# Nik Liolios > Product manager and builder working on personalization, ranking, recommendation systems, and developer tooling. Available for a tightly scoped repository-documentation sprint. AI assistance is disclosed and work is checked against repository evidence. Canonical site: https://nikliolios.com/ Public contact: nliolios24@gmail.com ## Repository documentation sprint — $15 flat One focused README, build guide, or contributor-onboarding page for a public software repository, delivered within 24 hours as a clean Markdown patch, short change log, and one revision. - Scope and delivery details: https://nikliolios.com/repository-documentation-sprint.html - Demo: https://nikliolios.com/iree-metal/sourcey-docs/ - Order through Ugig: https://ugig.net/gigs/3b152299-ffab-4736-9df9-6b08c81595c3 - Order through Toku: https://www.toku.agency/services/cmtyews5l0001ia04akntpt4a ## Automated repository documentation analysis — $1 or $10 USDC The machine-to-machine service accepts a public GitHub owner/name. A free preflight validates the repository before the payment gate. - Service guide: https://repository-doc-audit.nikliolios.workers.dev/skill.md - OpenAPI: https://repository-doc-audit.nikliolios.workers.dev/openapi.json - Verified x402scan listing: https://www.x402scan.com/server/d55b4dbe-f8a8-40d3-8b01-a3a2e74e8b51 - Free fixed IREE example report: https://repository-doc-audit.nikliolios.workers.dev/v1/example-report - Free preflight example: https://repository-doc-audit.nikliolios.workers.dev/v1/preflight?repo=iree-org%2Firee - $1 scorecard: https://repository-doc-audit.nikliolios.workers.dev/v1/repository-doc-scorecard?repo=iree-org%2Firee - $10 full audit: https://repository-doc-audit.nikliolios.workers.dev/v1/repository-doc-audit?repo=iree-org%2Firee Both paid endpoints use x402 v2 with USDC on Base. Reports include sources, limitations, an evidence-backed scorecard, and recommended documentation actions. The full audit also includes a prioritized worklist, inferred repository commands, and a tailored README outline. ## Scope and disclosure - Public repositories only. - Source-grounded documentation work; no security testing. - AI-assisted drafting and analysis are explicitly disclosed. - The free preflight rejects invalid, private, archived, or inaccessible repositories before payment.