tokenmaxxing.com/cdossman

@cdossman

Chris Dossman

Builds AI products, agent infrastructure, and developer tools.

#1 of 3 in AI > Agents > Agent orchestration

Work spans agents, media tools, research, and community products.

AI > Agents > Agent orchestration AI > Agents > Agent evals & benchmarks Software > Web products > Marketplaces & communities AI > Agents > Coding agents

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h2323 projects, each counting 23+ landed changes

i1030

weighted497

landed1719

shipped69

live3

Featured work

Selected by the builder

Fort Gym

An agent evaluation harness that records long-running gameplay and replayable evidence.

127 landedLive

Visit project ↗

VideoNest — MediaOps

Company work on AI-assisted video workflows and backend services.

Built at VideoNest

135 landed

Company contribution

Dicer — Marketing agents

Marketing agents combining offer due diligence, ad-library research, social signals, and evaluation backtests.

Built at Dicer

4 landed

Company contribution

Contribution evidence · 69 projects

Projects

sorted by landed changes

ProjectLanded Difficulty Points

Company · Agent orchestrationCompany work, shown as totals only

LANDEDnot checkedTEAM x1.25

How this was judged

Landed161 changes on main

Difficulty7 · helper 7, agent +0helper: an app with its own codehelper: its own servicehelper: several serviceshelper: a databasehelper: outside APIshelper: tests

Livenot checked · found: deploy config

Open sourceno

Points60 · 10 × L 2 × 4 × 0.75

NicheAI > Agents > Agent orchestration · 117 niche points

161counts as 201

D760

VideoNest — MediaOpsBuilt at VideoNestCompany work on AI-assisted video workflows and backend services.

LANDEDnot checkedTEAM x1.25

How this was judged

Landed135 changes on main

Difficulty11 · helper 11, agent +0helper: an app with its own codehelper: its own servicehelper: several serviceshelper: a databasehelper: background workershelper: paymentshelper: an ML pipelinehelper: parts in more than one languagehelper: tests

Livenot checked · found: deploy config, a CI deploy job, deploys in the last 90 days, product analytics, payments SDK

Open sourceno

Points140 · 10 × L 2 × 7 × 1.0

NicheAI > Agents > Vertical agents · 270 niche points

135counts as 168

D11140

VideoNest — DashboardBuilt at VideoNestCompany work on the video management dashboard.

LANDEDnot checkedTEAM x1.25

How this was judged

Landed106 changes on main

Difficulty11 · helper 11, agent +0helper: an app with its own codehelper: its own servicehelper: several serviceshelper: a databasehelper: sign-inhelper: background workershelper: outside APIshelper: paymentshelper: several deploy targetshelper: tests

Livenot checked · found: deploy config, a CI deploy job, deploys in the last 90 days, product analytics, payments SDK

Open sourceno

Points140 · 10 × L 2 × 7 × 1.0

NicheSoftware > Infrastructure > Video & media infrastructure · 263 niche points

106counts as 132

D11140

Company · Marketplaces & communitiesCompany work, shown as totals only

LANDEDnot checkedTEAM x1.25

How this was judged

Landed103 changes on main

Difficulty11 · helper 11, agent +0helper: an app with its own codehelper: its own servicehelper: several serviceshelper: paymentshelper: several deploy targetshelper: tests

Livenot checked · found: a CI deploy job, deploys in the last 90 days, product analytics, payments SDK

Open sourceno

Points140 · 10 × L 2 × 7 × 1.0

NicheSoftware > Web products > Marketplaces & communities · 263 niche points

103counts as 128

D11140

Fort GymAn agent evaluation harness that records long-running gameplay and replayable evidence.

LIVE · AGENTUNCHECKEDSHARED REPO

How this was judged

Landed127 changes on main

Difficulty10 · helper 10, agent +0helper: an app with its own codehelper: its own servicehelper: outside APIshelper: a game harnesshelper: parts in more than one languagehelper: tests

LiveLIVE · checked by your agent: our server could not tie it to a public repo of yours · in production · the helper found: a deploy config file, a URL a deploy of the repo printed

Open sourceno

Points175 · 10 × L 2.5 × 7 × 1.0

NicheAI > Agents > Agent evals & benchmarks · 328 niche points

127

D10175

TokenmaxxingA builder directory that turns local coding activity into contribution profiles.

