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Security and governance controls catch up to the Copilot build-out
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coga alternatives
The best coga alternatives in developer tools, ranked by Sparkpulse's velocity_score.
Updated Aug 20, 2026
Looking for the best alternatives to coga? Sparkpulse tracks and ranks 12 alternatives in developer tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, coga shipped 0 meaningful updates in the last 30 days and carries a velocity score of 0.0 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.
About coga
A gamma-convolution density package that reached completion in 2018 and has coasted since.
coga computes densities, distribution functions and random numbers for convolutions of gamma distributions, with the numerical work in C++ through Rcpp. It has been feature-complete since 1.0.0 in 2018, and every release in the seven years since has been maintenance: a documentation alias for CRAN, a compiler warning, a maintainer email change, and an Rcpp update requiring Rf_error calls to be guarded. The one functional addition in that period, in 1.1.0, was an unexported function added explicitly for research use.
Velocity 0.0 · Last update 41m ago
Top 12 alternatives to coga
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
INFRA · APIS
Canvas agents gain memory, and onboarding moves into the editor
INFRA · APIS
Tailscale is paying down scale in two dimensions: nodes per tailnet, tailnets per org.
INFRA · APIS
authentik 2026.8 ships: Actors, domain-joined Agents, and a push past browser-mediated SSO
INFRA · APIS
Daily tags chasing tracker domain moves, login changes and freeleech detection
INFRA · APIS
Skipper trims a 4x memory regression out of routesrv, days after shipping h2c
INFRA · APIS
CloudStack ships two LTS branches in lockstep and publishes nothing but pointers
INFRA · APIS
Kinsta is moving MyKinsta's controls into its API, one surface per month
INFRA · APIS
Observability lands on OpenTelemetry semconv in the LTS train
INFRA · APIS
Campsis breaks its API on purpose: snake_case throughout, RxODE compatibility cut loose.
INFRA · APIS
A circular-statistics toolkit for animal movement, shipped and then tightened in three weeks.
INFRA · APIS
The model layer under Campsis, renamed in step with it and increasingly JSON-addressable.
coga vs alternatives — shipping velocity at a glance
Velocity score (0–10) and meaningful releases shipped in the last 30 days, from official changelogs. Higher = shipping faster.
| Product | Velocity | Sparks · 30d | Focus areas | Latest release |
|---|---|---|---|---|
| coga (baseline) | 0.0 | 0 | probability-distributionsgamma-convolutionrcpp | — |
| GitHub | 10.0 | 0 | copilotenterprise-governancecode-scanning | — |
| Honeycomb | 7.5 | 2 | observabilitycanvas-agentsanomaly-detection | Anomaly Detection: Now in Beta |
| Tailscale | 6.3 | 0 | networkingscaleapi | — |
| authentik | 6.3 | 1 | identity-providerenterprise-agentsendpoint-identity | authentik 2026.8 goes GA with Actors and domain-joined Agents |
| Jackett | 5.0 | 0 | indexerstorrent-searchmaintenance | — |
| Skipper | 5.0 | 0 | reverse-proxykubernetesmemory-footprint | — |
| Apache CloudStack | 5.0 | 0 | iaaslts-branchesmaintenance-releases | — |
| Kinsta | 5.0 | 0 | managed-wordpresshosting-apibot-protection | — |
| ToolJet | 5.0 | 0 | low-codeopentelemetryself-hosted | — |
| campsis | 3.8 | 1 | pharmacometricsclinical-trial-simulationbreaking-changes | snake_case across the API; RxODE compatibility removed |
| radiatR | 2.5 | 0 | circular-statisticsanimal-movementr-package | First public release |
| campsismod | 2.5 | 0 | pharmacometricsmodel-objectsjson-interface | — |
The 12 best coga alternatives, in depth
1. GitHub · velocity 10.0
Security and governance controls catch up to the Copilot build-out.
Its velocity score of 10.0/10 reflects longer-term release cadence.
Where coga leans on probability distributions, gamma convolution and rcpp, GitHub focuses on copilot, enterprise governance and code scanning.
GitHub and coga have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
2. Honeycomb · velocity 7.5
Canvas agents gain memory, and onboarding moves into the editor.
