Graphicle

Code graph and memory for your coding agents, in one Rust program.

Graphicle maps your repository into a code graph, remembers your project's docs, decisions and past agent sessions, and gives your coding agent cited excerpts from both: the exact files and lines. It runs on your machine: no API key needed, no account, no telemetry .

Works with Claude Code · Cursor · Codex · VS Code · Claude Desktop · any MCP client

Quick start · How it works · Benchmarks · Memory, compared · Docs · Coming from Graphify? · Discussions

Graphicle 0.1.11 against Graphify 0.9.100, labelled as in the picture; every measurement and its method are in docs/benchmarks.md . The code-graph engine is a Rust port of Graphify, credited below . Graphicle is not affiliated with Graphify Labs.

From a bug on the screen to a tested fix

Built during Meta's Global AI Developer Hackathon (what was built, and when). With a key for the Meta Model API, graphicle see lets Muse Spark reproduce a bug in a web app with computer use, graphicle pixel finds the code that draws what the model points at, and graphicle fix patches it with a model such as Muse Wonder and runs your tests; when a round fails, the next one reads the failing lines and the files they name. The picture is one live run on excalidraw issue #12053, built from source, and the fix passes excalidraw's own regression test (see it, find it, fix it, check it).

Agent memory, compared

In a pre-release comparison with seven memory systems, Graphicle matched the accuracy of Hindsight 0.10.2 and beat that of Mem0 OSS 2.2.1 (the open-source library, not Mem0's hosted platform) on LoCoMo-10, and while ingesting made about 12 model calls per conversation, against about 160 for Hindsight and 332 for Mem0 (estimates per conversation; each system's total is exact). Labels: development sets; one open model (Qwen3.8-27B) as every system's reader, judge and model; a pre-release build of Graphicle.

On the two other development sets, LME-84 and BEAM-100K, Graphicle trailed none of the systems it was compared with. Every score, with its method and caveats.

Earlier pre-release evaluations also ran three published protocols on GPT models. Under Mem0's own LoCoMo protocol (its prompts, GPT-5 as reader and judge), it scored 93.5%, against 91.6% in Mem0's published result files (paired difference +1.95 points [+0.55, +3.55]). On LongMemEval-S under the same protocol it scored 92.6%, against Mem0's 93.4%. Against Hindsight's published contexts, it tied with a GPT-5.4 reader (LoCoMo 90.4 vs 90.6, LongMemEval-S 94.6 vs 93.4) and with a GPT-4.1-mini reader on LoCoMo (86.4 vs 87.5), and trailed with GPT-4.1-mini on LongMemEval-S (85.8 vs 89.2). Every GPT run, with its labels.

Quick start

brew install graphicle-ai/tap/graphicle

cd your-repo graphicle setup

No Homebrew? curl -fsSL https://github.com/graphicle-ai/graphicle/releases/latest/download/install.sh | sh · Release archives · Other ways to install

Windows: a preview build for x86-64, not yet code-signed (Windows (preview)).

graphicle setup indexes the repository, builds its code graph and connects the coding agents it finds. It also turns on session capture, adds a two-line section to AGENTS.md (unless Claude Code is the only agent) and installs Git hooks that keep the project current. It lists every file it changes and backs each one up first; graphicle disconnect undoes it all.

Then ask your agent to *"use graphicle to find where failed requests are retried"*, or ask from the terminal:

$ graphicle ask "where is tax added to prices?"

Evidence for "where is tax added to prices?" 4 excerpts · 606 of 3,000 tokens

[1] shop/pricing.py:1-7 price_with_tax() """Prices and tax.""" TAX_RATE = 0.2

def price_with_tax(price): """A price with the sales tax added.""" return round(price * (1 + TAX_RATE), 2)

Real output, cut after the first excerpt. With no model configured, ask shows the evidence; graphicle config set model anthropic (or openai , ollama ) adds written answers.

Let your coding agent install it

Paste this into Claude Code, Codex or Cursor:

Install Graphicle with `brew install graphicle-ai/tap/graphicle` (or, without Homebrew,

curl -fsSL https://github.com/graphicle-ai/graphicle/releases/latest/download/install.sh | sh), then run graphicle setup --yes in this repository and list every file it changed.

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Start here

Why Graphicle

• Native and fast. One Rust program. On 13 codebases, Graphicle 0.1.11 took 3.4 to 23.9 times less time than Graphify 0.9.100 in 34 of 39 measurements (code-only extract, priming update and update with no change, on one machine with 3 CPUs and 8 workers each); in the other 5, updates with nothing to change, Graphify 0.9.100 now stops early and took less time. The graphs differ slightly: node counts within 1.6%, edge counts within 1.1% ([