LANDEDdeployedUNCHECKED

How this was judged

Landed112 changes on main

Difficulty7 · helper 7, agent +0helper: an app with its own codehelper: its own service

Livedeployed to a preview · the helper found: a deploy in the last 90 days, product analytics in the code · answered today, held at deployed to a preview by what the files show

Open sourceno

Points80 · 10 × L 2 × 4 × 1.0

NicheSoftware > Developer tools > Observability & analytics · 148 niche points

112

D780

Company · Agent orchestrationCompany work, shown as totals only

LANDEDnot checkedTEAM x1.25

How this was judged

Landed70 changes on main

Difficulty9 · helper 9, agent +0helper: an app with its own codehelper: its own servicehelper: several serviceshelper: a databasehelper: outside APIshelper: paymentshelper: realtimehelper: an agent runtimehelper: native code (C, C++, Rust or Go)helper: parts in more than one languagehelper: several deploy targetshelper: tests

Livenot checked · found: deploy config, a CI deploy job, payments SDK

Open sourceno

Points60 · 10 × L 2 × 4 × 0.75

NicheAI > Agents > Agent orchestration · 108 niche points

70counts as 87

D960

Company · Video & media infrastructureCompany work, shown as totals only

LANDEDnot checkedTEAM x1.25

How this was judged

Landed68 changes on main

Difficulty9 · helper 9, agent +0helper: an app with its own codehelper: its own servicehelper: paymentshelper: tests

Livenot checked · found: deploy config, deploys in the last 90 days, product analytics, payments SDK

Open sourceno

Points80 · 10 × L 2 × 4 × 1.0

NicheSoftware > Infrastructure > Video & media infrastructure · 144 niche points

68counts as 85

D980

Community WorkspacesA community workspace that helps members discover groups and collaborate with agents.

LANDEDnot checkedUNCHECKEDSHARED REPO

How this was judged

Landed69 changes on main

Difficulty9 · helper 9, agent +0helper: an app with its own codehelper: its own servicehelper: a databasehelper: sign-inhelper: realtimehelper: tests

Livenot checked · found: deploy config, deploys in the last 90 days

Open sourceno

Points80 · 10 × L 2 × 4 × 1.0

NicheSoftware > Web products > Marketplaces & communities · 141 niche points

D980

Company · Video & media infrastructureCompany work, shown as totals only

LANDED

counts x1: no teammates in its history

How this was judged

Landed62 changes on main

Difficulty6 · helper 6, agent +0helper: an app with its own code

Livelocal only

Open sourceno · no teammates in its history

Points40 · 10 × L 2 × 2 × 1.0

NicheSoftware > Infrastructure > Video & media infrastructure · 70 niche points

D640

Peptide Reference LibraryA reference site that organizes peptide information with linked sources.

LANDEDnot checkedUNCHECKED

How this was judged

Landed61 changes on main

Difficulty8 · helper 8, agent +0helper: an app with its own codehelper: its own servicehelper: several serviceshelper: a databasehelper: outside APIshelper: several deploy targets

Livenot checked · found: deploy config, a CI deploy job, deploys in the last 90 days, product analytics

Open sourceno

Points80 · 10 × L 2 × 4 × 1.0

NicheGrowth > Content & SEO > SEO & content sites · 140 niche points

D880

Agent Improvement ExperimentsAn experiment system that tests coding-agent mutations against held-out problems.

LANDEDUNCHECKED

How this was judged

Landed53 changes on main

Difficulty8 · helper 8, agent +0helper: an app with its own codehelper: its own servicehelper: outside APIshelper: sandboxinghelper: tests

Livelocal only

Open sourceno

Points80 · 10 × L 2 × 4 × 1.0

NicheAI > Agents > Agent evals & benchmarks · 138 niche points

D880

Prediction Market TrackerA market tracker that evaluates wallet strategies with guarded execution.

LANDEDnot checkedUNCHECKEDSHARED REPO

How this was judged

Landed43 changes on main

Difficulty8 · helper 8, agent +0helper: an app with its own codehelper: its own servicehelper: several serviceshelper: a databasehelper: realtimehelper: an ML pipelinehelper: tests

Livenot checked · found: deploy config

Open sourceno

Points80 · 10 × L 2 × 4 × 1.0

NicheMarkets > Trading > Prediction markets · 135 niche points

D880

Clinic Workflow DemoA clinic workflow demo that connects lab results to physician-reviewed plans.

LANDEDdeployedUNCHECKEDSHARED REPO

How this was judged

Landed39 changes on main

Difficulty7 · helper 7, agent +0helper: an app with its own codehelper: its own servicehelper: background workershelper: outside APIs

Livedeployed to a preview · the helper found: a deploy config file, a deploy in the last 90 days, a URL a deploy of the repo printed · held below the cap: an invite-only demo

Open sourceno

Points80 · 10 × L 2 × 4 × 1.0

NicheScience > Research > Bio & health · 133 niche points

D780

Network Wealth EstimatesA research dashboard that publishes sourced, speculative network-wealth estimates.

