tokens $168.69
--verbose adds the per-tool breakdown; --json is machine-readable. Full reference: docs/savings.md.
gortex binary
CLI (cobra) ──> MultiIndexer ──> In-Memory Graph (shared, per-repo indexed)
MCP (stdio) ──────────────────> Query Engine (repo/project/ref scoping)
HTTP /v1/* ──────────────────> same tools + /v1/graph + /v1/events (SSE)
Daemon (unix) ──────────────────> shared graph for every MCP client, session isolation
MultiWatcher <── filesystem events (fsnotify, per-repo)
CrossRepoResolver ──> cross-repo edge creation (type-aware)
Persistence ──> gob+gzip snapshot (pluggable backend)
Data flow, graph schema (node and edge kinds, multi-repo fields, test taxonomy), persistence model: docs/architecture.md.
| Topic | Reference |
|---|---|
| First-time walkthrough | onboarding.md |
| Installation & supply-chain verification | installation.md |
| Full feature catalog | features.md |
| CLI reference | cli.md |
| MCP tools, resources, prompts | mcp.md |
| Multi-repo workspaces | multi-repo.md |
| HTTP server + Web UI + MCP 2026 transport | server.md |
| Cross-repo API contracts | contracts.md |
| Semantic search | semantic-search.md |
| Optional LLM features | llm.md |
| LSP integration | lsp.md |
| Per-community skills & agent usage | skills.md |
| AI agent adapters (15) | agents.md |
| Supported languages (257) | languages.md |
| Token savings | savings.md |
| GCX1 wire format | wire-format.md |
| Architecture & graph schema | architecture.md |
| Evaluation methodology | 04-evaluation/ |
| Versioning policy | versioning.md |
make build # binary with version stamping
make test # go test -race ./...
make lint # golangci-lintRequires Go 1.26+ and CGO (for tree-sitter C bindings).
Apache License 2.0. See LICENSE.md. Copyright 2024-2026 Andrey Kumanyaev me@zzet.org.
See CONTRIBUTING.md for guidelines on adding features, language extractors, and submitting PRs.
