Compare · Competitor matrix
Tandem vs every other agent tool,
feature by feature.
101 products. 128 features scored across 15 domains. Tallies and a winner per group. No cherry-picking — where a competitor beats us, we say so (and we're probably building it).
The unique moats
The 4 things no other agent tool does.
Every other product in this matrix can match Tandem on some rows. These four capabilities have no competitor that ships them at all — verified against the full scored matrix below.
Cross-host mesh
Run agents across every box you own — as one machine
No other agent tool deploys and runs work across your own fleet of hosts (laptop, Jetson, server) as a single mesh.
Tandem's mesh joins your devices over an encrypted overlay, so a heavy inference job lands on the GPU box while you drive from the laptop — one control plane, no cloud round-trip, no per-box reconfiguration. Everyone else is single-host or cloud-only.
See it in the matrix →Pre-enriched lead datastore
Start outbound with leads already enriched — not an empty CRM
No other agent tool ships a built-in, pre-enriched lead datastore wired straight into its CRM and outreach.
Founders open Tandem to phone, email and firmographics already attached — the enrich pipeline + Leads + CRM are one surface, not three SaaS subscriptions you stitch together. The agent can prospect, enrich and reach out without you wiring a single integration.
See it in the matrix →Finance & vibe-trading skills
A quant desk in the box — pricing, hedging, backtests, on the agent
No other agent tool bundles a 90+ skill quantitative-finance toolkit — options pricing, factor models, execution, backtesting — as first-class agent skills.
Traders get derivatives pricing, portfolio construction, slippage and microstructure models, regime detection and prediction-market edge as native skills the agent can invoke — not a chatbot guessing, but a vetted quant library. Nobody else in the matrix ships finance as a built-in.
See it in the matrix →Trending project discovery
See what's breaking out before it's obvious — built in
No other agent tool ships native trending-project / inbound discovery that surfaces what's gaining momentum across the sources you watch.
Tandem monitors your accounts, feeds and repos and ranks what's accelerating — so you act on a breakout while it's still early, and remix the best item into a draft in one move. Everyone else makes you go check the feeds yourself.
See it in the matrix →Per-competitor deep dives
Want the long-form, one-on-one breakdown? Each of these has its own page with intro copy and a focused table.
§0Overall leaderboard
Every product scored against the full Tandem feature set. Tandem doesn't always win — knowledge-base and vault rows skew our totals, but governance and multi-pane terminal rows skew against us.
●Have it (1.0) ◐Partial (0.5) ○Missing (0) —Not applicable (excluded)
Total score · all 15 feature groups · out of 128
🥇 TandemUS 108.0/128
🥈 OpenLegion 57.5/128
🥉 Google Antigravity 53.0/128
#4 Paperclip 49.0/128
#5 n8n 48.0/128
#6 BridgeMind 46.5/128
#7 Omnigent 46.0/128
#8 MindStudio 45.0/128
#9 Obsidian Hivemind 43.0/128
#10 StackAI 41.0/128
#11 Copilot Studio 40.5/128
#12 Hermes Agent 40.0/128
#13 Goose 38.5/128
#14 Valo 36.5/128
#15 Zapier 35.0/128
#16 Warp 34.0/128
#17 Cognition (Devin) 33.0/128
#18 Claude Code 32.5/128
#19 Composio Agent Orchestrator 32.0/128
#20 CrewAI 32.0/128
#21 Polsia 32.0/128
#22 AionUi 31.5/128
#23 Cursor 31.0/128
#24 CLI Agent Orchestrator 30.5/128
#25 Graphed 30.0/128
#26 OpenClaw 29.5/128
#27 xpander.ai 29.5/128
#28 Odysseus 29.0/128
#29 GitHub Copilot 28.5/128
#30 Vellum 28.0/128
#31 Gumloop 27.0/128
#32 Hermes Agent OS 27.0/128
#33 OpenHuman 27.0/128
#34 Windsurf / Devin Desktop 25.5/128
#35 Taskade 25.0/128
#36 Microsoft Conductor 24.5/128
#37 Glean Agents 22.5/128
#38 Dust 22.0/128
#39 Factory AI (Droids) 22.0/128
#40 LangSmith 22.0/128
#41 OpenHands (All Hands AI) 22.0/128
#42 Cline (CLI + Agent SDK) 20.0/128
#43 Activepieces 19.5/128
#44 Claude (claude.ai) 19.5/128
#45 Lindy 19.5/128
#46 Dify 19.0/128
#47 Ralph TUI 19.0/128
#48 Codegen 18.0/128
#49 Relevance AI 18.0/128
#50 Kilo Code 17.5/128
#51 Augment Code Intent (Auggie) 17.0/128
#52 Cleo 17.0/128
#53 Genspark 17.0/128
#54 Relay.app 16.5/128
#55 Sim (Sim Studio) 16.5/128
#56 SmythOS 16.5/128
#57 Vellum Assistant 16.5/128
#58 Open Generative AI 16.0/128
#59 Replit 16.0/128
#60 Claude Desktop 15.5/128
#61 Cohere North 15.5/128
#62 Higgsfield 15.5/128
#63 Mastra 15.5/128
#64 Lyzr AI 15.0/128
#65 Obsilo 15.0/128
#66 Talkdesk 15.0/128
#67 Botpress 14.5/128
#68 LangChain Open SWE 14.5/128
#69 Pi Coding Agent 14.0/128
#70 ViMax (HKUDS) 14.0/128
#71 Witsy 14.0/128
#72 Zencoder 14.0/128
#73 ComfyUI 13.5/128
#74 Runway (Gen-3/4) 13.5/128
#75 AutoGPT Platform 13.0/128
#76 MobileVibe 13.0/128
#77 fal.ai 13.0/128
#78 Observer AI 12.5/128
#79 Vault Operator 12.5/128
#80 Accio Work 11.5/128
#81 Kiro (AWS) 11.5/128
#82 Msty Studio 11.5/128
#83 Sentrial 11.5/128
#84 Charlie Labs (Charlie / Daemons) 11.0/128
#85 HyperAgent (Hyperbrowser) 11.0/128
#86 Factory Droid (CLI) 10.5/128
#87 Pika 10.0/128
#88 Seedance (ByteDance) 10.0/128
#89 Cherry Studio 9.5/128
#90 Pinokio 9.5/128
#91 Sourcegraph Amp 9.5/128
#92 Tembo 9.5/128
#93 Continue CLI (cn) 8.5/128
#94 Trae / Trae SOLO (ByteDance) 8.5/128
#95 Cosine (Genie) 8.0/128
#96 Lapu AI 8.0/128
#97 Simular (Sai) 8.0/128
#98 Leon 7.5/128
#99 Mistral Vibe CLI (Devstral 2) 6.5/128
#100 Tessl 6.0/128
#101 5ire 5.5/128
§1Master table — all 101 products in one grid
Every feature, every product, one Notion-style table. Rows grouped by feature category. Per-group and overall tallies inline. Scroll horizontally — this is a wide table.
| Feature | TandemUS | 5ire | Accio Work | Activepieces | AionUi | Augment Code… | AutoGPT Plat… | Botpress | BridgeMind | CLI Agent Or… | Charlie Labs… | Cherry Studio | Claude (clau… | Claude Code | Claude Desktop | Cleo | Cline (CLI +… | Codegen | Cognition (D… | Cohere North | ComfyUI | Composio Age… | Continue CLI… | Copilot Studio | Cosine (Genie) | CrewAI | Cursor | Dify | Dust | Factory AI (… | Factory Droi… | Genspark | GitHub Copilot | Glean Agents | Google Antig… | Goose | Graphed | Gumloop | Hermes Agent | Hermes Agent… | Higgsfield | HyperAgent (… | Kilo Code | Kiro (AWS) | LangChain Op… | LangSmith | Lapu AI | Leon | Lindy | Lyzr AI | Mastra | Microsoft Co… | MindStudio | Mistral Vibe… | MobileVibe | Msty Studio | Observer AI | Obsidian Hiv… | Obsilo | Odysseus | Omnigent | Open Generat… | OpenClaw | OpenHands (A… | OpenHuman | OpenLegion | Paperclip | Pi Coding Ag… | Pika | Pinokio | Polsia | Ralph TUI | Relay.app | Relevance AI | Replit | Runway (Gen-… | Seedance (By… | Sentrial | Sim (Sim Stu… | Simular (Sai) | SmythOS | Sourcegraph … | StackAI | Talkdesk | Taskade | Tembo | Tessl | Trae / Trae … | Valo | Vault Operator | Vellum | Vellum Assis… | ViMax (HKUDS) | Warp | Windsurf / D… | Witsy | Zapier | Zencoder | fal.ai | n8n | xpander.ai |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Task & project management | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| Kanban board | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ |
| Task pipeline (inbox → done) | ● | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ◐ | ○ | ◐ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ○ | ◐ | ○ | ○ | ◐ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ○ | ● | ○ |
| Multi-project | ● | ○ | ◐ | ○ | ● | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ● | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ◐ | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ○ | ● | ○ |
| Drag-drop reorder | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ |
| Task dependencies (blocks/blocked_by) | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ○ | ◐ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Token budgets per task | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Per-agent daily/monthly budget caps | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ |
| Retry counter + auto-escalation | ● | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ◐ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ |
| Audit log per task | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ◐ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ◐ | ○ | ○ | ◐ | ○ | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ◐ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ● | ◐ |
| Goal tracking + streaks | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Roadmap page | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ |
| ↑ Tally / 11 | 11 | 0 | 0.5 | 0.5 | 2.5 | 0.5 | 0 | 0 | 6 | 1 | 1.5 | 0 | 1.5 | 1.5 | 0 | 2.5 | 2 | 0.5 | 1 | 0.5 | 0 | 4 | 0 | 6 | 0 | 3.5 | 1.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4.5 | 3.5 | 3 | 2 | 4 | 3.5 | 0 | 0 | 0 | 0.5 | 0 | 2.5 | 0 | 0 | 1 | 0 | 0 | 1.5 | 3.5 | 0 | 0.5 | 0 | 0 | 5 | 0 | 0.5 | 1.5 | 0 | 0 | 0 | 0 | 6 | 8 | 0 | 0 | 0 | 3.5 | 3.5 | 1 | 0 | 2.5 | 0 | 0 | 1.5 | 0 | 0 | 0 | 0 | 5 | 0 | 6 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 5 | 1 | 0 | 5.5 | 0.5 |
| Terminal & shell | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| Integrated web terminal | ● | ○ | ◐ | ○ | ● | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ○ | ● | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ◐ | ● | ◐ | ○ | ○ | ○ | ○ | ○ |
| tmux session persistence | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Multi-pane grids (2–16 panes) | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| GPU-accelerated (WebGL) | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Native shell (node-pty) | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ |
| OSC 133 command blocks | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Warp-style collapsible blocks | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Drag-drop pane reorg | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Theme library (20+) | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| ↑ Tally / 9 | 7 | 0 | 0.5 | 0 | 1.5 | 0 | 0 | 0 | 5.5 | 2.5 | 0 | 0 | 0 | 2 | 3 | 0 | 0 | 0 | 2.5 | 0 | 0 | 2.5 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 3.5 | 2 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 1 | 0 | 0 | 0 | 0 | 0.5 | 4 | 0 | 0 | 0 | 0 | 1 | 0 | 1.5 | 0 | 1 | 0 | 2 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 1 | 2 | 0 | 0 | 0 | 0 | 6 | 2 | 0.5 | 0 | 0 | 0 | 0 | 0 |
| Agent orchestration | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| Named agent roster | ● | ○ | ● | ○ | ● | ● | ○ | ◐ | ● | ● | ● | ● | ○ | ● | ○ | ◐ | ◐ | ◐ | ● | ● | ○ | ● | ○ | ● | ◐ | ● | ● | ○ | ● | ● | ○ | ◐ | ◐ | ● | ● | ◐ | ● | ● | ● | ● | ○ | ○ | ● | ◐ | ● | ● | ○ | ○ | ● | ○ | ● | ● | ● | ◐ | ◐ | ● | ● | ● | ○ | ○ | ● | ○ | ● | ○ | ○ | ● | ● | ◐ | ○ | ○ | ● | ○ | ● | ● | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ● | ● | ○ | ○ | ◐ | ● | ○ | ● | ○ | ● | ◐ | ● | ○ | ● | ● | ○ | ● | ● |
| Multi-agent swarm / parallel | ● | ○ | ● | ◐ | ● | ● | ◐ | ○ | ● | ● | ◐ | ○ | ○ | ● | ◐ | ○ | ● | ● | ● | ◐ | ○ | ● | ◐ | ● | ● | ● | ● | ◐ | ● | ● | ● | ● | ● | ● | ● | ● | ● | ● | ● | ● | ○ | ○ | ● | ● | ● | ◐ | ○ | ○ | ● | ● | ● | ● | ● | ● | ◐ | ◐ | ◐ | ● | ◐ | ○ | ● | ○ | ● | ● | ○ | ● | ● | ◐ | ○ | ○ | ● | ● | ◐ | ● | ● | ○ | ○ | ○ | ◐ | ○ | ● | ● | ● | ● | ● | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ● | ● | ○ | ◐ | ● | ○ | ● | ● |