LIVE · AGENTUNCHECKEDSHARED REPO

How this was judged

Landed32 changes on main

Difficulty5 · helper 5, agent +0helper: an app with its own codehelper: its own service

LiveLIVE · checked by your agent: our server could not tie it to a public repo of yours · in production · the helper found: a deploy config file, a CI job that deploys, a URL a deploy of the repo printed, product analytics in the code

Open sourceno

Points50 · 10 × L 2.5 × 2 × 1.0

NicheMarkets > Trading > Market analytics · 82 niche points

D550

Company · Agent orchestrationCompany work, shown as totals only

LANDEDnot checkedGIT ONLY

counts x1: no teammates in its history

How this was judged

Landed32 changes on main

Difficulty7 · helper 7, agent +0helper: an app with its own codehelper: its own servicehelper: a databasehelper: sign-inhelper: paymentshelper: realtimehelper: tests

Livenot checked · found: deploy config, a CI deploy job, payments SDK

Open sourceno · no teammates in its history

Points60 · 10 × L 2 × 4 × 0.75

NicheAI > Agents > Agent orchestration · 98 niche points

D760

Company · Marketplaces & communitiesCompany work, shown as totals only

LANDEDnot checkedTEAM x1.25

How this was judged

Landed25 changes on main

Difficulty10 · helper 10, agent +0helper: an app with its own codehelper: its own servicehelper: several serviceshelper: a databasehelper: sign-inhelper: file storagehelper: outside APIshelper: paymentshelper: several deploy targetshelper: tests

Livenot checked · found: a CI deploy job, payments SDK

Open sourceno

Points140 · 10 × L 2 × 7 × 1.0

NicheSoftware > Web products > Marketplaces & communities · 228 niche points

25counts as 31

D10140

Company · CRM & outboundCompany work, shown as totals only

LANDEDnot checkedTEAM x1.25

How this was judged

Landed24 changes on main

Difficulty5 · helper 5, agent +0helper: an app with its own codehelper: its own servicehelper: a databasehelper: sign-inhelper: tests

Livenot checked · found: deploy config, a CI deploy job, product analytics

Open sourceno

Points30 · 10 × L 2 × 2 × 0.75

NicheGrowth > Sales & marketing > CRM & outbound · 49 niche points

24counts as 30

D530

Dicer — Offer intelligenceBuilt at DicerOffer research and competitor analysis connected to a pipeline for playbooks, ad assets, and landing pages.

LANDEDTEAM x1.25

How this was judged

Landed22 changes on main

Difficulty4 · helper 4, agent +0helper: an app with its own codehelper: its own servicehelper: tests

Livelocal only

Open sourceno

Points30 · 10 × L 2 × 2 × 0.75

NicheGrowth > Sales & marketing > Ads & attribution · 48 niche points

22counts as 27

D430

Managed Agent WorkspacesAn agent service that provisions dedicated machines and communication tools.

LANDEDnot checkedUNCHECKEDSHARED REPO

How this was judged

Landed25 changes on main

Difficulty6 · helper 6, agent +0helper: an app with its own codehelper: its own servicehelper: several serviceshelper: a databasehelper: background workershelper: several deploy targetshelper: tests

Livenot checked · found: deploy config, a CI deploy job

Open sourceno

Points30 · 10 × L 2 × 2 × 0.75

NicheAI > Agents > Agent orchestration · 48 niche points

D630

Terminal Coding AgentA terminal coding agent that manages sessions, plugins, and tool execution.

LANDEDUNCHECKEDGIT ONLYSHARED REPO

How this was judged

Landed23 changes on main

Difficulty7 · helper 7, agent +0helper: an app with its own codehelper: its own servicehelper: sign-inhelper: native code (C, C++, Rust or Go)helper: parts in more than one languagehelper: tests

Livelocal only

Open sourceno

Points60 · 10 × L 2 × 4 × 0.75

NicheAI > Agents > Coding agents · 94 niche points

D760

Pet Supplement StorefrontA storefront that presents pet supplements and connects buyers to checkout.

