Developer Tools
SysEdge
Ontological knowledge graph that surfaces specification gaps, test coverage gaps, and unaddressed architecture standards before code ships
A queryable knowledge graph for AI coding teams that reduces orientation tokens by 71% and surfaces missing requirements, untested features, and unaddressed
Overview

The SysEdge homepage
SysEdge is an ontological knowledge graph for teams using Claude Code and Kimi Code CLI. It reduces orientation tokens by 71% by replacing source code reading with graph queries, while automatically surfacing gaps in requirements specifications, test coverage, and architecture standards before code ships.
The tool works through a queryable graph built on Neo4j, connected to a 6,200-line Python CLI and skill files for Claude Code and Kimi Code CLI. It supports Go, TypeScript, Python, Java, and C#, with automatic symbol linking and test file detection. Sessions start in 30 seconds using three commands that replace ten minutes of manual code reading.
SysEdge enforces requirements traceability through a chain from user stories to use cases to features to tests. It evaluates requirements quality using 13 research-backed structural checks without requiring an AI API key, and surfaces test gaps across four V-model tiers: component, integration, use case flow, and end-to-end. It includes 53 architecture standards across security, operations, and infrastructure, flagging standards with no addressing Architecture Decision Record as graph queries.
The free CLI includes core features with MIT + Commons Clause licensing. The $149 one-time Bootstrap Kit adds a web visualiser, AI audit commands, Docker setup, architecture standards library, and skill files for productive team setup in an afternoon.
Capabilities
- Reduced AI orientation tokens (71% fewer on Formbricks codebase)
- Requirements traceability from user stories through use cases to features to tests
- Automated requirement quality checks using 13 QUS criteria and 6 traceability rules without AI API key
- V-model 4-tier test coverage mapping (component, integration, use case flow, end-to-end)
- AI test quality audit across 7 AS-TEST dimensions
- Code scanning for Go, TypeScript, Python, Java, C# with automatic symbol and test linking
- Web visualiser with drill-down graph navigation and entity editor
- Parallel session coordination with in-progress marking
- Docker Compose setup with one-command initialization
Pricing
Pricing model: Freemium
Free CLI (MIT + Commons Clause licence, free for own projects including commercial software). Bootstrap Kit $149 one-time per repository (includes 12 months updates, unlimited team members, web visualiser, AI audit commands, architecture standards YAML, Docker setup, and Claude + Kimi Code CLI skill
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SysEdge fact sheet
| Community votes | 0 |
|---|---|
| Website | org-edge.com |
SysEdge metrics
Vendor metrics for org-edge.com: Ahrefs Domain Rating and Majestic link data, with the delta since the last review.
- Domain Rating
- 0
- no change since last check
- Trust Flow
- 3
- no change since last check
- Citation Flow
- 19
- no change since last check
- Referring domains
- 33
- no change since last check
- External backlinks
- 57
- no change since last check
Vendor Domain Rating (Ahrefs) checked 6 Nov 2026, spec changed 1 Nov 2026. Vendor topic: Science/Biology (3). Vendor Majestic data checked 1 Nov 2026, spec changed 1 Nov 2026. Link metrics supplied by Majestic. Trust Flow, Citation Flow and Topical Trust Flow are trademarks of Majestic-12 Ltd.
SysEdge vendor domain
Open the vendor record
We read this from the registry's RDAP record on 5 Nov 2026, 18:11 UTC.
- Domain age
- 8 months
- Registered
- Expires
- Registrar
- Cloudflare, Inc.
- DNSSEC
- Not signed
SysEdge post-launch report
| Measure | At launch, then latest |
|---|---|
| Domain Rating (Ahrefs) | 0 to 0 no change since launch 1 Nov 2026, then 5 Nov 2026 |
| Trust Flow (Majestic) | 3 first measured 1 Nov 2026 |
| Referring domains (Majestic) | 33 first measured 1 Nov 2026 |
Day 4 since launch. Next receipt: day 30, 1 Dec 2026. Many things move these figures, so a change is not proof of cause. Only stored readings are shown.
About to launch?
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Buyer questions
What languages does SysEdge support?
SysEdge supports Go, TypeScript, Python, Java, and C# with full scanning of functions, handlers, components, hooks, exports, classes, methods, and test files. Rust and other languages can use graph features with manual symbol linking. Adding a new language scanner is one Python function of approximately 20 lines.
How do SysEdge, memory tools, code-graph tools and AI code reviewers differ?
Memory tools remember chat sessions, code-graph tools index source for navigation, and AI code reviewers analyse diffs. All are useful but SysEdge is different: it maps what a system is supposed to do and whether it's verified by enforcing requirements traceability, test coverage, and architecture standards. It surfaces gaps that code review cannot detect because the requirement, test, or standard was never written.
How quickly can a team start using SysEdge?
Session start takes 30 seconds using three commands: briefing, worklog, and start-enhancement. Zero-config setup is handled by the /C-init-sysedge or /K-sysedge-init skill which automatically derives SysModule nodes from package structure, SysFeature nodes from exported symbols, and SysTestPackage groups by scanning the working directory.
What was discovered in the Formbricks case study?
Running SysEdge on Formbricks identified a defect where survey response export included PII when anonymisation was enabled. The analysis found: the anonymisation requirement was never written down, the export feature had zero tests at all V-model tiers, the nearest existing test had 7 of 7 AS-TEST dimensions failing, and the architecture standard for PII export had no addressing Architecture Decision Record. The analysis reduced orientation tokens by 71% compared to manual code reading.
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SysEdge has a free listing. The owner can unlock the full profile with a paid launch for $5:
- Founder story (locked)
- Milestones (locked)
- Demo video (locked)
- Dofollow website link (locked)
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