| Deterministic YAML workflows (DAG) | ● | ○ | ○ | ● | ○ | ○ | ◐ | ◐ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ● | ○ |
| Blackboard / inter-agent mailbox | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ◐ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ |
| Agent claim / atomic lock | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Per-agent ACL / permission matrix | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ◐ | ● | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ● | ◐ | ○ | ○ | ● | ● | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ◐ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ● | ● | ◐ | ● | ○ | ○ | ○ | ○ | ● | ● | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ● | ○ | ● | ● | ● | ● | ○ | ● | ○ | ○ | ● | ○ | ○ | ● | ● |
| Worktree / sandbox isolation | ● | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ● | ○ | ○ | ● | ● | ● | ○ | ○ | ● | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ◐ | ● | ○ | ● | ○ | ● | ● | ◐ | ○ | ● | ○ | ○ | ○ | ● | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ● | ● | ○ | ● | ● | ◐ | ○ | ○ | ◐ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ● |
| Per-agent chat UI | ● | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ● | ◐ | ○ | ○ | ● | ● | ● | ● | ● | ◐ | ● | ○ | ○ | ◐ | ○ | ● | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ◐ | ● | ● | ● | ● | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ● | ○ | ● | ○ | ○ | ● | ○ | ◐ | ● | ○ | ● | ○ | ◐ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ● | ○ | ● | ◐ | ○ | ○ | ● | ○ | ● | ○ | ○ | ● | ● |
| Pause / resume controls | ● | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ◐ | ◐ | ◐ | ○ | ○ | ◐ | ◐ | ○ | ◐ | ○ | ◐ | ○ | ○ | ● | ○ | ◐ | ○ | ◐ | ● | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ◐ | ◐ | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ● | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ● | ● | ○ | ● | ○ | ○ | ● | ○ |
| Agent heartbeat monitoring | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ◐ | ○ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ |
| 100+ LLM providers (BYOK) | ● | ◐ | ○ | ◐ | ● | ○ | ◐ | ◐ | ◐ | ◐ | ○ | ● | ○ | ● | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ● | ● | ● | ○ | ○ | ● | ◐ | ◐ | ○ | ○ | ◐ | ○ | ● | ● | ● | ○ | ◐ | ● | ○ | ◐ | ● | ○ | ○ | ○ | ◐ | ● | ◐ | ● | ○ | ◐ | ● | ○ | ● | ◐ | ◐ | ● | ○ | ● | ● | ◐ | ● | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ◐ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ◐ | ◐ | ○ | ◐ | ◐ | ◐ | ○ | ● | ● |
| Voice-to-code / voice input | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ● | ● | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ● | ● | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ◐ | ○ | ● | ◐ | ○ | ○ | ◐ | ◐ | ○ | ◐ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ |
| MCP server (expose tools) | ● | ○ | ○ | ● | ● | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ● | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ● | ● | ● | ○ | ○ | ○ | ● | ● | ● | ● | ● | ● | ◐ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ● | ● | ● | ○ | ● | ○ | ● | ● | ● | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ● | ○ | ○ | ● | ○ | ● | ● | ● |
| MCP client (consume others' tools) | ● | ● | ● | ◐ | ● | ◐ | ○ | ○ | ● | ● | ○ | ● | ● | ● | ● | ○ | ● | ● | ● | ● | ○ | ○ | ● | ● | ○ | ● | ● | ● | ● | ● | ● | ● | ● | ● | ● | ● | ○ | ● | ● | ● | ○ | ● | ● | ● | ● | ◐ | ○ | ○ | ○ | ○ | ● | ● | ◐ | ● | ○ | ● | ○ | ● | ● | ● | ● | ○ | ● | ● | ● | ● | ◐ | ◐ | ○ | ○ | ○ | ◐ | ● | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ● | ● | ○ | ● | ◐ | ◐ | ● | ● | ○ | ● | ○ | ○ | ● | ● | ● | ● | ● | ○ | ● | ● |
| Template agent teams | ● | ○ | ● | ○ | ● | ◐ | ◐ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ● | ● | ● | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ● | ○ | ○ | ◐ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ● | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ● | ◐ |
| In-house LLM benchmarking | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ |
| Cost-aware multi-model routing | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ● | ○ | ◐ | ● | ◐ | ◐ | ○ | ○ | ◐ | ◐ | ○ | ◐ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ● | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ◐ | ◐ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ◐ | ○ | ○ | ◐ | ○ | ● | ○ |
| Worktree isolation per agent | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ● | ○ | ● | ○ | ● | ● | ◐ | ○ | ● | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ● | ○ | ● | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ |
| Multi-harness CLI wrapping (Codex/Cursor/Pi) | ● | ○ | ○ | ○ | ● | ● | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ |
| Live session share + co-drive (execute-on-host) | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| ↑ Tally / 20 | 19.5 | 1.5 | 4.5 | 3.5 | 11.5 | 7.5 | 2 | 1.5 | 14 | 11.5 | 2.5 | 3.5 | 3 | 10 | 3.5 | 3 | 7.5 | 5 | 8.5 | 3.5 | 0 | 8.5 | 3 | 11.5 | 1.5 | 9.5 | 11 | 5 | 6 | 8 | 6 | 4 | 9 | 6.5 | 13 | 11.5 | 8.5 | 8.5 | 11 | 7 | 0 | 2.5 | 9 | 4.5 | 5.5 | 5 | 0.5 | 0.5 | 4 | 4 | 7.5 | 9.5 | 11 | 3 | 5 | 4 | 2 | 12 | 4 | 4.5 | 15 | 0 | 8.5 | 6.5 | 4.5 | 15 | 14 | 4 | 0 | 0 | 6.5 | 7 | 4.5 | 4.5 | 3 | 0 | 0 | 1.5 | 3 | 0.5 | 5 | 3 | 10.5 | 4.5 | 6.5 | 3 | 2.5 | 2 | 7 | 2.5 | 8.5 | 2 | 3 | 10.5 | 9.5 | 3 | 8.5 | 4.5 | 1 | 11.5 | 9.5 |
| Security & governance | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| Localhost-only default | ● | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ● | ○ | ● | ○ | ◐ | ● | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ |
| Docker container isolation per agent | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ● | ● | ◐ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ○ |
| Vault credential proxy | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ |
| Three-zone trust model | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Non-root + no-new-privileges | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Per-agent RAM / CPU limits | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Approval inbox (HITL) | ● | ○ | ○ | ● | ● | ● | ○ | ● | ● | ◐ | ○ | ○ | ○ | ● | ◐ | ◐ | ● | ● | ○ | ● | ○ | ◐ | ● | ● | ○ | ● | ● | ● | ● | ● | ◐ | ○ | ● | ● | ◐ | ● | ○ | ● | ○ | ○ | ○ | ○ | ● | ◐ | ● | ● | ● | ○ | ● | ○ | ● | ● | ◐ | ● | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ◐ | ○ | ◐ | ● | ◐ | ○ | ○ | ◐ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ◐ | ◐ | ◐ | ○ | ◐ | ● | ● | ● | ◐ | ○ | ● | ○ | ○ | ● | ◐ | ○ | ● | ● |
| Deterministic audit trail | ● | ○ | ○ | ◐ | ◐ | ◐ | ○ | ○ | ◐ | ◐ | ◐ | ○ | ○ | ◐ | ○ | ● | ○ | ◐ | ◐ | ● | ○ | ◐ | ○ | ● | ○ | ◐ | ○ | ○ | ● | ● | ○ | ○ | ◐ | ● | ◐ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ● | ○ | ● | ● | ○ | ○ | ○ | ○ | ● | ● | ○ | ● | ○ | ○ | ◐ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ◐ | ○ | ● | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ● | ● | ○ | ○ | ● | ○ | ◐ | ◐ | ● | ○ | ○ | ● | ○ | ○ | ● | ◐ | ○ | ● | ◐ |
| SOC-2 / HIPAA / enterprise compliance | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ● | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ● | ● | ○ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ◐ | ○ | ● | ● | ○ | ● | ● |
| Hardened sandbox code execution | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ● | ● | ● | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ◐ | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ◐ | ● | ○ | ◐ | ● | ○ | ● | ◐ | ◐ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ◐ | ○ | ● | ○ | ● | ◐ | ○ | ○ | ◐ | ○ | ● | ● |
| Agent kill switch + audit-log monitor | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Supply-chain package install protection | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| On-screen secret redaction (streamer mode) | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Cloud disposable sandboxes (Modal/e2b per session) | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ◐ | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ |
| Declarative policy engine (CEL + ask-approval + 3-tier) | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ |
| ↑ Tally / 15 | 11.5 | 0.5 | 0 | 2 | 2 | 1.5 | 0 | 1 | 3 | 2 | 0.5 | 0 | 0 | 3 | 1.5 | 2 | 1 | 4.5 | 4 | 3.5 | 0 | 2.5 | 1 | 5.5 | 1 | 2.5 | 3.5 | 1 | 3 | 3.5 | 1 | 0 | 4.5 | 3.5 | 3.5 | 5.5 | 1.5 | 1.5 | 2.5 | 0 | 0 | 1 | 1 | 1 | 3.5 | 3 | 3 | 1 | 1 | 2.5 | 1 | 3 | 3 | 1 | 0 | 0 | 0 | 4.5 | 3 | 1.5 | 9.5 | 0 | 2.5 | 4 | 1 | 10.5 | 8 | 2 | 0 | 0 | 3 | 1.5 | 1 | 2.5 | 2 | 0 | 0 | 1.5 | 0 | 1.5 | 2 | 0 | 6 | 2.5 | 0.5 | 1 | 2.5 | 0.5 | 6.5 | 2.5 | 4 | 4.5 | 0 | 5.5 | 1.5 | 0 | 4 | 2.5 | 0 | 5.5 | 4 |
| Browser & web automation | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| Real-browser CDP automation | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ◐ | ○ | ○ | ◐ | ● | ○ | ● | ● | ○ | ● | ◐ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ● | ◐ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ◐ | ○ |
| Stealth browser (Camoufox) | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Uses real logged-in Chrome | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Multi-daemon parallel browsers | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Skill files per site | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Screen capture / annotation | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ |
| OS-level desktop GUI automation | ◐ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ |
| ↑ Tally / 7 | 6 | 0 | 1.5 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0.5 | 1 | 1 | 0 | 0.5 | 0 | 3.5 | 0 | 0 | 0 | 0 | 1.5 | 0 | 1 | 1.5 | 0 | 0.5 | 0 | 0 | 0.5 | 1 | 0 | 4.5 | 2 | 0 | 1.5 | 1.5 | 0 | 0 | 4 | 0.5 | 0 | 0 | 0 | 1.5 | 0 | 0.5 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 1 | 1 | 0 | 1.5 | 0 | 0 | 2 | 0.5 | 0 | 4.5 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 2.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 3 | 0 | 3 | 0 | 0 | 0 | 1 | 0.5 | 0 | 1 | 0 | 0.5 | 0 |
| Knowledge & vault | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| Obsidian vault integration | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Wiki / knowledge base | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ◐ | ○ | ○ | ◐ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ |
| Raw → wiki ingestion pipeline | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Daily notes | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Weekly review workflow | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Markdown-as-source-of-truth | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Agent memory (vector search) | ● | ◐ | ○ | ○ | ○ | ◐ | ○ | ● | ◐ | ◐ | ○ | ◐ | ● | ● | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ● | ● | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ◐ | ◐ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ◐ | ◐ | ● | ● | ○ | ● | ○ | ○ | ● | ◐ | ● | ● | ● | ○ | ○ | ◐ | ○ | ● | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ◐ | ● | ○ | ● | ○ | ● | ○ | ○ | ○ | ● | ● | ● | ● | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ● | ● |
| Auto context management | ● | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ● | ◐ | ● | ○ | ◐ | ● | ◐ | ● | ● | ◐ | ● | ○ | ○ | ◐ | ○ | ● | ● | ● | ● | ◐ | ● | ○ | ○ | ○ | ● | ● | ● | ● | ◐ | ◐ | ◐ | ◐ | ○ | ○ | ● | ○ | ● | ● | ○ | ○ | ○ | ○ | ◐ | ● | ● | ○ | ○ | ◐ | ○ | ◐ | ◐ | ◐ | ● | ○ | ○ | ○ | ● | ◐ | ◐ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ◐ | ○ | ○ | ◐ | ● | ◐ | ● | ◐ | ○ | ● | ● | ○ | ● | ● | ○ | ● | ◐ |
