{
 "features_resolved": {
  "snapshot_any": false,
  "snapshot_mem": false,
  "fork": false,
  "pause_resume": false,
  "persistent_disk": false,
  "whole_disk": false,
  "persist_scope": null,
  "volumes": false,
  "auto_stop_idle": false,
  "long_sessions": false,
  "custom_image": null,
  "image_snapshot": false,
  "image_oci": false,
  "vm_isolation": false,
  "docker_inside": false,
  "nested_virt": false,
  "root": null,
  "systemd": null,
  "browser": true,
  "desktop": false,
  "computer_use": false,
  "code_interpreter": null,
  "browser_control": null,
  "desktop_control": null,
  "browser_and_desktop": false,
  "anti_bot": false,
  "captcha_solving": false,
  "residential_ip": null,
  "agent_harnesses": false,
  "ssh": false,
  "public_ipv4": false,
  "inbound_https": true,
  "custom_domain": null,
  "raw_tcp_inbound": null,
  "egress_allowlist": false,
  "open_internet": null,
  "static_egress_ip": false,
  "private_network": null,
  "self_host": true,
  "byoc": true,
  "open_source": false,
  "soc2": false,
  "hipaa": false,
  "sso": true,
  "gpu": false,
  "arm64": false,
  "windows": false,
  "macos": false,
  "lang_python": true,
  "lang_node": true,
  "lang_go": null,
  "lang_rust": null,
  "lang_java": null,
  "gpu_desktop": null,
  "credential_injection": null,
  "egress_http_rules": false,
  "wake_on_request": false,
  "live_resize": false,
  "fork_running": false,
  "memory_snapshot_fork": false,
  "webhooks": null,
  "scheduled_wakeups": null,
  "audit_logs": null,
  "eu_data_residency": null,
  "zero_data_retention": null,
  "scoped_api_keys": null,
  "spend_limits": null,
  "mcp_server": true,
  "usage_api": false,
  "snapshot_auto": false,
  "snapshot_on_demand": false,
  "harness_api": false,
  "own_agent_api": true,
  "fast_boot": null,
  "strong_isolation": false,
  "ingress_rules": true,
  "guest_firewall": false,
  "secret_proxy": false,
  "secret_proxy_any": false,
  "volume_attach": false,
  "volume_shared": false,
  "sidecar": null,
  "fuse": null,
  "kernel_features": null,
  "burst": null
 },
 "company": {
  "id": "arga-labs",
  "checked": "2026-09-30",
  "company": "Arga Labs",
  "ownership": {
   "value": "independent",
   "parent": null,
   "source": "https://www.argalabs.com/",
   "quote": "Announcing our $10M seed round led by General Catalyst"
  },
  "stage": {
   "value": "seed",
   "source": "https://www.argalabs.com/",
   "quote": "Announcing our $10M seed round led by General Catalyst",
   "confidence": "high",
   "note": "YC hint confirmed: the YC directory entry for Arga Labs (slug arga-labs, batch P26/Spring 2026, status Active) lists website https://www.argalabs.com/, matching this provider's domain exactly. Founded 2025 per YC profile; the $10M seed (announced Aug 26, 2026) is the only priced round found."
  },
  "accelerators": [
   {
    "name": "Y Combinator",
    "batch": "Spring 2026",
    "source": "https://www.ycombinator.com/companies/arga-labs",
    "quote": "Arga Labs: Real-world sandboxes to test and train AI agents | Y Combinator; batch: P26, batch_name: Spring 2026, ycdc_status: Active",
    "confidence": "high",
    "via": "research"
   }
  ],
  "total_funding_usd": {
   "value": 10000000,
   "status": "confirmed",
   "basis": "company blog post announcing the seed round; no other rounds disclosed",
   "source": "https://www.argalabs.com/blog/making-ai-agents-ready-for-the-real-world",
   "quote": "Arga Labs announces a $10 million seed round led by General Catalyst and explains why real-world sandboxes are essential for testing and training AI agents."
  },
  "last_round": {
   "type": "seed",
   "amount_usd": 10000000,
   "date": "2026-08-26",
   "leads": [
    "General Catalyst"
   ],
   "status": "confirmed",
   "source": "https://www.argalabs.com/blog/making-ai-agents-ready-for-the-real-world",
   "quote": "Making AI Agents Ready for the Real World Arga Labs · Company update August 26, 2026 ... Arga Labs announces a $10 million seed round led by General Catalyst"
  },
  "investors": [
   "General Catalyst",
   "SV Angel",
   "BoxGroup",
   "Y Combinator"
  ],
  "portfolio_listings": [
   {
    "source": "General Catalyst",
    "company": "Arga Labs",
    "batch": null,
    "how": "domain"
   }
  ],
  "revenue": {
   "value": null,
   "status": "unknown"
  },
  "employees": {
   "value": 4,
   "source": "https://www.ycombinator.com/companies/arga-labs"
  },
  "note": "Very young company: founded 2025, current YC batch is Spring 2026 (Active status), team_size 4 per YC profile. Founders: Phillip Li (CEO, ex-Amazon SDE) and Akira Tong (CTO, ex-Stripe SDE, ex-Goldman Sachs quant). Homepage banner and dedicated blog post confirm a $10M seed round led by General Catalyst (announced 2026-08-26), with SV Angel and BoxGroup shown as 'Backed by leading investors' logos alongside General Catalyst; Y Combinator is also an investor/accelerator via the standard YC deal. No revenue/ARR figures published."
