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zzet/gortex

Gortex

Code graph and intelligence engine that indexes repositories

and exposes it via CLI, MCP Server, and web UI.


CI Go Report Card Latest release Go Reference OpenSSF Scorecard

Sigstore signed SLSA 3 VirusTotal

macOS Linux Windows

Claude Code Cursor Codex CLI opencode Kiro

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.

Gortex Web UI — force-directed knowledge graph visualization

Gortex Web UI — force-directed knowledge graph visualization

Why it matters

  • 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.

Install

# macOS / Linux
curl -fsSL https://get.gortex.dev | sh

# Windows (PowerShell)
irm https://get.gortex.dev/install.ps1 | iex

Detects 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.

Quick Start

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 routing

Your AI assistant now uses graph queries. Full 15-minute walkthrough: docs/onboarding.md.

Highlights

  • 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 executionpreview_edit / simulate_chain answer "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 safetyverify_change, check_guards, audit_agent_config flag broken callers, guard violations, stale docs before they ship
  • Agent integrations (15)gortex init configures every detected coding assistant on the machine → docs/agents.md

Full catalog of features: docs/features.md. Complete CLI reference: docs/cli.md.

Cross-Repo API Contracts

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.

Scale — battle-tested on large repos

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.

Token savings dashboard

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.

Architecture

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.

Documentation

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

Building from source

make build          # binary with version stamping
make test           # go test -race ./...
make lint           # golangci-lint

Requires Go 1.26+ and CGO (for tree-sitter C bindings).

License

Apache License 2.0. See LICENSE.md. Copyright 2024-2026 Andrey Kumanyaev me@zzet.org.

Contributing

See CONTRIBUTING.md for guidelines on adding features, language extractors, and submitting PRs.

About

High-performance code graph and intelligence engine, supports 256 languages, multi repositories, in-memory knowledge graph and exposes it via CLI, MCP Server, and API. Built for AI coding agents - expose only needed information, cutting token usage up to 50x. 100% local.

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