| Codebase knowledge graph | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ● | ○ | ○ | ○ |
| Trending project discovery | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Vault knowledge graph (force-directed) | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Deep research → rendered report | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ◐ | ○ | ● | ○ | ◐ | ◐ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ◐ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ |
| Pre-LLM context/token compression | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ |
| ↑ Tally / 13 | 12.5 | 0.5 | 0 | 0 | 1 | 2.5 | 0 | 1.5 | 6.5 | 1 | 2 | 1 | 3 | 4.5 | 1 | 1.5 | 1 | 1 | 3 | 2 | 0 | 0.5 | 0 | 3.5 | 1.5 | 2 | 1.5 | 2.5 | 3.5 | 1.5 | 0 | 1 | 1.5 | 3.5 | 6 | 2 | 2 | 1.5 | 1.5 | 6.5 | 0 | 0 | 1.5 | 0 | 1.5 | 2.5 | 0 | 1 | 0.5 | 1 | 2.5 | 1.5 | 4 | 0 | 0 | 2 | 0.5 | 6 | 4.5 | 2.5 | 1.5 | 0 | 0.5 | 0.5 | 7.5 | 1.5 | 2 | 1.5 | 0 | 0.5 | 3.5 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 1.5 | 0.5 | 1.5 | 2 | 4 | 1 | 1.5 | 0 | 0 | 0.5 | 5.5 | 4.5 | 2 | 2.5 | 0 | 1.5 | 2 | 1 | 2 | 2 | 0 | 3 | 1.5 |
| Integrations | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| Slack | ● | ○ | ◐ | ● | ◐ | ○ | ◐ | ● | ○ | ● | ● | ○ | ● | ● | ○ | ● | ◐ | ● | ● | ● | ○ | ● | ○ | ● | ● | ● | ● | ○ | ● | ● | ◐ | ○ | ● | ● | ● | ● | ● | ● | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ● | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ● | ● | ● | ● | ○ | ○ | ○ | ○ | ● | ● | ○ | ● | ○ | ○ | ● | ○ | ○ | ● | ● |
| Discord | ● | ○ | ○ | ● | ○ | ○ | ◐ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ |
| Telegram / WhatsApp | ● | ○ | ○ | ◐ | ● | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ |
| Webhooks | ● | ○ | ○ | ● | ○ | ○ | ● | ● | ○ | ● | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ● | ○ | ● | ○ | ● | ◐ | ◐ | ● | ● | ○ | ○ | ● | ○ | ● | ○ | ● | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ○ | ● | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ● | ● | ◐ | ● | ● | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ● | ● | ○ | ● | ○ | ● | ● | ● | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ◐ | ● | ○ | ○ | ● | ● |
| Scheduled jobs (cron) | ● | ○ | ● | ● | ● | ○ | ● | ● | ○ | ● | ● | ○ | ● | ● | ● | ● | ● | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ● | ◐ | ○ | ● | ● | ○ | ○ | ● | ● | ● | ● | ● | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ● | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ● | ○ | ● | ○ | ○ | ● | ● | ◐ | ● | ● | ○ | ○ | ◐ | ● | ○ | ● | ● | ● | ○ | ○ | ○ | ● | ◐ | ● | ○ | ● | ○ | ● | ● | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ● | ○ | ◐ | ● | ○ | ○ | ● | ● |
| CRM | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ● | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ |
| GitHub | ● | ○ | ○ | ● | ○ | ● | ● | ◐ | ◐ | ◐ | ● | ○ | ● | ● | ○ | ○ | ● | ● | ● | ○ | ○ | ● | ● | ◐ | ● | ◐ | ● | ○ | ● | ● | ● | ○ | ● | ● | ● | ● | ● | ● | ○ | ○ | ○ | ○ | ● | ◐ | ● | ● | ○ | ○ | ◐ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ◐ | ○ | ◐ | ● | ● | ◐ | ● | ○ | ○ | ○ | ● | ○ | ● | ◐ | ● | ○ | ○ | ○ | ● | ○ | ◐ | ● | ● | ○ | ◐ | ● | ◐ | ◐ | ◐ | ○ | ● | ○ | ○ | ● | ● | ○ | ● | ● | ○ | ● | ◐ |
| Local LLM | ● | ● | ◐ | ◐ | ● | ○ | ● | ○ | ◐ | ○ | ○ | ● | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ◐ | ● | ○ | ○ | ● | ● | ○ | ○ | ◐ | ● | ○ | ○ | ● | ◐ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ● | ○ | ● | ● | ○ | ○ | ● | ○ | ● | ● | ● | ● | ● | ● | ○ | ● | ● | ● | ● | ◐ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ◐ | ○ | ◐ | ○ | ● | ○ | ○ | ○ | ● | ● |
| Plugin SDK with RPC | ● | ○ | ○ | ● | ○ | ○ | ○ | ● | ◐ | ● | ○ | ○ | ○ | ● | ○ | ○ | ● | ◐ | ○ | ○ | ◐ | ● | ○ | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ● | ● | ◐ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ◐ | ○ | ◐ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ● |
| Bundled password manager (vaultwarden) | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Social-media multi-platform posting | ● | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ |
| Calendar / scheduling / booking (cal.com) | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ |
| OAuth integration hub (100+ apps) | ◐ | ○ | ◐ | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ● | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ● |
| ↑ Tally / 13 | 12.5 | 1 | 2.5 | 9 | 3.5 | 1 | 5.5 | 8.5 | 1.5 | 6.5 | 3.5 | 1 | 4.5 | 5.5 | 2 | 4 | 5.5 | 3.5 | 2.5 | 2.5 | 0.5 | 5 | 3 | 7 | 2 | 5.5 | 3.5 | 2 | 6 | 4 | 2.5 | 1 | 5 | 5 | 7.5 | 5.5 | 7 | 8.5 | 6 | 1 | 0.5 | 1 | 2 | 0.5 | 2 | 1 | 1 | 2 | 8.5 | 2.5 | 1.5 | 1 | 8 | 1 | 0 | 1.5 | 4 | 7 | 1.5 | 4 | 2 | 0 | 7 | 5 | 6 | 6.5 | 4.5 | 2 | 0 | 1.5 | 3 | 0 | 6.5 | 5.5 | 2 | 0 | 0 | 1.5 | 6.5 | 0.5 | 4 | 1 | 6.5 | 3 | 6.5 | 4 | 1 | 1 | 3 | 1 | 3.5 | 3 | 0 | 4.5 | 1 | 2 | 11 | 1 | 0 | 11.5 | 6.5 |
| Dashboards & observability | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| Live fleet dashboard | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ● | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ● | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ● | ○ | ● | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ◐ | ○ | ● | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ○ | ● | ● | ○ | ○ | ○ | ● | ◐ | ○ | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ● | ○ | ● | ○ | ○ | ● | ◐ |
| Per-agent cost tracking (real-time) | ● | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ● | ● | ◐ | ○ | ○ | ○ | ● | ◐ | ● | ◐ | ◐ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ◐ | ◐ | ○ | ● | ◐ | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ○ | ○ | ● | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ● | ◐ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ● | ○ | ○ | ● | ● | ○ | ○ | ◐ | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ◐ | ○ | ◐ | ◐ | ○ | ◐ | ◐ |
| Agent heartbeat / health | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ |
| Per-agent chat UI | ● | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ● | ● | ● | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ● | ○ | ○ | ● | ◐ | ● | ◐ | ● | ● | ● | ● | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ● | ○ | ◐ | ● | ○ | ● | ● | ◐ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ● |
| Pause / resume UI | ● | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ● | ○ | ● | ○ | ○ | ● | ○ |
| Pipeline status | ● | ○ | ○ | ● | ◐ | ◐ | ◐ | ◐ | ● | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ◐ | ◐ | ○ | ○ | ● | ◐ | ● | ○ | ● | ◐ | ● | ◐ | ○ | ○ | ○ | ● | ◐ | ● | ○ | ● | ● | ● | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ○ | ◐ | ◐ | ◐ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ◐ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ● | ● | ● | ○ | ○ | ○ | ● | ● | ○ | ◐ | ○ | ● | ● | ◐ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ● | ◐ | ○ | ● | ○ | ○ | ● | ◐ |
| Session persistence across hard refresh | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ● | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ◐ | ● | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ |
| Auto session-file repair | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| ↑ Tally / 8 | 7 | 0.5 | 0 | 1 | 2.5 | 2 | 1.5 | 1 | 5 | 3 | 0 | 0 | 1 | 3 | 1.5 | 2 | 1.5 | 1.5 | 5 | 0.5 | 0 | 5 | 0.5 | 3.5 | 0.5 | 4 | 3 | 1.5 | 0.5 | 2.5 | 0 | 0 | 3.5 | 1.5 | 6.5 | 1.5 | 6 | 2 | 5 | 3 | 0 | 0 | 1.5 | 2 | 0 | 4 | 0.5 | 0 | 1.5 | 2 | 0.5 | 5 | 5 | 0 | 2.5 | 0 | 0 | 2 | 0 | 2 | 5.5 | 0 | 4 | 2 | 1 | 6.5 | 7.5 | 0 | 0 | 0 | 4 | 3.5 | 1 | 2 | 1 | 0 | 0 | 4 | 2 | 0 | 0.5 | 1.5 | 5.5 | 3 | 0.5 | 0.5 | 0 | 0.5 | 4.5 | 0 | 3 | 0.5 | 0 | 3.5 | 4 | 0 | 3.5 | 0.5 | 0 | 5.5 | 2.5 |
| Deployment | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| Self-hosted | ● | ● | ○ | ● | ● | ○ | ● | ○ | ◐ | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ● | ● | ● | ● | ○ | ◐ | ● | ○ | ● | ● | ◐ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ● | ● | ○ | ● | ● | ○ | ● | ● | ◐ | ● | ○ | ● | ● | ● | ◐ | ● | ● | ● | ● | ● | ● | ● | ● | ● | ● | ● | ● | ● | ● | ● | ○ | ● | ● | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ◐ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ● | ● | ● | ● | ● | ◐ | ○ | ● | ○ | ○ | ○ | ● | ● |
| Managed SaaS | ◐ | ○ | ◐ | ● | ○ | ● | ● | ● | ● | ○ | ● | ○ | ● | ● | ● | ● | ○ | ● | ● | ● | ○ | ○ | ○ | ● | ● | ● | ● | ● | ● | ● | ○ | ● | ● | ● | ● | ○ | ● | ● | ○ | ○ | ● | ● | ◐ | ● | ● | ● | ○ | ○ | ● | ● | ● | ○ | ● | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ● | ● | ○ | ○ | ● | ○ | ● | ○ | ● | ● | ● | ● | ○ | ● | ● | ● | ● | ● | ● | ● | ● | ● | ○ | ● | ○ | ○ | ● | ● | ○ | ● | ● | ○ | ● | ● | ● | ● | ● |
| Air-gapped / on-prem | ● | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ● | ○ | ● | ○ | ● | ○ | ● | ○ | ● | ◐ | ● | ◐ | ○ | ○ | ◐ | ◐ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ◐ | ◐ | ● | ◐ | ○ | ● | ○ | ◐ | ● | ◐ | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● |
| Docker-based install | ◐ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ● | ● | ● | ● | ● | ● | ● | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● |
| Three-command install | ● | ○ | ○ | ○ | ● | ○ | ● | ○ | ● | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ● | ○ | ● | ○ | ◐ | ● | ● | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ |
| Cross-host mesh deployment | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ |
| Mobile / installable PWA | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ● | ○ | ● | ◐ | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Native desktop app (OS notifications) | ◐ | ◐ | ● | ○ | ● | ● | ○ | ○ | ● | ○ | ○ | ● | ● | ○ | ● | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ● | ○ | ● | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ● | ○ | ○ | ○ | ● | ◐ | ● | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ● | ○ | ○ | ● | ○ | ● | ● | ● | ○ | ◐ | ○ | ○ | ○ |
| ↑ Tally / 8 | 6 | 1.5 | 1.5 | 3.5 | 4.5 | 2 | 4 | 1 | 3.5 | 3 | 1 | 1.5 | 3 | 2 | 2 | 1 | 1 | 2 | 2.5 | 3 | 2 | 4 | 1 | 2 | 1.5 | 4 | 2 | 4 | 2.5 | 2.5 | 1 | 2 | 2 | 2.5 | 3 | 4.5 | 1 | 1 | 5 | 1 | 1 | 2.5 | 1.5 | 2 | 2 | 4 | 1.5 | 2.5 | 1 | 3 | 2.5 | 3 | 1.5 | 1 | 3.5 | 2.5 | 4.5 | 4.5 | 1.5 | 5 | 6.5 | 2.5 | 5 | 3.5 | 5 | 5.5 | 4.5 | 3 | 1 | 2 | 3.5 | 1.5 | 1 | 1 | 1 | 1 | 0 | 1.5 | 3.5 | 2.5 | 3.5 | 1.5 | 3.5 | 1 | 3 | 1 | 0 | 2 | 3 | 1.5 | 4 | 3.5 | 1 | 2.5 | 2 | 2 | 1 | 1.5 | 1 | 5 | 4.5 |
| Build & ship | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| App scaffolding (describe to APK) | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ |
| Short-form video creation (UGC) | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| ↑ Tally / 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0.5 | 0 | 0 | 0 | 1 | 0 | 0.5 | 0.5 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 1 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1.5 | 0 | 0 | 0 | 1.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0.5 | 1 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 |