LANDEDdeployedUNCHECKED

How this was judged

Landed23 changes on main

Difficulty7 · helper 7, agent +0helper: an app with its own codehelper: its own servicehelper: paymentshelper: parts in more than one language

Livedeployed to a preview · the helper found: a deploy config file, a CI job that deploys, a deploy in the last 90 days, a URL a deploy of the repo printed, product analytics in the code, a payments SDK · held below the cap: the URL is not the product

Open sourceno

Points80 · 10 × L 2 × 4 × 1.0

NicheSoftware > Web products > Consumer apps · 126 niche points

D780

Learning Path CatalogA knowledge catalog that organizes researched methods into reusable learning paths.

LANDEDnot checkedUNCHECKEDGIT ONLY

How this was judged

Landed23 changes on main

Difficulty7 · helper 7, agent +0helper: an app with its own codehelper: its own servicehelper: several serviceshelper: a databasehelper: sign-inhelper: background workershelper: outside APIshelper: an agent runtimehelper: several deploy targetshelper: tests

Livenot checked · found: deploy config, a CI deploy job

Open sourceno

Points40 · 10 × L 2 × 4 × 0.5

NicheAI > AI applications > Search & RAG · 63 niche points

D740

h 23 line

Company · Newsletters & socialCompany work, shown as totals only

LANDED

counts x1: no teammates in its history

How this was judged

Landed23 changes on main

Difficulty5 · helper 5, agent +0helper: an app with its own code

Livelocal only

Open sourceno · no teammates in its history

Points40 · 10 × L 2 × 2 × 1.0

NicheGrowth > Content & SEO > Newsletters & social · 63 niche points

D540

Preclinical Study PlannerA study planner that turns research goals into preclinical evidence requests.

LANDEDnot checked

How this was judged

Landed22 changes on main

Difficulty5 · helper 5, agent +0helper: an app with its own codehelper: its own servicehelper: a database

Livenot checked · found: deploy config

Open sourceno

Points40 · 10 × L 2 × 2 × 1.0

NicheScience > Research > Bio & health · 63 niche points

D540

Local Contribution ScannerA local scanner that turns coding sessions and repository history into contribution cards.

LANDED

How this was judged

Landed17 changes on main

Difficulty3 · helper 3, agent +0helper: an app with its own codehelper: tests

Livelocal only

Open sourceno

Points20 · 10 × L 2 × 1 × 1.0

NicheSoftware > Developer tools > Observability & analytics · 30 niche points

D320

Developer Productivity StudyA research dashboard that explores coding-tool adoption and developer activity.

LANDEDUNCHECKEDGIT ONLY

How this was judged

Landed16 changes on main

Difficulty5 · helper 5, agent +0helper: an app with its own codehelper: its own servicehelper: a databasehelper: outside APIs

Livelocal only

Open sourceno

Points20 · 10 × L 2 × 2 × 0.5

NicheScience > Research > Science & research tools · 30 niche points

D520

GhostshellA workspace service that provisions disposable machines for autonomous coding agents.

LIVE · AGENT

How this was judged

Landed14 changes on main

Difficulty6 · helper 6, agent +0helper: an app with its own codehelper: its own servicehelper: paymentshelper: sandboxinghelper: tests

LiveLIVE · checked by your agent: our server could not tie it to a public repo of yours · in production · evidence reported by your agent: a deploy config file, a URL a deploy of the repo printed, a payments SDK

Open sourceno

Points50 · 10 × L 2.5 × 2 × 1.0

NicheAI > Agents > Agent orchestration · 74 niche points

D650

Space Education SiteAn education site that organizes space-hardware resources and learning material.

LANDEDUNCHECKEDSHARED REPO

How this was judged

Landed13 changes on main

Difficulty3 · helper 3, agent +0helper: an app with its own code

Livelocal only

Open sourceno

Points15 · 10 × L 2 × 1 × 0.75

NicheGrowth > Content & SEO > SEO & content sites · 22 niche points

D315

Company · Image & video generationCompany work, shown as totals only

LANDED

counts x1: no teammates in its history

How this was judged

Landed13 changes on main

Difficulty5 · helper 5, agent +0helper: an app with its own codehelper: outside APIshelper: an ML pipelinehelper: tests

Livelocal only

Open sourceno · no teammates in its history

Points30 · 10 × L 2 × 2 × 0.75

NicheAI > AI applications > Image & video generation · 44 niche points

D530

Tax Tip WorkflowA case workflow that organizes tax-fraud tips into reviewed filing packets.

LANDEDnot checkedUNCHECKEDSHARED REPO

How this was judged

Landed8 changes on main

Difficulty4 · helper 4, agent +0helper: an app with its own codehelper: its own servicehelper: a databasehelper: tests

Livenot checked · found: deploy config

Open sourceno

Points30 · 10 × L 2 × 2 × 0.75

NicheGrowth > Operations > Back-office automation · 42 niche points

D430

Creator Video PipelineA video pipeline that turns reviewed briefs into assembled creator clips.