Over the last 30 days Honeycomb shipped 2 meaningful updates vs coga's 0, most recently “Anomaly Detection: Now in Beta”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where coga leans on probability distributions, gamma convolution and rcpp, Honeycomb focuses on observability, canvas agents and anomaly detection.
Over the last 30 days Honeycomb has been shipping faster than coga — a point in its favour if release momentum matters to you.
3. Tailscale · velocity 6.3
Tailscale is paying down scale in two dimensions: nodes per tailnet, tailnets per org.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where coga leans on probability distributions, gamma convolution and rcpp, Tailscale focuses on networking, scale and api.
Tailscale and coga have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
4. authentik · velocity 6.3
Authentik 2026.8 ships: Actors, domain-joined Agents, and a push past browser-mediated SSO.
Over the last 30 days authentik shipped 1 meaningful update vs coga's 0, most recently “authentik 2026.8 goes GA with Actors and domain-joined Agents”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where coga leans on probability distributions, gamma convolution and rcpp, authentik focuses on identity provider, enterprise agents and endpoint identity.
Over the last 30 days authentik has been shipping faster than coga — a point in its favour if release momentum matters to you.
5. Jackett · velocity 5.0
Daily tags chasing tracker domain moves, login changes and freeleech detection.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where coga leans on probability distributions, gamma convolution and rcpp, Jackett focuses on indexers, torrent search and maintenance.
Jackett and coga have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
6. Skipper · velocity 5.0
Skipper trims a 4x memory regression out of routesrv, days after shipping h2c.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where coga leans on probability distributions, gamma convolution and rcpp, Skipper focuses on reverse proxy, kubernetes and memory footprint.
Skipper and coga have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
7. Apache CloudStack · velocity 5.0
CloudStack ships two LTS branches in lockstep and publishes nothing but pointers.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where coga leans on probability distributions, gamma convolution and rcpp, Apache CloudStack focuses on iaas, lts branches and maintenance releases.
Apache CloudStack and coga have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full Apache CloudStack trajectory → · Compare coga vs Apache CloudStack →
8. Kinsta · velocity 5.0
Kinsta is moving MyKinsta's controls into its API, one surface per month.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where coga leans on probability distributions, gamma convolution and rcpp, Kinsta focuses on managed wordpress, hosting api and bot protection.
Kinsta and coga have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
9. ToolJet · velocity 5.0
Observability lands on OpenTelemetry semconv in the LTS train.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where coga leans on probability distributions, gamma convolution and rcpp, ToolJet focuses on low code, opentelemetry and self hosted.
ToolJet and coga have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
10. campsis · velocity 3.8
Campsis breaks its API on purpose: snake_case throughout, RxODE compatibility cut loose.
Over the last 30 days campsis shipped 1 meaningful update vs coga's 0, most recently “snake_case across the API; RxODE compatibility removed”. Its velocity score of 3.8/10 blends that with longer-term release cadence.
Where coga leans on probability distributions, gamma convolution and rcpp, campsis focuses on pharmacometrics, clinical trial simulation and breaking changes.
Over the last 30 days campsis has been shipping faster than coga — a point in its favour if release momentum matters to you.
11. radiatR · velocity 2.5
A circular-statistics toolkit for animal movement, shipped and then tightened in three weeks.
Its velocity score of 2.5/10 reflects longer-term release cadence; its most recent meaningful update was “First public release”.
Where coga leans on probability distributions, gamma convolution and rcpp, radiatR focuses on circular statistics, animal movement and r package.
radiatR and coga have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
12. campsismod · velocity 2.5
The model layer under Campsis, renamed in step with it and increasingly JSON-addressable.
Its velocity score of 2.5/10 reflects longer-term release cadence.
Where coga leans on probability distributions, gamma convolution and rcpp, campsismod focuses on pharmacometrics, model objects and json interface.
campsismod and coga have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Frequently asked questions
What are the best alternatives to coga?
The top coga alternatives we currently track in developer tools are GitHub, Honeycomb, Tailscale, authentik, Jackett, ranked by recent ship velocity.
How is this list of coga alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare coga directly with one of these alternatives?
Yes — every card has a "Compare with coga" link to a side-by-side /compare page.