| Outreach & growth | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| Pre-enriched lead datastore | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| ↑ Tally / 1 | 1 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Personal & wellness | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| Personal health dashboard | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| ↑ Tally / 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Local models & serving | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| Hardware-aware model serving (Cookbook) | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ◐ |
| Blind multi-model compare | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| ↑ Tally / 2 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0.5 | 0 | 0 | 2 | 0.5 | 0 | 0 | 0 | 0.5 | 0.5 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0.5 |
| Productivity suite | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| Email client + AI triage | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Calendar + CalDAV sync | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Documents editor + AI assist | ◐ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| ↑ Tally / 3 | 2 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 3 | 0 | 0 | 0 | 0 | 1 | 0 | 0.5 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Creative & media generation | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| Text-to-video (T2V) | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ◐ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ |
| Image-to-video (I2V) | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ |
| Text-to-image | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ◐ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ |
| Local / self-hosted generation | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ |
| Cloud model access (BYOK / managed) | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ |
| Node-graph workflow engine | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ |
| Cinematic camera / motion control | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ |
| Multi-shot storyboard / director | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Character / style consistency | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ |
| Lip-sync / talking-head | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ |
| Upscaling / frame interpolation | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ |
| Audio / music / TTS generation | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ◐ | ◐ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ○ |
| Faceless reels / shorts automation | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Agent-driven autonomous generation | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ |
| Multi-clip stitching / assembly | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ |
| ↑ Tally / 15 | 8.5 | 0 | 0 | 0 | 1.5 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 11 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 7.5 | 0 | 0 | 0 | 0 | 0 | 0.5 | 3 | 4 | 13 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 6 | 0 | 0 | 1 | 0 | 1 | 0 | 2 | 0 | 13 | 0 | 0 | 0.5 | 0 | 0 | 0 | 9 | 4 | 2.5 | 0 | 0.5 | 0 | 0 | 12.5 | 10 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10 | 0 | 0 | 5 | 0 | 0 | 10.5 | 0 | 0 |
| TOTAL / 128 | 108.0 | 5.5 | 11.5 | 19.5 | 31.5 | 17.0 | 13.0 | 14.5 | 46.5 | 30.5 | 11.0 | 9.5 | 19.5 | 32.5 | 15.5 | 17.0 | 20.0 | 18.0 | 33.0 | 15.5 | 13.5 | 32.0 | 8.5 | 40.5 | 8.0 | 32.0 | 31.0 | 19.0 | 22.0 | 22.0 | 10.5 | 17.0 | 28.5 | 22.5 | 53.0 | 38.5 | 30.0 | 27.0 | 40.0 | 27.0 | 15.5 | 11.0 | 17.5 | 11.5 | 14.5 | 22.0 | 8.0 | 7.5 | 19.5 | 15.0 | 15.5 | 24.5 | 45.0 | 6.5 | 13.0 | 11.5 | 12.5 | 43.0 | 15.0 | 29.0 | 46.0 | 16.0 | 29.5 | 22.0 | 27.0 | 57.5 | 49.0 | 14.0 | 10.0 | 9.5 | 32.0 | 19.0 | 16.5 | 18.0 | 16.0 | 13.5 | 10.0 | 11.5 | 16.5 | 8.0 | 16.5 | 9.5 | 41.0 | 15.0 | 25.0 | 9.5 | 6.0 | 8.5 | 36.5 | 12.5 | 28.0 | 16.5 | 14.0 | 34.0 | 25.5 | 14.0 | 35.0 | 14.0 | 13.0 | 48.0 | 29.5 |
Task & project management 🏆 Tandem · 11/11 Tandem: 11/11
| Feature | Tandem US | 5ire | Accio Work | Activepieces | AionUi | Augment Code Intent (Auggie) | AutoGPT Platform | Botpress | BridgeMind | CLI Agent Orchestrator | Charlie Labs (Charlie / Daemons) | Cherry Studio | Claude (claude.ai) | Claude Code | Claude Desktop | Cleo | Cline (CLI + Agent SDK) | Codegen | Cognition (Devin) | Cohere North | ComfyUI | Composio Agent Orchestrator | Continue CLI (cn) | Copilot Studio | Cosine (Genie) | CrewAI | Cursor | Dify | Dust | Factory AI (Droids) | Factory Droid (CLI) | Genspark | GitHub Copilot | Glean Agents | Google Antigravity | Goose | Graphed | Gumloop | Hermes Agent | Hermes Agent OS | Higgsfield | HyperAgent (Hyperbrowser) | Kilo Code | Kiro (AWS) | LangChain Open SWE | LangSmith | Lapu AI | Leon | Lindy | Lyzr AI | Mastra | Microsoft Conductor | MindStudio | Mistral Vibe CLI (Devstral 2) | MobileVibe | Msty Studio | Observer AI | Obsidian Hivemind | Obsilo | Odysseus | Omnigent | Open Generative AI | OpenClaw | OpenHands (All Hands AI) | OpenHuman | OpenLegion | Paperclip | Pi Coding Agent | Pika | Pinokio | Polsia | Ralph TUI | Relay.app | Relevance AI | Replit | Runway (Gen-3/4) | Seedance (ByteDance) | Sentrial | Sim (Sim Studio) | Simular (Sai) | SmythOS | Sourcegraph Amp | StackAI | Talkdesk | Taskade | Tembo | Tessl | Trae / Trae SOLO (ByteDance) | Valo | Vault Operator | Vellum | Vellum Assistant | ViMax (HKUDS) | Warp | Windsurf / Devin Desktop | Witsy | Zapier | Zencoder | fal.ai | n8n | xpander.ai |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Kanban board | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ |
| Task pipeline (inbox → done) | ● | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ◐ | ○ | ◐ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ○ | ◐ | ○ | ○ | ◐ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ○ | ● | ○ |
| Multi-project | ● | ○ | ◐ | ○ | ● | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ● | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ◐ | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ○ | ● | ○ |
| Drag-drop reorder | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ |
| Task dependencies (blocks/blocked_by) | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ○ | ◐ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Token budgets per task | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Per-agent daily/monthly budget caps | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ |
| Retry counter + auto-escalation | ● | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ◐ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ |
| Audit log per task | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ◐ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ◐ | ○ | ○ | ◐ | ○ | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ◐ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ● | ◐ |
| Goal tracking + streaks | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Roadmap page | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ |
| Tally (× / 11) | 11 | 0 | 0.5 | 0.5 | 2.5 | 0.5 | 0 | 0 | 6 | 1 | 1.5 | 0 | 1.5 | 1.5 | 0 | 2.5 | 2 | 0.5 | 1 | 0.5 | 0 | 4 | 0 | 6 | 0 | 3.5 | 1.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4.5 | 3.5 | 3 | 2 | 4 | 3.5 | 0 | 0 | 0 | 0.5 | 0 | 2.5 | 0 | 0 | 1 | 0 | 0 | 1.5 | 3.5 | 0 | 0.5 | 0 | 0 | 5 | 0 | 0.5 | 1.5 | 0 | 0 | 0 | 0 | 6 | 8 | 0 | 0 | 0 | 3.5 | 3.5 | 1 | 0 | 2.5 | 0 | 0 | 1.5 | 0 | 0 | 0 | 0 | 5 | 0 | 6 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 5 | 1 | 0 | 5.5 | 0.5 |
Terminal & shell 🏆 Tandem · 7/9 Tandem: 7/9
| Feature | Tandem US | 5ire | Accio Work | Activepieces | AionUi | Augment Code Intent (Auggie) | AutoGPT Platform | Botpress | BridgeMind | CLI Agent Orchestrator | Charlie Labs (Charlie / Daemons) | Cherry Studio | Claude (claude.ai) | Claude Code | Claude Desktop | Cleo | Cline (CLI + Agent SDK) | Codegen | Cognition (Devin) | Cohere North | ComfyUI | Composio Agent Orchestrator | Continue CLI (cn) | Copilot Studio | Cosine (Genie) | CrewAI | Cursor | Dify | Dust | Factory AI (Droids) | Factory Droid (CLI) | Genspark | GitHub Copilot | Glean Agents | Google Antigravity | Goose | Graphed | Gumloop | Hermes Agent | Hermes Agent OS | Higgsfield | HyperAgent (Hyperbrowser) | Kilo Code | Kiro (AWS) | LangChain Open SWE | LangSmith | Lapu AI | Leon | Lindy | Lyzr AI | Mastra | Microsoft Conductor | MindStudio | Mistral Vibe CLI (Devstral 2) | MobileVibe | Msty Studio | Observer AI | Obsidian Hivemind | Obsilo | Odysseus | Omnigent | Open Generative AI | OpenClaw | OpenHands (All Hands AI) | OpenHuman | OpenLegion | Paperclip | Pi Coding Agent | Pika | Pinokio | Polsia | Ralph TUI | Relay.app | Relevance AI | Replit | Runway (Gen-3/4) | Seedance (ByteDance) | Sentrial | Sim (Sim Studio) | Simular (Sai) | SmythOS | Sourcegraph Amp | StackAI | Talkdesk | Taskade | Tembo | Tessl | Trae / Trae SOLO (ByteDance) | Valo | Vault Operator | Vellum | Vellum Assistant | ViMax (HKUDS) | Warp | Windsurf / Devin Desktop | Witsy | Zapier | Zencoder | fal.ai | n8n | xpander.ai |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Integrated web terminal | ● | ○ | ◐ | ○ | ● | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ○ | ● | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ◐ | ● | ◐ | ○ | ○ | ○ | ○ | ○ |
| tmux session persistence | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Multi-pane grids (2–16 panes) | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| GPU-accelerated (WebGL) | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Native shell (node-pty) | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ |
| OSC 133 command blocks | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Warp-style collapsible blocks | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Drag-drop pane reorg | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Theme library (20+) | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Tally (× / 9) | 7 | 0 | 0.5 | 0 | 1.5 | 0 | 0 | 0 | 5.5 | 2.5 | 0 | 0 | 0 | 2 | 3 | 0 | 0 | 0 | 2.5 | 0 | 0 | 2.5 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 3.5 | 2 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 1 | 0 | 0 | 0 | 0 | 0.5 | 4 | 0 | 0 | 0 | 0 | 1 | 0 | 1.5 | 0 | 1 | 0 | 2 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 1 | 2 | 0 | 0 | 0 | 0 | 6 | 2 | 0.5 | 0 | 0 | 0 | 0 | 0 |
Agent orchestration 🏆 Tandem · 19.5/20 Tandem: 19.5/20
| Feature | Tandem US | 5ire | Accio Work | Activepieces | AionUi | Augment Code Intent (Auggie) | AutoGPT Platform | Botpress | BridgeMind | CLI Agent Orchestrator | Charlie Labs (Charlie / Daemons) | Cherry Studio | Claude (claude.ai) | Claude Code | Claude Desktop | Cleo | Cline (CLI + Agent SDK) | Codegen | Cognition (Devin) | Cohere North | ComfyUI | Composio Agent Orchestrator | Continue CLI (cn) | Copilot Studio | Cosine (Genie) | CrewAI | Cursor | Dify | Dust | Factory AI (Droids) | Factory Droid (CLI) | Genspark | GitHub Copilot | Glean Agents | Google Antigravity | Goose | Graphed | Gumloop | Hermes Agent | Hermes Agent OS | Higgsfield | HyperAgent (Hyperbrowser) | Kilo Code | Kiro (AWS) | LangChain Open SWE | LangSmith | Lapu AI | Leon | Lindy | Lyzr AI | Mastra | Microsoft Conductor | MindStudio | Mistral Vibe CLI (Devstral 2) | MobileVibe | Msty Studio | Observer AI | Obsidian Hivemind | Obsilo | Odysseus | Omnigent | Open Generative AI | OpenClaw | OpenHands (All Hands AI) | OpenHuman | OpenLegion | Paperclip | Pi Coding Agent | Pika | Pinokio | Polsia | Ralph TUI | Relay.app | Relevance AI | Replit | Runway (Gen-3/4) | Seedance (ByteDance) | Sentrial | Sim (Sim Studio) | Simular (Sai) | SmythOS | Sourcegraph Amp | StackAI | Talkdesk | Taskade | Tembo | Tessl | Trae / Trae SOLO (ByteDance) | Valo | Vault Operator | Vellum | Vellum Assistant | ViMax (HKUDS) | Warp | Windsurf / Devin Desktop | Witsy | Zapier | Zencoder | fal.ai | n8n | xpander.ai |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Named agent roster | ● | ○ | ● | ○ | ● | ● | ○ | ◐ | ● | ● | ● | ● | ○ | ● | ○ | ◐ | ◐ | ◐ | ● | ● | ○ | ● | ○ | ● | ◐ | ● | ● | ○ | ● | ● | ○ | ◐ | ◐ | ● | ● | ◐ | ● | ● | ● | ● | ○ | ○ | ● | ◐ | ● | ● | ○ | ○ | ● | ○ | ● | ● | ● | ◐ | ◐ | ● | ● | ● | ○ | ○ | ● | ○ | ● | ○ | ○ | ● | ● | ◐ | ○ | ○ | ● | ○ | ● | ● | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ● | ● | ○ | ○ | ◐ | ● | ○ | ● | ○ | ● | ◐ | ● | ○ | ● | ● | ○ | ● | ● |