LANDEDUNCHECKED

How this was judged

Landed8 changes on main

Difficulty4 · helper 4, agent +0helper: an app with its own codehelper: its own servicehelper: a databasehelper: tests

Livelocal only

Open sourceno

Points40 · 10 × L 2 × 2 × 1.0

NicheAI > AI applications > Image & video generation · 56 niche points

D440

Company · Video & media infrastructureCompany work, shown as totals only

LANDEDGIT ONLY

counts x1: no teammates in its history

How this was judged

Landed8 changes on main

Difficulty7 · helper 7, agent +0helper: an app with its own codehelper: its own servicehelper: a databasehelper: sign-inhelper: outside APIshelper: payments

Livelocal only

Open sourceno · no teammates in its history

Points80 · 10 × L 2 × 4 × 1.0

NicheSoftware > Infrastructure > Video & media infrastructure · 112 niche points

D780

Dicer — Performance reportingBuilt at DicerPerformance dashboards and recurring reports linking creative assets to campaign results, with attribution checks.

LANDEDGIT ONLY

counts x1: no teammates in its history

How this was judged

Landed8 changes on main

Difficulty2 · helper 2, agent +0helper: static pages only

Livelocal only

Open sourceno · no teammates in its history

Points15 · 10 × L 2 × 1 × 0.75

NicheGrowth > Sales & marketing > Ads & attribution · 21 niche points

D215

Company · B2B SaaSCompany work, shown as totals only

LANDEDnot checkedTEAM x1.25

How this was judged

Landed7 changes on main

Difficulty4 · helper 4, agent +0helper: an app with its own codehelper: several serviceshelper: a databasehelper: several deploy targets

Livenot checked · found: deploy config, a CI deploy job

Open sourceno

Points30 · 10 × L 2 × 2 × 0.75

NicheSoftware > Web products > B2B SaaS · 42 niche points

7counts as 8

D430

Software Prompt CatalogA prompt catalog that maps professions and workflows to software-generation templates.

LANDEDUNCHECKEDSHARED REPO

How this was judged

Landed7 changes on main

Difficulty2 · helper 2, agent +0helper: config and glue

Livelocal only

Open sourceno

Points15 · 10 × L 2 × 1 × 0.75

NicheAI > Agents > Coding agents · 21 niche points

D215

Builder Community PrototypeA community-site prototype that maps builders and directs visitors to events.

LANDEDnot checkedUNCHECKED

How this was judged

Landed7 changes on main

Difficulty2 · helper 2, agent +0helper: static pages only

Livenot checked · found: a CI deploy job

Open sourceno

Points20 · 10 × L 2 × 1 × 1.0

NicheSoftware > Web products > Marketplaces & communities · 28 niche points

D220

Company · Agent orchestrationCompany work, shown as totals only

LANDEDnot checkedGIT ONLY

counts x1: no teammates in its history

How this was judged

Landed7 changes on main

Difficulty4 · helper 4, agent +0helper: an app with its own codehelper: its own servicehelper: several serviceshelper: a databasehelper: outside APIshelper: tests

Livenot checked · found: deploy config

Open sourceno · no teammates in its history

Points40 · 10 × L 2 × 2 × 1.0

NicheAI > Agents > Agent orchestration · 55 niche points

D440

Community Response QueueA community tool that discovers discussions and drafts replies for manual approval.

LANDEDUNCHECKEDGIT ONLYSHARED REPO

How this was judged

Landed6 changes on main

Difficulty4 · helper 4, agent +0helper: an app with its own codehelper: its own servicehelper: a databasehelper: outside APIshelper: tests

Livelocal only

Open sourceno

Points30 · 10 × L 2 × 2 × 0.75

NicheGrowth > Content & SEO > Newsletters & social · 41 niche points

D430

Agent Workbench ScaffoldA workbench scaffold that keeps agent work orders aligned with run status.

LANDEDUNCHECKED

How this was judged

Landed5 changes on main

Difficulty1 · helper 1, agent +0helper: config and gluehelper: tests

Livelocal only

Open sourceno

Points15 · 10 × L 2 × 1 × 0.75

NicheAI > Agents > Agent orchestration · 20 niche points

D115

Synthetic Video PipelineA video pipeline that coordinates generated speech and synchronized presentation.

