Graphicle compared.
Graphicle against code-graph tools and memory systems, side by side. Each column links to its full comparison, with what we measured and where the other project fits better.
Code-graph tools.
| Graphicle | Graphify | codebase-memory-mcp | CodeGraph | |
|---|---|---|---|---|
| Code graph over MCP | Yes | Yes | Yes | Yes |
| No API key for the code graph | Yes | Yes | Yes | Yes |
| Install | One native program | Python package | Native program | Self-contained build |
| Docs linked to the code | Yes | Yes | Yes | Not in its README |
| Memory of decisions and sessions | Decisions and sessions | Shared memory in its Cloud | Architecture decisions | Not in its README |
| Telemetry | None | None | None | Anonymous; asks first |
| Licence | Apache-2.0 | Apache-2.0 | MIT | MIT |
| Measured against Graphicle | Graphicle took 3.0–22.7× less time¹ | Not run | Not run |
A check means yes; a dash means the project's README does not mention it. ¹ Time to build the graph, in all 39 runs on 13 codebases against Graphify 0.9.91, with Graphicle's 0.1.1 memory engine, a pre-release build; the graphs differ slightly.
Memory systems.
| Graphicle | Mem0 | Hindsight | claude-mem | Graphiti | Cognee | |
|---|---|---|---|---|---|---|
| Built for | Coding agents | AI apps and agents | AI agents | Claude Code | AI agents | AI agents and apps |
| Code graph | Yes | Not in its README | Not in its README | Not in its README | Not in its README | Yes |
| Claude Code setup | graphicle setup | Platform account | Installer | Plugin | MCP, not production-ready | Plugin |
| Model to build memory | Only to propose | Yes | Yes; local works | Yes | Yes | Optional |
| Licence | Apache-2.0 | Apache-2.0 | MIT | Apache-2.0 | Apache-2.0 | Apache-2.0 |
| LoCoMo-10 accuracy¹ | 87.66 | 81.88 | 87.27 | Not run | 46.49 | 69.48 |
| Against Graphicle¹ | Graphicle ahead | Tie | Not run | Graphicle ahead | Graphicle ahead | |
| Model calls per conversation¹ | About 12 | About 332 | About 160 | Not run | About 1,363 | About 206 |
A check means yes; a dash means the project's README does not mention it. ¹ A pre-release comparison with seven memory systems: development sets; one open model as every system's reader, judge and model; a pre-release build of Graphicle, not its released defaults. These scores cannot be set against any vendor's published numbers, and the call counts per conversation are estimates. Versions: Mem0 OSS 2.2.1, the open-source library, not Mem0's hosted platform; Hindsight 0.10.2; graphiti-core 0.30.2; Cognee 1.6.3.
One page each.
Graphicle's code graph is a Rust port of Graphify's engine; its memory adapts parts of Hindsight, Mem0 and Graphiti, and its session capture follows claude-mem. Each page credits what Graphicle took.