| Multi-agent swarm / parallel | ● | ○ | ● | ◐ | ● | ● | ◐ | ○ | ● | ● | ◐ | ○ | ○ | ● | ◐ | ○ | ● | ● | ● | ◐ | ○ | ● | ◐ | ● | ● | ● | ● | ◐ | ● | ● | ● | ● | ● | ● | ● | ● | ● | ● | ● | ● | ○ | ○ | ● | ● | ● | ◐ | ○ | ○ | ● | ● | ● | ● | ● | ● | ◐ | ◐ | ◐ | ● | ◐ | ○ | ● | ○ | ● | ● | ○ | ● | ● | ◐ | ○ | ○ | ● | ● | ◐ | ● | ● | ○ | ○ | ○ | ◐ | ○ | ● | ● | ● | ● | ● | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ● | ● | ○ | ◐ | ● | ○ | ● | ● |
| Deterministic YAML workflows (DAG) | ● | ○ | ○ | ● | ○ | ○ | ◐ | ◐ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ● | ○ |
| Blackboard / inter-agent mailbox | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ◐ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ |
| Agent claim / atomic lock | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Per-agent ACL / permission matrix | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ◐ | ● | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ● | ◐ | ○ | ○ | ● | ● | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ◐ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ● | ● | ◐ | ● | ○ | ○ | ○ | ○ | ● | ● | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ● | ○ | ● | ● | ● | ● | ○ | ● | ○ | ○ | ● | ○ | ○ | ● | ● |
| Worktree / sandbox isolation | ● | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ● | ○ | ○ | ● | ● | ● | ○ | ○ | ● | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ◐ | ● | ○ | ● | ○ | ● | ● | ◐ | ○ | ● | ○ | ○ | ○ | ● | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ● | ● | ○ | ● | ● | ◐ | ○ | ○ | ◐ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ● |
| Per-agent chat UI | ● | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ● | ◐ | ○ | ○ | ● | ● | ● | ● | ● | ◐ | ● | ○ | ○ | ◐ | ○ | ● | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ◐ | ● | ● | ● | ● | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ● | ○ | ● | ○ | ○ | ● | ○ | ◐ | ● | ○ | ● | ○ | ◐ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ● | ○ | ● | ◐ | ○ | ○ | ● | ○ | ● | ○ | ○ | ● | ● |
| Pause / resume controls | ● | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ◐ | ◐ | ◐ | ○ | ○ | ◐ | ◐ | ○ | ◐ | ○ | ◐ | ○ | ○ | ● | ○ | ◐ | ○ | ◐ | ● | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ◐ | ◐ | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ● | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ● | ● | ○ | ● | ○ | ○ | ● | ○ |
| Agent heartbeat monitoring | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ◐ | ○ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ |
| 100+ LLM providers (BYOK) | ● | ◐ | ○ | ◐ | ● | ○ | ◐ | ◐ | ◐ | ◐ | ○ | ● | ○ | ● | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ● | ● | ● | ○ | ○ | ● | ◐ | ◐ | ○ | ○ | ◐ | ○ | ● | ● | ● | ○ | ◐ | ● | ○ | ◐ | ● | ○ | ○ | ○ | ◐ | ● | ◐ | ● | ○ | ◐ | ● | ○ | ● | ◐ | ◐ | ● | ○ | ● | ● | ◐ | ● | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ◐ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ◐ | ◐ | ○ | ◐ | ◐ | ◐ | ○ | ● | ● |
| Voice-to-code / voice input | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ● | ● | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ● | ● | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ◐ | ○ | ● | ◐ | ○ | ○ | ◐ | ◐ | ○ | ◐ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ |
| MCP server (expose tools) | ● | ○ | ○ | ● | ● | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ● | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ● | ● | ● | ○ | ○ | ○ | ● | ● | ● | ● | ● | ● | ◐ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ● | ● | ● | ○ | ● | ○ | ● | ● | ● | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ● | ○ | ○ | ● | ○ | ● | ● | ● |
| MCP client (consume others' tools) | ● | ● | ● | ◐ | ● | ◐ | ○ | ○ | ● | ● | ○ | ● | ● | ● | ● | ○ | ● | ● | ● | ● | ○ | ○ | ● | ● | ○ | ● | ● | ● | ● | ● | ● | ● | ● | ● | ● | ● | ○ | ● | ● | ● | ○ | ● | ● | ● | ● | ◐ | ○ | ○ | ○ | ○ | ● | ● | ◐ | ● | ○ | ● | ○ | ● | ● | ● | ● | ○ | ● | ● | ● | ● | ◐ | ◐ | ○ | ○ | ○ | ◐ | ● | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ● | ● | ○ | ● | ◐ | ◐ | ● | ● | ○ | ● | ○ | ○ | ● | ● | ● | ● | ● | ○ | ● | ● |
| Template agent teams | ● | ○ | ● | ○ | ● | ◐ | ◐ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ● | ● | ● | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ● | ○ | ○ | ◐ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ● | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ● | ◐ |
| In-house LLM benchmarking | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ |
| Cost-aware multi-model routing | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ● | ○ | ◐ | ● | ◐ | ◐ | ○ | ○ | ◐ | ◐ | ○ | ◐ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ● | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ◐ | ◐ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ◐ | ○ | ○ | ◐ | ○ | ● | ○ |
| Worktree isolation per agent | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ● | ○ | ● | ○ | ● | ● | ◐ | ○ | ● | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ● | ○ | ● | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ |
| Multi-harness CLI wrapping (Codex/Cursor/Pi) | ● | ○ | ○ | ○ | ● | ● | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ |
| Live session share + co-drive (execute-on-host) | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Tally (× / 20) | 19.5 | 1.5 | 4.5 | 3.5 | 11.5 | 7.5 | 2 | 1.5 | 14 | 11.5 | 2.5 | 3.5 | 3 | 10 | 3.5 | 3 | 7.5 | 5 | 8.5 | 3.5 | 0 | 8.5 | 3 | 11.5 | 1.5 | 9.5 | 11 | 5 | 6 | 8 | 6 | 4 | 9 | 6.5 | 13 | 11.5 | 8.5 | 8.5 | 11 | 7 | 0 | 2.5 | 9 | 4.5 | 5.5 | 5 | 0.5 | 0.5 | 4 | 4 | 7.5 | 9.5 | 11 | 3 | 5 | 4 | 2 | 12 | 4 | 4.5 | 15 | 0 | 8.5 | 6.5 | 4.5 | 15 | 14 | 4 | 0 | 0 | 6.5 | 7 | 4.5 | 4.5 | 3 | 0 | 0 | 1.5 | 3 | 0.5 | 5 | 3 | 10.5 | 4.5 | 6.5 | 3 | 2.5 | 2 | 7 | 2.5 | 8.5 | 2 | 3 | 10.5 | 9.5 | 3 | 8.5 | 4.5 | 1 | 11.5 | 9.5 |
Security & governance 🏆 Tandem · 11.5/15 Tandem: 11.5/15
| Feature | Tandem US | 5ire | Accio Work | Activepieces | AionUi | Augment Code Intent (Auggie) | AutoGPT Platform | Botpress | BridgeMind | CLI Agent Orchestrator | Charlie Labs (Charlie / Daemons) | Cherry Studio | Claude (claude.ai) | Claude Code | Claude Desktop | Cleo | Cline (CLI + Agent SDK) | Codegen | Cognition (Devin) | Cohere North | ComfyUI | Composio Agent Orchestrator | Continue CLI (cn) | Copilot Studio | Cosine (Genie) | CrewAI | Cursor | Dify | Dust | Factory AI (Droids) | Factory Droid (CLI) | Genspark | GitHub Copilot | Glean Agents | Google Antigravity | Goose | Graphed | Gumloop | Hermes Agent | Hermes Agent OS | Higgsfield | HyperAgent (Hyperbrowser) | Kilo Code | Kiro (AWS) | LangChain Open SWE | LangSmith | Lapu AI | Leon | Lindy | Lyzr AI | Mastra | Microsoft Conductor | MindStudio | Mistral Vibe CLI (Devstral 2) | MobileVibe | Msty Studio | Observer AI | Obsidian Hivemind | Obsilo | Odysseus | Omnigent | Open Generative AI | OpenClaw | OpenHands (All Hands AI) | OpenHuman | OpenLegion | Paperclip | Pi Coding Agent | Pika | Pinokio | Polsia | Ralph TUI | Relay.app | Relevance AI | Replit | Runway (Gen-3/4) | Seedance (ByteDance) | Sentrial | Sim (Sim Studio) | Simular (Sai) | SmythOS | Sourcegraph Amp | StackAI | Talkdesk | Taskade | Tembo | Tessl | Trae / Trae SOLO (ByteDance) | Valo | Vault Operator | Vellum | Vellum Assistant | ViMax (HKUDS) | Warp | Windsurf / Devin Desktop | Witsy | Zapier | Zencoder | fal.ai | n8n | xpander.ai |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Localhost-only default | ● | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ● | ○ | ● | ○ | ◐ | ● | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ |
| Docker container isolation per agent | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ● | ● | ◐ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ○ |
| Vault credential proxy | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ |
| Three-zone trust model | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Non-root + no-new-privileges | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Per-agent RAM / CPU limits | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Approval inbox (HITL) | ● | ○ | ○ | ● | ● | ● | ○ | ● | ● | ◐ | ○ | ○ | ○ | ● | ◐ | ◐ | ● | ● | ○ | ● | ○ | ◐ | ● | ● | ○ | ● | ● | ● | ● | ● | ◐ | ○ | ● | ● | ◐ | ● | ○ | ● | ○ | ○ | ○ | ○ | ● | ◐ | ● | ● | ● | ○ | ● | ○ | ● | ● | ◐ | ● | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ◐ | ○ | ◐ | ● | ◐ | ○ | ○ | ◐ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ◐ | ◐ | ◐ | ○ | ◐ | ● | ● | ● | ◐ | ○ | ● | ○ | ○ | ● | ◐ | ○ | ● | ● |
| Deterministic audit trail | ● | ○ | ○ | ◐ | ◐ | ◐ | ○ | ○ | ◐ | ◐ | ◐ | ○ | ○ | ◐ | ○ | ● | ○ | ◐ | ◐ | ● | ○ | ◐ | ○ | ● | ○ | ◐ | ○ | ○ | ● | ● | ○ | ○ | ◐ | ● | ◐ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ● | ○ | ● | ● | ○ | ○ | ○ | ○ | ● | ● | ○ | ● | ○ | ○ | ◐ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ◐ | ○ | ● | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ● | ● | ○ | ○ | ● | ○ | ◐ | ◐ | ● | ○ | ○ | ● | ○ | ○ | ● | ◐ | ○ | ● | ◐ |
| SOC-2 / HIPAA / enterprise compliance | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ● | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ● | ● | ○ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ◐ | ○ | ● | ● | ○ | ● | ● |
| Hardened sandbox code execution | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ● | ● | ● | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ◐ | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ◐ | ● | ○ | ◐ | ● | ○ | ● | ◐ | ◐ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ◐ | ○ | ● | ○ | ● | ◐ | ○ | ○ | ◐ | ○ | ● | ● |
| Agent kill switch + audit-log monitor | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Supply-chain package install protection | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| On-screen secret redaction (streamer mode) | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Cloud disposable sandboxes (Modal/e2b per session) | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ◐ | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ |
| Declarative policy engine (CEL + ask-approval + 3-tier) | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ |
| Tally (× / 15) | 11.5 | 0.5 | 0 | 2 | 2 | 1.5 | 0 | 1 | 3 | 2 | 0.5 | 0 | 0 | 3 | 1.5 | 2 | 1 | 4.5 | 4 | 3.5 | 0 | 2.5 | 1 | 5.5 | 1 | 2.5 | 3.5 | 1 | 3 | 3.5 | 1 | 0 | 4.5 | 3.5 | 3.5 | 5.5 | 1.5 | 1.5 | 2.5 | 0 | 0 | 1 | 1 | 1 | 3.5 | 3 | 3 | 1 | 1 | 2.5 | 1 | 3 | 3 | 1 | 0 | 0 | 0 | 4.5 | 3 | 1.5 | 9.5 | 0 | 2.5 | 4 | 1 | 10.5 | 8 | 2 | 0 | 0 | 3 | 1.5 | 1 | 2.5 | 2 | 0 | 0 | 1.5 | 0 | 1.5 | 2 | 0 | 6 | 2.5 | 0.5 | 1 | 2.5 | 0.5 | 6.5 | 2.5 | 4 | 4.5 | 0 | 5.5 | 1.5 | 0 | 4 | 2.5 | 0 | 5.5 | 4 |