LANDEDUNCHECKED

How this was judged

Landed5 changes on main

Difficulty6 · helper 6, agent +0helper: an app with its own codehelper: its own servicehelper: a databasehelper: outside APIshelper: an ML pipelinehelper: parts in more than one language

Livelocal only

Open sourceno

Points30 · 10 × L 2 × 2 × 0.75

NicheAI > AI applications > Image & video generation · 40 niche points

D630

Session Evidence CoreA session processor that normalizes coding histories into evidence-linked profiles.

LANDEDnot checkedUNCHECKED

How this was judged

Landed5 changes on main

Difficulty2 · helper 2, agent +0helper: an app with its own codehelper: parts in more than one languagehelper: tests

Livenot checked · found: deploys in the last 90 days

Open sourceno

Points20 · 10 × L 2 × 1 × 1.0

NicheSoftware > Developer tools > Observability & analytics · 26 niche points

D220

Company · Video & media infrastructureCompany work, shown as totals only

LANDEDnot checkedGIT ONLY

counts x1: no teammates in its history

How this was judged

Landed5 changes on main

Difficulty2 · helper 2, agent +0helper: an app with its own code

Livenot checked · found: deploy config, deploys in the last 90 days

Open sourceno · no teammates in its history

Points20 · 10 × L 2 × 1 × 1.0

NicheSoftware > Infrastructure > Video & media infrastructure · 26 niche points

D220

Company · CRM & outboundCompany work, shown as totals only

LANDEDnot checked

counts x1: no teammates in its history

How this was judged

Landed5 changes on main

Difficulty4 · helper 4, agent +0helper: an app with its own codehelper: several serviceshelper: parts in more than one languagehelper: several deploy targets

Livenot checked · found: deploy config

Open sourceno · no teammates in its history

Points30 · 10 × L 2 × 2 × 0.75

NicheGrowth > Sales & marketing > CRM & outbound · 40 niche points

D430

Company · Video & media infrastructureCompany work, shown as totals only

LANDEDnot checkedGIT ONLY

counts x1: no teammates in its history

How this was judged

Landed5 changes on main

Difficulty2 · helper 2, agent +0helper: an app with its own code

Livenot checked · found: deploy config, deploys in the last 90 days

Open sourceno · no teammates in its history

Points20 · 10 × L 2 × 1 × 1.0

NicheSoftware > Infrastructure > Video & media infrastructure · 26 niche points

D220

Dicer — Marketing agentsBuilt at DicerMarketing agents combining offer due diligence, ad-library research, social signals, and evaluation backtests.

LANDEDTEAM x1.25

How this was judged

Landed4 changes on main

Difficulty5 · helper 5, agent +0helper: an app with its own codehelper: its own servicehelper: a databasehelper: outside APIshelper: an agent runtimehelper: parts in more than one languagehelper: tests

Livelocal only

Open sourceno

Points30 · 10 × L 2 × 2 × 0.75

NicheGrowth > Sales & marketing > Ads & attribution · 40 niche points

4counts as 5

D530

Company · B2B SaaSCompany work, shown as totals only

LANDEDnot checkedTEAM x1.25GIT ONLY

How this was judged

Landed4 changes on main

Difficulty1 · helper 1, agent +0helper: static pages only

Livenot checked · found: deploy config, a CI deploy job

Open sourceno

Points15 · 10 × L 2 × 1 × 0.75

NicheSoftware > Web products > B2B SaaS · 20 niche points

4counts as 5

D115

Dicer — Campaign engineBuilt at DicerCampaign and creative data infrastructure with chat onboarding, Slack integration, and scheduled performance reports.

LANDEDnot checkedTEAM x1.25

How this was judged

Landed4 changes on main

Difficulty5 · helper 5, agent +0helper: an app with its own codehelper: its own servicehelper: several serviceshelper: a databasehelper: file storagehelper: a job queuehelper: outside APIshelper: an agent runtimehelper: parts in more than one languagehelper: several deploy targetshelper: tests

Livenot checked · found: deploy config, alert rules

Open sourceno

Points30 · 10 × L 2 × 2 × 0.75

NicheGrowth > Sales & marketing > Ads & attribution · 40 niche points

4counts as 5

D530

Company · Support triageCompany work, shown as totals only

LANDEDTEAM x1.25

How this was judged

Landed4 changes on main

Difficulty6 · helper 6, agent +0helper: an app with its own codehelper: its own servicehelper: a databasehelper: file storagehelper: outside APIs

