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Graphicle-AI / graphicle

Code graph and memory for your coding agents, in one Rust program. For Claude Code, Codex, Cursor and any MCP client.

Why this job: topics: mcp-server, model-context-protocol, mcp, mcp client

Open on GitHub (opens in new tab)Website (opens in new tab)
Graphify, ported to Rust. Plus memory. Code graph and memory for your coding agents, updated after every commit. First build of Kubernetes v1.37.1, a code-only graph, one run each with 3 CPUs and 8 workers: Graphify 0.9.100 29 min 18 s, Graphicle 0.1.11 1 min 14 s, 23.9 times less time; across 13 codebases, 3.4 to 23.9 times less time in 34 of 39 measurements (first builds and updates); Graphify 0.9.100 was faster in the other 5: updates with no change, where it now stops early. Update after each commit, the median over 30 recent code commits with 4 CPUs each: prometheus 32.1 s for Graphify 0.9.100 against 4.9 s for Graphicle 0.1.11, tokio 11.9 s against 2.0 s, poetry 11.7 s against 1.6 s, 5.8 to 7.2 times less time; a graph left alone was stale at 25 to 30 of the 30 commits. Less memory: lower peak memory than Graphify 0.9.100 in 34 of 39 measurements, 0.30 to 0.96 times its figure. Plus agent memory: LoCoMo-10 87.7, level with Hindsight 0.10.2 (87.3) and above Mem0 OSS 2.2.1 (81.9), with about 12 model calls per conversation against 160 and 332. One program: code graph, memory, one MCP server and an app in one install; local, no API key, no telemetry. Labels: Graphicle 0.1.11, built from its release source, against Graphify 0.9.100 on one Linux machine, measured runs one at a time; the graphs differ slightly (node counts within 1.6%, edge counts within 1.1%); in the 5 updates where Graphify was faster, it also used less memory; agent memory from a pre-release build on development sets, with one open model as every system
From a bug on the screen to a tested fix: Graphicle with Meta
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What it does

  • Code graph. Files, functions, classes, calls and imports, parsed with tree-sitter and no model. graphicle graph searches it, explains a symbol,
  • Project memory. Docs (Markdown, PDF, Office, HTML), reviewed decisions and procedures, and past Claude Code and Codex sessions, searchable alongside the code.
  • Cited context on a budget. graphicle context and the MCP tools return excerpts with their sources, within a token budget, without calling a model.
  • Packs for long-context models. graphicle pack fills a token budget, up to 2,000,000 tokens, with the code a question needs: architecture, focus code with line numbers, call paths, tests and a manifest. graphicle ask --pack and graphicle pla
  • One MCP server. graphicle mcp serves the code-graph tools, under Graphify's tool names such as query_graph, get_neighbors and shortest_path, next to the memory tools. With --pull-requests it also serves the pull-request tools list_prs, get_

Get started

brew install graphicle-ai/tap/graphicle
cd your-repo
graphicle setup
Maintenance
Active
Last commit yesterday
Stars
527
+32 this week
Licence
Apache-2.0
Allows business use
Downloads for
3 systems
Mac, Windows, Linux
Latest version
v0.1.14
Released today
Built with
Rust
70% of the code

Is it looked after?

Contributors
4
Last 90 days
Issues
100% closed
0 still open
Pull requests
10 merged
0 waiting
Releases
15
15 in the last year

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More: download files, languages, topics and project record

Download files, v0.1.14

  • Mac6 files, 45 downloads
  • Windows3 files, 16 downloads
  • Linux6 files, 61 downloads

All files on GitHub (opens in new tab)

Languages

  • Rust 70%
  • HTML 16%
  • Python 12%
  • CSS <1%

Topics

  • agent-memory
  • ai-agents
  • claude-code
  • code-analysis
  • code-graph
  • code-intelligence
  • code-search
  • codex
  • coding-agents
  • context-engineering
  • cursor
  • developer-tools

Project record

  • JobMCP servers
  • StatusNew to our list
  • Commits109
  • Forks40
  • Watching2
  • Stars in 28 days+387
  • CreatedOct 14, 2026
  • First seen by usNov 7, 2026
  • CheckedNov 9, 2026

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