Browser & web automation 🏆 Tandem · 6/7 Tandem: 6/7
| Feature | Tandem US | 5ire | Accio Work | Activepieces | AionUi | Augment Code Intent (Auggie) | AutoGPT Platform | Botpress | BridgeMind | CLI Agent Orchestrator | Charlie Labs (Charlie / Daemons) | Cherry Studio | Claude (claude.ai) | Claude Code | Claude Desktop | Cleo | Cline (CLI + Agent SDK) | Codegen | Cognition (Devin) | Cohere North | ComfyUI | Composio Agent Orchestrator | Continue CLI (cn) | Copilot Studio | Cosine (Genie) | CrewAI | Cursor | Dify | Dust | Factory AI (Droids) | Factory Droid (CLI) | Genspark | GitHub Copilot | Glean Agents | Google Antigravity | Goose | Graphed | Gumloop | Hermes Agent | Hermes Agent OS | Higgsfield | HyperAgent (Hyperbrowser) | Kilo Code | Kiro (AWS) | LangChain Open SWE | LangSmith | Lapu AI | Leon | Lindy | Lyzr AI | Mastra | Microsoft Conductor | MindStudio | Mistral Vibe CLI (Devstral 2) | MobileVibe | Msty Studio | Observer AI | Obsidian Hivemind | Obsilo | Odysseus | Omnigent | Open Generative AI | OpenClaw | OpenHands (All Hands AI) | OpenHuman | OpenLegion | Paperclip | Pi Coding Agent | Pika | Pinokio | Polsia | Ralph TUI | Relay.app | Relevance AI | Replit | Runway (Gen-3/4) | Seedance (ByteDance) | Sentrial | Sim (Sim Studio) | Simular (Sai) | SmythOS | Sourcegraph Amp | StackAI | Talkdesk | Taskade | Tembo | Tessl | Trae / Trae SOLO (ByteDance) | Valo | Vault Operator | Vellum | Vellum Assistant | ViMax (HKUDS) | Warp | Windsurf / Devin Desktop | Witsy | Zapier | Zencoder | fal.ai | n8n | xpander.ai |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Real-browser CDP automation | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ◐ | ○ | ○ | ◐ | ● | ○ | ● | ● | ○ | ● | ◐ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ● | ◐ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ◐ | ○ |
| Stealth browser (Camoufox) | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Uses real logged-in Chrome | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Multi-daemon parallel browsers | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Skill files per site | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Screen capture / annotation | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ |
| OS-level desktop GUI automation | ◐ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ |
| Tally (× / 7) | 6 | 0 | 1.5 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0.5 | 1 | 1 | 0 | 0.5 | 0 | 3.5 | 0 | 0 | 0 | 0 | 1.5 | 0 | 1 | 1.5 | 0 | 0.5 | 0 | 0 | 0.5 | 1 | 0 | 4.5 | 2 | 0 | 1.5 | 1.5 | 0 | 0 | 4 | 0.5 | 0 | 0 | 0 | 1.5 | 0 | 0.5 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 1 | 1 | 0 | 1.5 | 0 | 0 | 2 | 0.5 | 0 | 4.5 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 2.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 3 | 0 | 3 | 0 | 0 | 0 | 1 | 0.5 | 0 | 1 | 0 | 0.5 | 0 |
Knowledge & vault 🏆 Tandem · 12.5/13 Tandem: 12.5/13
| Feature | Tandem US | 5ire | Accio Work | Activepieces | AionUi | Augment Code Intent (Auggie) | AutoGPT Platform | Botpress | BridgeMind | CLI Agent Orchestrator | Charlie Labs (Charlie / Daemons) | Cherry Studio | Claude (claude.ai) | Claude Code | Claude Desktop | Cleo | Cline (CLI + Agent SDK) | Codegen | Cognition (Devin) | Cohere North | ComfyUI | Composio Agent Orchestrator | Continue CLI (cn) | Copilot Studio | Cosine (Genie) | CrewAI | Cursor | Dify | Dust | Factory AI (Droids) | Factory Droid (CLI) | Genspark | GitHub Copilot | Glean Agents | Google Antigravity | Goose | Graphed | Gumloop | Hermes Agent | Hermes Agent OS | Higgsfield | HyperAgent (Hyperbrowser) | Kilo Code | Kiro (AWS) | LangChain Open SWE | LangSmith | Lapu AI | Leon | Lindy | Lyzr AI | Mastra | Microsoft Conductor | MindStudio | Mistral Vibe CLI (Devstral 2) | MobileVibe | Msty Studio | Observer AI | Obsidian Hivemind | Obsilo | Odysseus | Omnigent | Open Generative AI | OpenClaw | OpenHands (All Hands AI) | OpenHuman | OpenLegion | Paperclip | Pi Coding Agent | Pika | Pinokio | Polsia | Ralph TUI | Relay.app | Relevance AI | Replit | Runway (Gen-3/4) | Seedance (ByteDance) | Sentrial | Sim (Sim Studio) | Simular (Sai) | SmythOS | Sourcegraph Amp | StackAI | Talkdesk | Taskade | Tembo | Tessl | Trae / Trae SOLO (ByteDance) | Valo | Vault Operator | Vellum | Vellum Assistant | ViMax (HKUDS) | Warp | Windsurf / Devin Desktop | Witsy | Zapier | Zencoder | fal.ai | n8n | xpander.ai |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Obsidian vault integration | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Wiki / knowledge base | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ◐ | ○ | ○ | ◐ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ |
| Raw → wiki ingestion pipeline | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Daily notes | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Weekly review workflow | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Markdown-as-source-of-truth | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Agent memory (vector search) | ● | ◐ | ○ | ○ | ○ | ◐ | ○ | ● | ◐ | ◐ | ○ | ◐ | ● | ● | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ● | ● | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ◐ | ◐ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ◐ | ◐ | ● | ● | ○ | ● | ○ | ○ | ● | ◐ | ● | ● | ● | ○ | ○ | ◐ | ○ | ● | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ◐ | ● | ○ | ● | ○ | ● | ○ | ○ | ○ | ● | ● | ● | ● | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ● | ● |
| Auto context management | ● | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ● | ◐ | ● | ○ | ◐ | ● | ◐ | ● | ● | ◐ | ● | ○ | ○ | ◐ | ○ | ● | ● | ● | ● | ◐ | ● | ○ | ○ | ○ | ● | ● | ● | ● | ◐ | ◐ | ◐ | ◐ | ○ | ○ | ● | ○ | ● | ● | ○ | ○ | ○ | ○ | ◐ | ● | ● | ○ | ○ | ◐ | ○ | ◐ | ◐ | ◐ | ● | ○ | ○ | ○ | ● | ◐ | ◐ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ◐ | ○ | ○ | ◐ | ● | ◐ | ● | ◐ | ○ | ● | ● | ○ | ● | ● | ○ | ● | ◐ |
| Codebase knowledge graph | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ● | ○ | ○ | ○ |
| Trending project discovery | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Vault knowledge graph (force-directed) | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Deep research → rendered report | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ◐ | ○ | ● | ○ | ◐ | ◐ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ◐ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ |
| Pre-LLM context/token compression | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ |
| Tally (× / 13) | 12.5 | 0.5 | 0 | 0 | 1 | 2.5 | 0 | 1.5 | 6.5 | 1 | 2 | 1 | 3 | 4.5 | 1 | 1.5 | 1 | 1 | 3 | 2 | 0 | 0.5 | 0 | 3.5 | 1.5 | 2 | 1.5 | 2.5 | 3.5 | 1.5 | 0 | 1 | 1.5 | 3.5 | 6 | 2 | 2 | 1.5 | 1.5 | 6.5 | 0 | 0 | 1.5 | 0 | 1.5 | 2.5 | 0 | 1 | 0.5 | 1 | 2.5 | 1.5 | 4 | 0 | 0 | 2 | 0.5 | 6 | 4.5 | 2.5 | 1.5 | 0 | 0.5 | 0.5 | 7.5 | 1.5 | 2 | 1.5 | 0 | 0.5 | 3.5 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 1.5 | 0.5 | 1.5 | 2 | 4 | 1 | 1.5 | 0 | 0 | 0.5 | 5.5 | 4.5 | 2 | 2.5 | 0 | 1.5 | 2 | 1 | 2 | 2 | 0 | 3 | 1.5 |
Integrations 🏆 Tandem · 12.5/13 Tandem: 12.5/13
| Feature | Tandem US | 5ire | Accio Work | Activepieces | AionUi | Augment Code Intent (Auggie) | AutoGPT Platform | Botpress | BridgeMind | CLI Agent Orchestrator | Charlie Labs (Charlie / Daemons) | Cherry Studio | Claude (claude.ai) | Claude Code | Claude Desktop | Cleo | Cline (CLI + Agent SDK) | Codegen | Cognition (Devin) | Cohere North | ComfyUI | Composio Agent Orchestrator | Continue CLI (cn) | Copilot Studio | Cosine (Genie) | CrewAI | Cursor | Dify | Dust | Factory AI (Droids) | Factory Droid (CLI) | Genspark | GitHub Copilot | Glean Agents | Google Antigravity | Goose | Graphed | Gumloop | Hermes Agent | Hermes Agent OS | Higgsfield | HyperAgent (Hyperbrowser) | Kilo Code | Kiro (AWS) | LangChain Open SWE | LangSmith | Lapu AI | Leon | Lindy | Lyzr AI | Mastra | Microsoft Conductor | MindStudio | Mistral Vibe CLI (Devstral 2) | MobileVibe | Msty Studio | Observer AI | Obsidian Hivemind | Obsilo | Odysseus | Omnigent | Open Generative AI | OpenClaw | OpenHands (All Hands AI) | OpenHuman | OpenLegion | Paperclip | Pi Coding Agent | Pika | Pinokio | Polsia | Ralph TUI | Relay.app | Relevance AI | Replit | Runway (Gen-3/4) | Seedance (ByteDance) | Sentrial | Sim (Sim Studio) | Simular (Sai) | SmythOS | Sourcegraph Amp | StackAI | Talkdesk | Taskade | Tembo | Tessl | Trae / Trae SOLO (ByteDance) | Valo | Vault Operator | Vellum | Vellum Assistant | ViMax (HKUDS) | Warp | Windsurf / Devin Desktop | Witsy | Zapier | Zencoder | fal.ai | n8n | xpander.ai |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Slack | ● | ○ | ◐ | ● | ◐ | ○ | ◐ | ● | ○ | ● | ● | ○ | ● | ● | ○ | ● | ◐ | ● | ● | ● | ○ | ● | ○ | ● | ● | ● | ● | ○ | ● | ● | ◐ | ○ | ● | ● | ● | ● | ● | ● | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ● | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ● | ● | ● | ● | ○ | ○ | ○ | ○ | ● | ● | ○ | ● | ○ | ○ | ● | ○ | ○ | ● | ● |
| Discord | ● | ○ | ○ | ● | ○ | ○ | ◐ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ |
| Telegram / WhatsApp | ● | ○ | ○ | ◐ | ● | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ |
| Webhooks | ● | ○ | ○ | ● | ○ | ○ | ● | ● | ○ | ● | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ● | ○ | ● | ○ | ● | ◐ | ◐ | ● | ● | ○ | ○ | ● | ○ | ● | ○ | ● | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ○ | ● | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ● | ● | ◐ | ● | ● | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ● | ● | ○ | ● | ○ | ● | ● | ● | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ◐ | ● | ○ | ○ | ● | ● |
| Scheduled jobs (cron) | ● | ○ | ● | ● | ● | ○ | ● | ● | ○ | ● | ● | ○ | ● | ● | ● | ● | ● | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ● | ◐ | ○ | ● | ● | ○ | ○ | ● | ● | ● | ● | ● | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ● | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ● | ○ | ● | ○ | ○ | ● | ● | ◐ | ● | ● | ○ | ○ | ◐ | ● | ○ | ● | ● | ● | ○ | ○ | ○ | ● | ◐ | ● | ○ | ● | ○ | ● | ● | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ● | ○ | ◐ | ● | ○ | ○ | ● | ● |
| CRM | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ● | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ |
| GitHub | ● | ○ | ○ | ● | ○ | ● | ● | ◐ | ◐ | ◐ | ● | ○ | ● | ● | ○ | ○ | ● | ● | ● | ○ | ○ | ● | ● | ◐ | ● | ◐ | ● | ○ | ● | ● | ● | ○ | ● | ● | ● | ● | ● | ● | ○ | ○ | ○ | ○ | ● | ◐ | ● | ● | ○ | ○ | ◐ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ◐ | ○ | ◐ | ● | ● | ◐ | ● | ○ | ○ | ○ | ● | ○ | ● | ◐ | ● | ○ | ○ | ○ | ● | ○ | ◐ | ● | ● | ○ | ◐ | ● | ◐ | ◐ | ◐ | ○ | ● | ○ | ○ | ● | ● | ○ | ● | ● | ○ | ● | ◐ |
| Local LLM | ● | ● | ◐ | ◐ | ● | ○ | ● | ○ | ◐ | ○ | ○ | ● | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ◐ | ● | ○ | ○ | ● | ● | ○ | ○ | ◐ | ● | ○ | ○ | ● | ◐ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ● | ○ | ● | ● | ○ | ○ | ● | ○ | ● | ● | ● | ● | ● | ● | ○ | ● | ● | ● | ● | ◐ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ◐ | ○ | ◐ | ○ | ● | ○ | ○ | ○ | ● | ● |
| Plugin SDK with RPC | ● | ○ | ○ | ● | ○ | ○ | ○ | ● | ◐ | ● | ○ | ○ | ○ | ● | ○ | ○ | ● | ◐ | ○ | ○ | ◐ | ● | ○ | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ● | ● | ◐ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ◐ | ○ | ◐ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ● |
