Builders / repo hunters
Find active AI projects, source links, stacks, and approved alternatives from reviewed public profiles.
Browse projectsPublic Signal Landscape
Explore reviewed AI projects by category, stack, source links, and public readiness signals.
88CN organizes a reviewed sample of public AI project signals. Counts are not global market estimates. Use this hub to move between project profiles, reports, machine-readability evidence, and founder review workflows.
Boundary
This page is not a ranking page, commercial placement surface, live endpoint, account enrollment flow, or generic directory clone. It links only to existing reviewed public surfaces.
Potential AI founders
Understand sectors, project density, competitors, and public readiness from finite reviewed surfaces.
Read reportsResearchers / data buyers
Review public signal evidence and the future Alpha Feed boundary without private project data.
Review Alpha Feed boundaryAI project founders / owners
Submit or correct public project information through human review, then run a public readiness check.
Submit for reviewPublic signal preview
6
Reviewed project sample
Published or claimed public project profiles.
3
Stack routes
Finite published stack clusters.
3
Collections
Curated public project collections.
3
Vertical grids
Reviewed vertical discovery surfaces.
4
Alternatives
Approved neutral comparison routes.
4
Reports
Reviewed public signal reports.
Browse by reviewed surfaces
Projects
Published and claimed profiles with public signals.
Reports
Reviewed snapshots and public-signal methodology.
Geo Checker
Public readiness and machine-readability checks.
Founders
Submission, claim, and correction boundaries.
Submit
Send public project information for human review.
Alpha Feed
Future public-signal evidence boundary.
AI Coding Workflow Stack
Published 88CN projects that help software teams review or improve code workflows using public signals.
Model Training Infrastructure Stack
Published 88CN projects that support model training workflows or infrastructure decisions for small teams.
Vector Search Infrastructure Stack
Published 88CN projects connected to vector search and semantic retrieval infrastructure.
Open-Source AI Agent Tools
Published 88CN projects with public source links and AI agent or developer workflow relevance.
Commercial Readiness Signals
Published 88CN projects with public product positioning, onboarding, or business-readiness context.
Model and Search Infrastructure
Published 88CN projects related to model workflows, semantic search, or AI infrastructure decisions.
AI Builder Infrastructure
Published 88CN projects that help builders evaluate AI development, model workflow, and infrastructure options from public signals.
Model and Search Infrastructure
Published 88CN projects related to model workflow, vector search, and infrastructure review from public source material.
Analytics and Operations Tools
Published 88CN projects with public product context around analytics, operations, or readiness workflows.
Aurora Code and Nucleus ML Alternatives
A neutral comparison of two published 88CN project profiles with public source links and builder-facing AI workflow context.
Nucleus ML and VectorBase Alternatives
A neutral comparison of two published infrastructure-oriented 88CN project profiles from reviewed local records.
Future task and sector routes remain planned work. They are not generated or linked from this implementation.
Sector density map
Sector groups are finite internal discovery aids built from reviewed local project records. Counts are reviewed sample counts, not global market estimates, and sparse sectors stay labeled as limited reviewed samples.
AI builder infrastructure
Builder-facing projects with reviewed local profiles, public source links, and infrastructure or workflow relevance.
3
Reviewed sample count
3
Source-linked websites
3
GitHub linked
1
Docs linked
Basic reviewed-sample threshold met. Density-framed pages still require a higher threshold and a separate route task.
Counts are reviewed sample counts from finite local records, not global market estimates. Open-source/commercial split is not shown until source-backed fields exist.
Model and search infrastructure
Projects connected to model workflow, semantic search, and infrastructure review from local public-signal records.
2
Reviewed sample count
2
Source-linked websites
2
GitHub linked
1
Docs linked
Below the indexable sector-page threshold. Keep as internal landscape context only.
Counts are reviewed sample counts from finite local records, not global market estimates. Open-source/commercial split is not shown until source-backed fields exist.
Analytics and operations tools
Operations-oriented projects with reviewed public product context and source-linked local profiles.
2
Reviewed sample count
2
Source-linked websites
2
GitHub linked
1
Docs linked
Below the indexable sector-page threshold. Keep as internal landscape context only.
Counts are reviewed sample counts from finite local records, not global market estimates. Open-source/commercial split is not shown until source-backed fields exist.
Local and on-device productivity
A sparse reviewed sample for local-first productivity tooling. This is internal discovery context only.
1
Reviewed sample count
1
Source-linked websites
1
GitHub linked
0
Docs linked
Below the indexable sector-page threshold. Keep as internal landscape context only.
Counts are reviewed sample counts from finite local records, not global market estimates. Open-source/commercial split is not shown until source-backed fields exist.
Machine-readability evidence
Website reachable
The public site can be reached by the checker.
GitHub linked
A public repository or organization source is attached.
Docs linked
Public documentation can be inspected by humans.
Sitemap detected
The project exposes a crawlable sitemap signal.
JSON-LD detected
Structured data is visible in public HTML.
Canonical detected
A canonical URL is present for the public page.
These signals help humans inspect public readiness. They do not promise external search outcomes, model answers, traffic, exposure, customers, or commercial outcomes.
Reviewed project sample
Aurora Code
Open-source AI code reviewer that runs in CI and catches bugs before merge.
Pulse Analytics
Privacy-first product analytics with zero-cookie tracking and first-party data ownership.
Nucleus ML
Lightweight model training platform for small teams that runs on your own infrastructure.
Scribe AI
Meeting transcription and knowledge base that runs entirely on-device, no cloud uploads.
Public profile fields come from reviewed local records and public sources. Missing fields are not invented.
Founder workflow
Submit or correct public project information through human review, then use the geo-checker to run a public readiness check.
Research workflow
Use reviewed reports and the Alpha Feed boundary to understand public signal evidence. This page does not provide feed delivery, account enrollment, payment paths, or non-public field capture.