Livelocal only

Open sourceno

Points40 · 10 × L 2 × 2 × 1.0

NicheGrowth > Operations > Support triage · 53 niche points

4counts as 5

D640

Company · Marketplaces & communitiesCompany work, shown as totals only

LANDEDnot checkedTEAM x1.25

How this was judged

Landed4 changes on main

Difficulty7 · helper 7, agent +0helper: an app with its own codehelper: its own servicehelper: several serviceshelper: a databasehelper: a job queuehelper: outside APIshelper: an ML pipeline

Livenot checked · found: deploy config, error tracking or metrics

Open sourceno

Points80 · 10 × L 2 × 4 × 1.0

NicheSoftware > Web products > Marketplaces & communities · 106 niche points

4counts as 5

D780

Builder Community WebsiteA community website that publishes approved builder stories and event information.

LANDEDnot checked

How this was judged

Landed4 changes on main

Difficulty2 · helper 2, agent +0helper: an app with its own code

Livenot checked · found: deploy config

Open sourceno

Points20 · 10 × L 2 × 1 × 1.0

NicheSoftware > Web products > Marketplaces & communities · 26 niche points

D220

Project Video FeedA video feed that turns project stories into narrated clips.

LANDEDUNCHECKEDSHARED REPO

How this was judged

Landed4 changes on main

Difficulty4 · helper 4, agent +0helper: an app with its own codehelper: its own servicehelper: an ML pipelinehelper: parts in more than one languagehelper: tests

Livelocal only

Open sourceno

Points40 · 10 × L 2 × 2 × 1.0

NicheAI > AI applications > Image & video generation · 52 niche points

D440

Company · Coding agentsCompany work, shown as totals only

LANDEDnot checkedGIT ONLY

counts x1: no teammates in its history

How this was judged

Landed4 changes on main

Difficulty4 · helper 4, agent +0helper: an app with its own codehelper: its own servicehelper: a database

Livenot checked · found: deploy config

Open sourceno · no teammates in its history

Points40 · 10 × L 2 × 2 × 1.0

NicheAI > Agents > Coding agents · 52 niche points

D440

AI builder publicationA publication that explains AI usage costs through guides, source notes, and research experiments.

LANDEDdeployedSHARED REPO

How this was judged

Landed4 changes on main

Difficulty5 · helper 5, agent +0helper: an app with its own codehelper: its own service

Livedeployed to a preview · evidence reported by your agent: a URL a deploy of the repo printed, product analytics in the code · answered today, held at deployed to a preview by what the files show

Open sourceno

Points40 · 10 × L 2 × 2 × 1.0

NicheGrowth > Content & SEO > SEO & content sites · 52 niche points

D540

Browser game platformA browser game platform that combines playable games with player profiles and a coin store.

LANDEDSHARED REPO

How this was judged

Landed4 changes on main

Difficulty5 · helper 5, agent +0helper: an app with its own codehelper: its own servicehelper: a databasehelper: sign-in

Livelocal only

Open sourceno

Points30 · 10 × L 2 × 2 × 0.75

NicheGames > Games > Game development · 39 niche points

D530

Narrative Video GeneratorA content pipeline that turns cultural moments into generated narrative videos.

LANDEDUNCHECKEDGIT ONLY

How this was judged

Landed3 changes on main

Difficulty4 · helper 4, agent +0helper: an app with its own codehelper: outside APIshelper: tests

Livelocal only

Open sourceno

Points30 · 10 × L 2 × 2 × 0.75

NicheAI > AI applications > Image & video generation · 38 niche points

D430

Trades Data CollectionA collection site that recruits skilled workers to contribute training data.

LANDEDUNCHECKEDGIT ONLY

How this was judged

Landed3 changes on main

Difficulty4 · helper 4, agent +0helper: an app with its own codehelper: its own servicehelper: a databasehelper: outside APIs

Livelocal only

Open sourceno

Points30 · 10 × L 2 × 2 × 0.75

NicheAI > Models & ML > Data labeling & synthetic data · 38 niche points

D430

Company · Video & media infrastructureCompany work, shown as totals only

LANDEDTEAM x1.25

How this was judged

Landed3 changes on main

Difficulty3 · helper 3, agent +0helper: an app with its own code

Livelocal only

Open sourceno

Points20 · 10 × L 2 × 1 × 1.0

NicheSoftware > Infrastructure > Video & media infrastructure · 25 niche points

D320

Company · Video & media infrastructureCompany work, shown as totals only

LANDED

counts x1: no teammates in its history

How this was judged

Landed3 changes on main

Difficulty2 · helper 2, agent +0helper: an app with its own code

Livelocal only

Open sourceno · no teammates in its history

Points20 · 10 × L 2 × 1 × 1.0

NicheSoftware > Infrastructure > Video & media infrastructure · 25 niche points

D220

Social Trading TerminalA trading terminal that organizes shared theses and synthesized market discussions.