| Bundled password manager (vaultwarden) | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Social-media multi-platform posting | ● | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ |
| Calendar / scheduling / booking (cal.com) | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ |
| OAuth integration hub (100+ apps) | ◐ | ○ | ◐ | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ● | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ● |
| Tally (× / 13) | 12.5 | 1 | 2.5 | 9 | 3.5 | 1 | 5.5 | 8.5 | 1.5 | 6.5 | 3.5 | 1 | 4.5 | 5.5 | 2 | 4 | 5.5 | 3.5 | 2.5 | 2.5 | 0.5 | 5 | 3 | 7 | 2 | 5.5 | 3.5 | 2 | 6 | 4 | 2.5 | 1 | 5 | 5 | 7.5 | 5.5 | 7 | 8.5 | 6 | 1 | 0.5 | 1 | 2 | 0.5 | 2 | 1 | 1 | 2 | 8.5 | 2.5 | 1.5 | 1 | 8 | 1 | 0 | 1.5 | 4 | 7 | 1.5 | 4 | 2 | 0 | 7 | 5 | 6 | 6.5 | 4.5 | 2 | 0 | 1.5 | 3 | 0 | 6.5 | 5.5 | 2 | 0 | 0 | 1.5 | 6.5 | 0.5 | 4 | 1 | 6.5 | 3 | 6.5 | 4 | 1 | 1 | 3 | 1 | 3.5 | 3 | 0 | 4.5 | 1 | 2 | 11 | 1 | 0 | 11.5 | 6.5 |
Dashboards & observability 🏆 Paperclip · 7.5/8 Tandem: 7/8
| Feature | Tandem US | 5ire | Accio Work | Activepieces | AionUi | Augment Code Intent (Auggie) | AutoGPT Platform | Botpress | BridgeMind | CLI Agent Orchestrator | Charlie Labs (Charlie / Daemons) | Cherry Studio | Claude (claude.ai) | Claude Code | Claude Desktop | Cleo | Cline (CLI + Agent SDK) | Codegen | Cognition (Devin) | Cohere North | ComfyUI | Composio Agent Orchestrator | Continue CLI (cn) | Copilot Studio | Cosine (Genie) | CrewAI | Cursor | Dify | Dust | Factory AI (Droids) | Factory Droid (CLI) | Genspark | GitHub Copilot | Glean Agents | Google Antigravity | Goose | Graphed | Gumloop | Hermes Agent | Hermes Agent OS | Higgsfield | HyperAgent (Hyperbrowser) | Kilo Code | Kiro (AWS) | LangChain Open SWE | LangSmith | Lapu AI | Leon | Lindy | Lyzr AI | Mastra | Microsoft Conductor | MindStudio | Mistral Vibe CLI (Devstral 2) | MobileVibe | Msty Studio | Observer AI | Obsidian Hivemind | Obsilo | Odysseus | Omnigent | Open Generative AI | OpenClaw | OpenHands (All Hands AI) | OpenHuman | OpenLegion | Paperclip 🏆 | Pi Coding Agent | Pika | Pinokio | Polsia | Ralph TUI | Relay.app | Relevance AI | Replit | Runway (Gen-3/4) | Seedance (ByteDance) | Sentrial | Sim (Sim Studio) | Simular (Sai) | SmythOS | Sourcegraph Amp | StackAI | Talkdesk | Taskade | Tembo | Tessl | Trae / Trae SOLO (ByteDance) | Valo | Vault Operator | Vellum | Vellum Assistant | ViMax (HKUDS) | Warp | Windsurf / Devin Desktop | Witsy | Zapier | Zencoder | fal.ai | n8n | xpander.ai |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Live fleet dashboard | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ● | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ● | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ● | ○ | ● | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ◐ | ○ | ● | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ○ | ● | ● | ○ | ○ | ○ | ● | ◐ | ○ | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ● | ○ | ● | ○ | ○ | ● | ◐ |
| Per-agent cost tracking (real-time) | ● | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ● | ● | ◐ | ○ | ○ | ○ | ● | ◐ | ● | ◐ | ◐ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ◐ | ◐ | ○ | ● | ◐ | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ○ | ○ | ● | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ● | ◐ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ● | ○ | ○ | ● | ● | ○ | ○ | ◐ | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ◐ | ○ | ◐ | ◐ | ○ | ◐ | ◐ |
| Agent heartbeat / health | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ |
| Per-agent chat UI | ● | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ● | ● | ● | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ● | ○ | ○ | ● | ◐ | ● | ◐ | ● | ● | ● | ● | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ● | ○ | ◐ | ● | ○ | ● | ● | ◐ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ● |
| Pause / resume UI | ● | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ● | ○ | ● | ○ | ○ | ● | ○ |
| Pipeline status | ● | ○ | ○ | ● | ◐ | ◐ | ◐ | ◐ | ● | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ◐ | ◐ | ○ | ○ | ● | ◐ | ● | ○ | ● | ◐ | ● | ◐ | ○ | ○ | ○ | ● | ◐ | ● | ○ | ● | ● | ● | ○ | ○ | ○ | ○ | ◐ | ○ | ● | ○ | ○ | ◐ | ◐ | ◐ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ◐ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ● | ● | ● | ○ | ○ | ○ | ● | ● | ○ | ◐ | ○ | ● | ● | ◐ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ● | ◐ | ○ | ● | ○ | ○ | ● | ◐ |
| Session persistence across hard refresh | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ● | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ◐ | ◐ | ● | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ |
| Auto session-file repair | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Tally (× / 8) | 7 | 0.5 | 0 | 1 | 2.5 | 2 | 1.5 | 1 | 5 | 3 | 0 | 0 | 1 | 3 | 1.5 | 2 | 1.5 | 1.5 | 5 | 0.5 | 0 | 5 | 0.5 | 3.5 | 0.5 | 4 | 3 | 1.5 | 0.5 | 2.5 | 0 | 0 | 3.5 | 1.5 | 6.5 | 1.5 | 6 | 2 | 5 | 3 | 0 | 0 | 1.5 | 2 | 0 | 4 | 0.5 | 0 | 1.5 | 2 | 0.5 | 5 | 5 | 0 | 2.5 | 0 | 0 | 2 | 0 | 2 | 5.5 | 0 | 4 | 2 | 1 | 6.5 | 7.5 | 0 | 0 | 0 | 4 | 3.5 | 1 | 2 | 1 | 0 | 0 | 4 | 2 | 0 | 0.5 | 1.5 | 5.5 | 3 | 0.5 | 0.5 | 0 | 0.5 | 4.5 | 0 | 3 | 0.5 | 0 | 3.5 | 4 | 0 | 3.5 | 0.5 | 0 | 5.5 | 2.5 |
Deployment 🏆 Omnigent · 6.5/8 Tandem: 6/8
| Feature | Tandem US | 5ire | Accio Work | Activepieces | AionUi | Augment Code Intent (Auggie) | AutoGPT Platform | Botpress | BridgeMind | CLI Agent Orchestrator | Charlie Labs (Charlie / Daemons) | Cherry Studio | Claude (claude.ai) | Claude Code | Claude Desktop | Cleo | Cline (CLI + Agent SDK) | Codegen | Cognition (Devin) | Cohere North | ComfyUI | Composio Agent Orchestrator | Continue CLI (cn) | Copilot Studio | Cosine (Genie) | CrewAI | Cursor | Dify | Dust | Factory AI (Droids) | Factory Droid (CLI) | Genspark | GitHub Copilot | Glean Agents | Google Antigravity | Goose | Graphed | Gumloop | Hermes Agent | Hermes Agent OS | Higgsfield | HyperAgent (Hyperbrowser) | Kilo Code | Kiro (AWS) | LangChain Open SWE | LangSmith | Lapu AI | Leon | Lindy | Lyzr AI | Mastra | Microsoft Conductor | MindStudio | Mistral Vibe CLI (Devstral 2) | MobileVibe | Msty Studio | Observer AI | Obsidian Hivemind | Obsilo | Odysseus | Omnigent 🏆 | Open Generative AI | OpenClaw | OpenHands (All Hands AI) | OpenHuman | OpenLegion | Paperclip | Pi Coding Agent | Pika | Pinokio | Polsia | Ralph TUI | Relay.app | Relevance AI | Replit | Runway (Gen-3/4) | Seedance (ByteDance) | Sentrial | Sim (Sim Studio) | Simular (Sai) | SmythOS | Sourcegraph Amp | StackAI | Talkdesk | Taskade | Tembo | Tessl | Trae / Trae SOLO (ByteDance) | Valo | Vault Operator | Vellum | Vellum Assistant | ViMax (HKUDS) | Warp | Windsurf / Devin Desktop | Witsy | Zapier | Zencoder | fal.ai | n8n | xpander.ai |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Self-hosted | ● | ● | ○ | ● | ● | ○ | ● | ○ | ◐ | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ● | ● | ● | ● | ○ | ◐ | ● | ○ | ● | ● | ◐ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ● | ● | ○ | ● | ● | ○ | ● | ● | ◐ | ● | ○ | ● | ● | ● | ◐ | ● | ● | ● | ● | ● | ● | ● | ● | ● | ● | ● | ● | ● | ● | ● | ○ | ● | ● | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ◐ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ● | ● | ● | ● | ● | ◐ | ○ | ● | ○ | ○ | ○ | ● | ● |
| Managed SaaS | ◐ | ○ | ◐ | ● | ○ | ● | ● | ● | ● | ○ | ● | ○ | ● | ● | ● | ● | ○ | ● | ● | ● | ○ | ○ | ○ | ● | ● | ● | ● | ● | ● | ● | ○ | ● | ● | ● | ● | ○ | ● | ● | ○ | ○ | ● | ● | ◐ | ● | ● | ● | ○ | ○ | ● | ● | ● | ○ | ● | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ● | ● | ○ | ○ | ● | ○ | ● | ○ | ● | ● | ● | ● | ○ | ● | ● | ● | ● | ● | ● | ● | ● | ● | ○ | ● | ○ | ○ | ● | ● | ○ | ● | ● | ○ | ● | ● | ● | ● | ● |
| Air-gapped / on-prem | ● | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ● | ○ | ● | ○ | ● | ○ | ● | ○ | ● | ◐ | ● | ◐ | ○ | ○ | ◐ | ◐ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ◐ | ◐ | ● | ◐ | ○ | ● | ○ | ◐ | ● | ◐ | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● |
| Docker-based install | ◐ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ● | ● | ● | ● | ● | ● | ● | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● |
| Three-command install | ● | ○ | ○ | ○ | ● | ○ | ● | ○ | ● | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ● | ○ | ● | ○ | ◐ | ● | ● | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ |
| Cross-host mesh deployment | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ |
| Mobile / installable PWA | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ● | ○ | ● | ◐ | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Native desktop app (OS notifications) | ◐ | ◐ | ● | ○ | ● | ● | ○ | ○ | ● | ○ | ○ | ● | ● | ○ | ● | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ● | ○ | ● | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ● | ○ | ○ | ○ | ● | ◐ | ● | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ● | ○ | ○ | ● | ○ | ● | ● | ● | ○ | ◐ | ○ | ○ | ○ |
| Tally (× / 8) | 6 | 1.5 | 1.5 | 3.5 | 4.5 | 2 | 4 | 1 | 3.5 | 3 | 1 | 1.5 | 3 | 2 | 2 | 1 | 1 | 2 | 2.5 | 3 | 2 | 4 | 1 | 2 | 1.5 | 4 | 2 | 4 | 2.5 | 2.5 | 1 | 2 | 2 | 2.5 | 3 | 4.5 | 1 | 1 | 5 | 1 | 1 | 2.5 | 1.5 | 2 | 2 | 4 | 1.5 | 2.5 | 1 | 3 | 2.5 | 3 | 1.5 | 1 | 3.5 | 2.5 | 4.5 | 4.5 | 1.5 | 5 | 6.5 | 2.5 | 5 | 3.5 | 5 | 5.5 | 4.5 | 3 | 1 | 2 | 3.5 | 1.5 | 1 | 1 | 1 | 1 | 0 | 1.5 | 3.5 | 2.5 | 3.5 | 1.5 | 3.5 | 1 | 3 | 1 | 0 | 2 | 3 | 1.5 | 4 | 3.5 | 1 | 2.5 | 2 | 2 | 1 | 1.5 | 1 | 5 | 4.5 |
Build & ship 🏆 Tandem · 2/2 Tandem: 2/2
| Feature | Tandem US | 5ire | Accio Work | Activepieces | AionUi | Augment Code Intent (Auggie) | AutoGPT Platform | Botpress | BridgeMind | CLI Agent Orchestrator | Charlie Labs (Charlie / Daemons) | Cherry Studio | Claude (claude.ai) | Claude Code | Claude Desktop | Cleo | Cline (CLI + Agent SDK) | Codegen | Cognition (Devin) | Cohere North | ComfyUI | Composio Agent Orchestrator | Continue CLI (cn) | Copilot Studio | Cosine (Genie) | CrewAI | Cursor | Dify | Dust | Factory AI (Droids) | Factory Droid (CLI) | Genspark | GitHub Copilot | Glean Agents | Google Antigravity | Goose | Graphed | Gumloop | Hermes Agent | Hermes Agent OS | Higgsfield | HyperAgent (Hyperbrowser) | Kilo Code | Kiro (AWS) | LangChain Open SWE | LangSmith | Lapu AI | Leon | Lindy | Lyzr AI | Mastra | Microsoft Conductor | MindStudio | Mistral Vibe CLI (Devstral 2) | MobileVibe | Msty Studio | Observer AI | Obsidian Hivemind | Obsilo | Odysseus | Omnigent | Open Generative AI | OpenClaw | OpenHands (All Hands AI) | OpenHuman | OpenLegion | Paperclip | Pi Coding Agent | Pika | Pinokio | Polsia | Ralph TUI | Relay.app | Relevance AI | Replit | Runway (Gen-3/4) | Seedance (ByteDance) | Sentrial | Sim (Sim Studio) | Simular (Sai) | SmythOS | Sourcegraph Amp | StackAI | Talkdesk | Taskade | Tembo | Tessl | Trae / Trae SOLO (ByteDance) | Valo | Vault Operator | Vellum | Vellum Assistant | ViMax (HKUDS) | Warp | Windsurf / Devin Desktop | Witsy | Zapier | Zencoder | fal.ai | n8n | xpander.ai |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| App scaffolding (describe to APK) | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ |
