Open data
Every published field is available as JSON and CSV.
Independent public research · Method 1.0
Ranked tools you can
inspect, self-host, and improve.
53 projects reviewed·50 ranked·13 categories·checked 20 July 2026
Every score input and source is public. Projects with restricted or unclear licences remain visible on the watchlist but are not ranked.
Evidence attached
Each project has repository facts and editorial review notes.
Licence gate
Only verified open-source projects receive a rank.
Public corrections
Changes happen through visible issues and pull requests.
Category leaders
Strong starting points, by job
Established choices
Forms, Surveys & Conversion
#1 Cal.com93.8
Established choicesAnalytics & Experimentation
#1 Umami93.3
DevelopingCustomer Support & Success
#1 Chatwoot93.3
Established choicesCreative & Content
#1 Excalidraw92.9
Established choicesCRM & Revenue Operations
#1 Twenty92.1
DevelopingWebsite & Content
#1 Strapi92.1
Overall ranking
The leading projects in this snapshot
Score out of 100
1Cal.comForms, Surveys & ConversionMIT46,636 stars93.82ChatwootCustomer Support & SuccessMIT core + enterprise files34,579 stars93.32UmamiAnalytics & ExperimentationMIT37,768 stars93.34ExcalidrawCreative & ContentMIT127,938 stars92.95StrapiWebsite & ContentMIT community edition + enterprise files72,689 stars92.15TwentyCRM & Revenue OperationsAGPL-3.0 core + enterprise files53,330 stars92.17Crawl4AIProspecting & Web DataApache-2.073,401 stars91.78LangChainAgent & GTM Developer ToolsMIT142,171 stars90.8
A score you can reproduce
Six inputs. One public method.
Repository signals contribute 60 points. Deployment readiness, practical fit, and licence clarity contribute 40. Every weight, threshold, and limitation is published.
Examine the method25Adoption
15Community
20Recent activity
15Deployment
15GTM fit
10Licence