COMMITTEDUNCHECKEDGIT ONLY

How this was judged

Landed2 changes on main

Difficulty2 · helper 2, agent +0helper: an app with its own codehelper: its own servicehelper: a databasehelper: sign-inhelper: outside APIs

Livelocal only

Open sourceno

Points8 · 10 × L 1 × 1 × 0.75

NicheMarkets > Trading > Market analytics · 10 niche points

D28

Company · Marketplaces & communitiesCompany work, shown as totals only

COMMITTED

counts x1: no teammates in its history

How this was judged

Landed2 changes on main

Difficulty0 · helper 0, agent +0helper: config and glue

Livelocal only

Open sourceno · no teammates in its history

Points10 · 10 × L 1 × 1 × 1.0

NicheSoftware > Web products > Marketplaces & communities · 12 niche points

D010

Company · Video & media infrastructureCompany work, shown as totals only

COMMITTED

counts x1: no teammates in its history

How this was judged

Landed2 changes on main

Difficulty0 · helper 0, agent +0

Livelocal only

Open sourceno · no teammates in its history

Points8 · 10 × L 1 × 1 × 0.75

NicheSoftware > Infrastructure > Video & media infrastructure · 10 niche points

D08

Dicer — Video intelligenceBuilt at DicerVideo-analysis tooling with YouTube source ranking, GPU workers, validated artifacts, and local research reports.

COMMITTEDTEAM x1.25

How this was judged

Landed2 changes on main

Difficulty2 · helper 2, agent +0helper: an app with its own codehelper: outside APIshelper: an ML pipelinehelper: tests

Livelocal only

Open sourceno

Points10 · 10 × L 1 × 1 × 1.0

NicheGrowth > Sales & marketing > Ads & attribution · 12 niche points

D210

Browser audiovisual experienceAn interactive browser experience that combines visual presentation with synthesized music playback.

COMMITTEDGIT ONLYSHARED REPO

How this was judged

Landed2 changes on main

Difficulty2 · helper 2, agent +0helper: an app with its own codehelper: a database

Livelocal only

Open sourceno

Points10 · 10 × L 1 × 1 × 1.0

NicheSoftware > Web products > Consumer apps · 12 niche points

D210

Community event archiveA historical import package that adds prior-event context to a community workspace.

COMMITTEDGIT ONLYSHARED REPO

How this was judged

Landed1 changes on main

Difficulty0 · helper 0, agent +0helper: config and glue

Livelocal only

Open sourceno

Points10 · 10 × L 1 × 1 × 1.0

NicheSoftware > Web products > Marketplaces & communities · 11 niche points

D010

Agent setup scaffoldAn agent project scaffold that supplies initial configuration for future development.

COMMITTEDGIT ONLYSHARED REPO

How this was judged

Landed1 changes on main

Difficulty0 · helper 0, agent +0helper: config and glue

Livelocal only

Open sourceno

Points8 · 10 × L 1 × 1 × 0.75

NicheAI > Agents > Other · 9 niche points

D08

Semantic clustering utilityA semantic clustering utility that groups items by content similarity.

COMMITTEDVERIFIEDGIT ONLY

How this was judged

Landed1 changes on main

Difficulty2 · helper 2, agent +0helper: an app with its own codehelper: outside APIs

Livelocal only

Open sourceno

Points8 · 10 × L 1 × 1 × 0.75

NicheAI > AI applications > Document & data extraction · 9 niche points

D28

Web application starterA web application scaffold that provides a starting point for a browser interface.

COMMITTEDGIT ONLYSHARED REPO

How this was judged

Landed1 changes on main

Difficulty1 · helper 1, agent +0helper: an app with its own code

Livelocal only

Open sourceno

Points8 · 10 × L 1 × 1 × 0.75

NicheSoftware > Web products > Other · 9 niche points

D18

Dicer — Trend analysisBuilt at DicerCross-source trend detection that scores attention spikes, engagement, and freshness across news, search, and social.

COMMITTEDGIT ONLY

counts x1: no teammates in its history

How this was judged

Landed1 changes on main

Difficulty1 · helper 1, agent +0helper: an app with its own code

Livelocal only

Open sourceno · no teammates in its history

Points8 · 10 × L 1 × 1 × 0.75

NicheGrowth > Sales & marketing > Ads & attribution · 9 niche points

D18