| Short-form video creation (UGC) | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Tally (× / 2) | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0.5 | 0 | 0 | 0 | 1 | 0 | 0.5 | 0.5 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 1 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1.5 | 0 | 0 | 0 | 1.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0.5 | 1 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 |
Outreach & growth 🏆 Tandem · 1/1 Tandem: 1/1
| Feature | Tandem US | 5ire | Accio Work | Activepieces | AionUi | Augment Code Intent (Auggie) | AutoGPT Platform | Botpress | BridgeMind | CLI Agent Orchestrator | Charlie Labs (Charlie / Daemons) | Cherry Studio | Claude (claude.ai) | Claude Code | Claude Desktop | Cleo | Cline (CLI + Agent SDK) | Codegen | Cognition (Devin) | Cohere North | ComfyUI | Composio Agent Orchestrator | Continue CLI (cn) | Copilot Studio | Cosine (Genie) | CrewAI | Cursor | Dify | Dust | Factory AI (Droids) | Factory Droid (CLI) | Genspark | GitHub Copilot | Glean Agents | Google Antigravity | Goose | Graphed | Gumloop | Hermes Agent | Hermes Agent OS | Higgsfield | HyperAgent (Hyperbrowser) | Kilo Code | Kiro (AWS) | LangChain Open SWE | LangSmith | Lapu AI | Leon | Lindy | Lyzr AI | Mastra | Microsoft Conductor | MindStudio | Mistral Vibe CLI (Devstral 2) | MobileVibe | Msty Studio | Observer AI | Obsidian Hivemind | Obsilo | Odysseus | Omnigent | Open Generative AI | OpenClaw | OpenHands (All Hands AI) | OpenHuman | OpenLegion | Paperclip | Pi Coding Agent | Pika | Pinokio | Polsia | Ralph TUI | Relay.app | Relevance AI | Replit | Runway (Gen-3/4) | Seedance (ByteDance) | Sentrial | Sim (Sim Studio) | Simular (Sai) | SmythOS | Sourcegraph Amp | StackAI | Talkdesk | Taskade | Tembo | Tessl | Trae / Trae SOLO (ByteDance) | Valo | Vault Operator | Vellum | Vellum Assistant | ViMax (HKUDS) | Warp | Windsurf / Devin Desktop | Witsy | Zapier | Zencoder | fal.ai | n8n | xpander.ai |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Pre-enriched lead datastore | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Tally (× / 1) | 1 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
Personal & wellness 🏆 Tandem & Hermes Agent OS · 1/1 Tandem: 1/1
| Feature | Tandem US | 5ire | Accio Work | Activepieces | AionUi | Augment Code Intent (Auggie) | AutoGPT Platform | Botpress | BridgeMind | CLI Agent Orchestrator | Charlie Labs (Charlie / Daemons) | Cherry Studio | Claude (claude.ai) | Claude Code | Claude Desktop | Cleo | Cline (CLI + Agent SDK) | Codegen | Cognition (Devin) | Cohere North | ComfyUI | Composio Agent Orchestrator | Continue CLI (cn) | Copilot Studio | Cosine (Genie) | CrewAI | Cursor | Dify | Dust | Factory AI (Droids) | Factory Droid (CLI) | Genspark | GitHub Copilot | Glean Agents | Google Antigravity | Goose | Graphed | Gumloop | Hermes Agent | Hermes Agent OS 🏆 | Higgsfield | HyperAgent (Hyperbrowser) | Kilo Code | Kiro (AWS) | LangChain Open SWE | LangSmith | Lapu AI | Leon | Lindy | Lyzr AI | Mastra | Microsoft Conductor | MindStudio | Mistral Vibe CLI (Devstral 2) | MobileVibe | Msty Studio | Observer AI | Obsidian Hivemind | Obsilo | Odysseus | Omnigent | Open Generative AI | OpenClaw | OpenHands (All Hands AI) | OpenHuman | OpenLegion | Paperclip | Pi Coding Agent | Pika | Pinokio | Polsia | Ralph TUI | Relay.app | Relevance AI | Replit | Runway (Gen-3/4) | Seedance (ByteDance) | Sentrial | Sim (Sim Studio) | Simular (Sai) | SmythOS | Sourcegraph Amp | StackAI | Talkdesk | Taskade | Tembo | Tessl | Trae / Trae SOLO (ByteDance) | Valo | Vault Operator | Vellum | Vellum Assistant | ViMax (HKUDS) | Warp | Windsurf / Devin Desktop | Witsy | Zapier | Zencoder | fal.ai | n8n | xpander.ai |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Personal health dashboard | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Tally (× / 1) | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
Local models & serving 🏆 Odysseus · 2/2 Tandem: 0.5/2
| Feature | Tandem US | 5ire | Accio Work | Activepieces | AionUi | Augment Code Intent (Auggie) | AutoGPT Platform | Botpress | BridgeMind | CLI Agent Orchestrator | Charlie Labs (Charlie / Daemons) | Cherry Studio | Claude (claude.ai) | Claude Code | Claude Desktop | Cleo | Cline (CLI + Agent SDK) | Codegen | Cognition (Devin) | Cohere North | ComfyUI | Composio Agent Orchestrator | Continue CLI (cn) | Copilot Studio | Cosine (Genie) | CrewAI | Cursor | Dify | Dust | Factory AI (Droids) | Factory Droid (CLI) | Genspark | GitHub Copilot | Glean Agents | Google Antigravity | Goose | Graphed | Gumloop | Hermes Agent | Hermes Agent OS | Higgsfield | HyperAgent (Hyperbrowser) | Kilo Code | Kiro (AWS) | LangChain Open SWE | LangSmith | Lapu AI | Leon | Lindy | Lyzr AI | Mastra | Microsoft Conductor | MindStudio | Mistral Vibe CLI (Devstral 2) | MobileVibe | Msty Studio | Observer AI | Obsidian Hivemind | Obsilo | Odysseus 🏆 | Omnigent | Open Generative AI | OpenClaw | OpenHands (All Hands AI) | OpenHuman | OpenLegion | Paperclip | Pi Coding Agent | Pika | Pinokio | Polsia | Ralph TUI | Relay.app | Relevance AI | Replit | Runway (Gen-3/4) | Seedance (ByteDance) | Sentrial | Sim (Sim Studio) | Simular (Sai) | SmythOS | Sourcegraph Amp | StackAI | Talkdesk | Taskade | Tembo | Tessl | Trae / Trae SOLO (ByteDance) | Valo | Vault Operator | Vellum | Vellum Assistant | ViMax (HKUDS) | Warp | Windsurf / Devin Desktop | Witsy | Zapier | Zencoder | fal.ai | n8n | xpander.ai |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Hardware-aware model serving (Cookbook) | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ◐ |
| Blind multi-model compare | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Tally (× / 2) | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0.5 | 0 | 0 | 2 | 0.5 | 0 | 0 | 0 | 0.5 | 0.5 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0.5 |
Productivity suite 🏆 Odysseus · 3/3 Tandem: 2/3
| Feature | Tandem US | 5ire | Accio Work | Activepieces | AionUi | Augment Code Intent (Auggie) | AutoGPT Platform | Botpress | BridgeMind | CLI Agent Orchestrator | Charlie Labs (Charlie / Daemons) | Cherry Studio | Claude (claude.ai) | Claude Code | Claude Desktop | Cleo | Cline (CLI + Agent SDK) | Codegen | Cognition (Devin) | Cohere North | ComfyUI | Composio Agent Orchestrator | Continue CLI (cn) | Copilot Studio | Cosine (Genie) | CrewAI | Cursor | Dify | Dust | Factory AI (Droids) | Factory Droid (CLI) | Genspark | GitHub Copilot | Glean Agents | Google Antigravity | Goose | Graphed | Gumloop | Hermes Agent | Hermes Agent OS | Higgsfield | HyperAgent (Hyperbrowser) | Kilo Code | Kiro (AWS) | LangChain Open SWE | LangSmith | Lapu AI | Leon | Lindy | Lyzr AI | Mastra | Microsoft Conductor | MindStudio | Mistral Vibe CLI (Devstral 2) | MobileVibe | Msty Studio | Observer AI | Obsidian Hivemind | Obsilo | Odysseus 🏆 | Omnigent | Open Generative AI | OpenClaw | OpenHands (All Hands AI) | OpenHuman | OpenLegion | Paperclip | Pi Coding Agent | Pika | Pinokio | Polsia | Ralph TUI | Relay.app | Relevance AI | Replit | Runway (Gen-3/4) | Seedance (ByteDance) | Sentrial | Sim (Sim Studio) | Simular (Sai) | SmythOS | Sourcegraph Amp | StackAI | Talkdesk | Taskade | Tembo | Tessl | Trae / Trae SOLO (ByteDance) | Valo | Vault Operator | Vellum | Vellum Assistant | ViMax (HKUDS) | Warp | Windsurf / Devin Desktop | Witsy | Zapier | Zencoder | fal.ai | n8n | xpander.ai |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Email client + AI triage | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Calendar + CalDAV sync | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Documents editor + AI assist | ◐ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Tally (× / 3) | 2 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 3 | 0 | 0 | 0 | 0 | 1 | 0 | 0.5 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
Creative & media generation 🏆 Higgsfield & Open Generative AI · 13/15 Tandem: 8.5/15
| Feature | Tandem US | 5ire | Accio Work | Activepieces | AionUi | Augment Code Intent (Auggie) | AutoGPT Platform | Botpress | BridgeMind | CLI Agent Orchestrator | Charlie Labs (Charlie / Daemons) | Cherry Studio | Claude (claude.ai) | Claude Code | Claude Desktop | Cleo | Cline (CLI + Agent SDK) | Codegen | Cognition (Devin) | Cohere North | ComfyUI | Composio Agent Orchestrator | Continue CLI (cn) | Copilot Studio | Cosine (Genie) | CrewAI | Cursor | Dify | Dust | Factory AI (Droids) | Factory Droid (CLI) | Genspark | GitHub Copilot | Glean Agents | Google Antigravity | Goose | Graphed | Gumloop | Hermes Agent | Hermes Agent OS | Higgsfield 🏆 | HyperAgent (Hyperbrowser) | Kilo Code | Kiro (AWS) | LangChain Open SWE | LangSmith | Lapu AI | Leon | Lindy | Lyzr AI | Mastra | Microsoft Conductor | MindStudio | Mistral Vibe CLI (Devstral 2) | MobileVibe | Msty Studio | Observer AI | Obsidian Hivemind | Obsilo | Odysseus | Omnigent | Open Generative AI 🏆 | OpenClaw | OpenHands (All Hands AI) | OpenHuman | OpenLegion | Paperclip | Pi Coding Agent | Pika | Pinokio | Polsia | Ralph TUI | Relay.app | Relevance AI | Replit | Runway (Gen-3/4) | Seedance (ByteDance) | Sentrial | Sim (Sim Studio) | Simular (Sai) | SmythOS | Sourcegraph Amp | StackAI | Talkdesk | Taskade | Tembo | Tessl | Trae / Trae SOLO (ByteDance) | Valo | Vault Operator | Vellum | Vellum Assistant | ViMax (HKUDS) | Warp | Windsurf / Devin Desktop | Witsy | Zapier | Zencoder | fal.ai | n8n | xpander.ai |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Text-to-video (T2V) | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ◐ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ |
| Image-to-video (I2V) | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ |
| Text-to-image | ● | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ◐ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ |
| Local / self-hosted generation | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ |
| Cloud model access (BYOK / managed) | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ | ● | ○ | ○ |
| Node-graph workflow engine | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ |
| Cinematic camera / motion control | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ |
| Multi-shot storyboard / director | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Character / style consistency | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ |
| Lip-sync / talking-head | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ |
| Upscaling / frame interpolation | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ |
| Audio / music / TTS generation | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ● | ○ | ○ | ◐ | ○ | ○ | ○ | ◐ | ◐ | ◐ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ● | ○ | ○ |
| Faceless reels / shorts automation | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ |
| Agent-driven autonomous generation | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ |
| Multi-clip stitching / assembly | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ○ | ● | ● | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ○ | ● | ○ | ○ | ○ | ○ | ○ | ◐ | ○ | ○ |
| Tally (× / 15) | 8.5 | 0 | 0 | 0 | 1.5 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 11 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 7.5 | 0 | 0 | 0 | 0 | 0 | 0.5 | 3 | 4 | 13 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 | 6 | 0 | 0 | 1 | 0 | 1 | 0 | 2 | 0 | 13 | 0 | 0 | 0.5 | 0 | 0 | 0 | 9 | 4 | 2.5 | 0 | 0.5 | 0 | 0 | 12.5 | 10 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10 | 0 | 0 | 5 | 0 | 0 | 10.5 | 0 | 0 |
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