 },
 "id": "arga-labs",
 "name": "Arga Labs",
 "url": "https://www.argalabs.com/",
 "category": "agent-sandbox",
 "isolation": "container",
 "modes": [
  {
   "key": "native",
   "label": "Native product; see regime notes",
   "flags": [
    "alt"
   ],
   "os": [
    "linux"
   ],
   "regions": null,
   "gpu_only": false,
   "features": {},
   "pricing": "resource",
   "vcpu_h": null,
   "ram_gib_h": null,
   "cpu_basis": "alloc",
   "ram_basis": "alloc",
   "active_floor": 0,
   "ram_per_vcpu": [
    null,
    null
   ],
   "ram_fixed_per_vcpu": null,
   "vcpu_options": null,
   "min_vcpu": null,
   "max_vcpu": null,
   "max_ram_gib": null,
   "sizes": null,
   "pool_tiers": null,
   "requires_always_on": false,
   "always_on_month_per_instance": null,
   "commit_note": null,
   "min_billed_seconds": null,
   "granularity_s": null,
   "start_fee": null,
   "boot_overhead_s": null,
   "multiplier": 1,
   "windows_vcpu_h": null,
   "gpu": null,
   "note": "Incomplete or non-resource economics: rates remain null, never interpreted as free."
  }
 ],
 "storage": {
  "included_disk_gib": null,
  "disk_gib_month": null,
  "disk_billed_when_stopped": null,
  "snapshot_gib_month": null,
  "paused_ram_billed": null
 },
 "network": {
  "egress_free_gib": null,
  "egress_gib": null,
  "ipv4_month": null,
  "ipv4_available": null
 },
 "plans": [
  {
   "name": "Free",
   "fee": 0,
   "flags": [],
   "fee_is_credit": false,
   "included_usd": null,
   "per_seat": null,
   "concurrency": null,
   "max_session_h": 0.1667,
   "max_vcpu": null,
   "max_ram_gib": null,
   "sizes_allowed": null,
   "note": "10 pre-built digital twins/month; 1 twin per run; fixed 10-minute run sessions; community support. Docs describe the same tier as 10 URL Test Runs/month."
  },
  {
   "name": "Pro",
   "fee": 1250,
   "flags": [],
   "fee_is_credit": false,
   "included_usd": null,
   "per_seat": null,
   "concurrency": null,
   "max_session_h": null,
   "max_vcpu": null,
   "max_ram_gib": null,
   "sizes_allowed": null,
   "note": "Flat $1,250/month (not a usage credit). 1,500 twin runs/month, 30,000 long-running twin minutes/month, 1,500 CI checks/month (separate, non-fungible buckets); unlimited app twins; long-running scenarios, test runner, saved tests; community support. Overage terms not published."
  },
  {
   "name": "Team",
   "fee": null,
   "flags": [
    "sales"
   ],
   "fee_is_credit": false,
   "included_usd": null,
   "per_seat": null,
   "concurrency": null,
   "max_session_h": 8,
   "max_vcpu": null,
   "max_ram_gib": null,
   "sizes_allowed": null,
   "note": "From $3,500/month, adjusted by usage & team size; unlimited twins, twin runs, long-running twin minutes and CI checks; SOC 2 compliance (listed); onboarding + priority support; Twin Run TTL up to 480 min."
  },
  {
   "name": "Enterprise",
   "fee": null,
   "flags": [
    "sales"
   ],
   "fee_is_credit": false,
   "included_usd": null,
   "per_seat": null,
   "concurrency": null,
   "max_session_h": null,
   "max_vcpu": null,
   "max_ram_gib": null,
   "sizes_allowed": null,
   "note": "Custom pricing; permanent scenarios; scoped team roles & access; custom infra changes; on-prem hosting if requested; SSO/access controls; auditability; dedicated forward deployed engineer."
  }
 ],
 "free": {
  "monthly_credit": null,
  "one_time_credit": null
 },
 "features": {
  "linux": null,
  "windows": false,
  "macos": false,
  "arm64": false,
  "gpu": false,
  "snapshot": "none",
  "pause_resume": false,
  "fork": false,
  "persistent_disk": false,
  "volumes": null,
  "auto_stop_idle": false,
  "max_session_h": 8,
  "custom_image": null,
  "docker_inside": false,
  "nested_virt": false,
  "root": null,
  "systemd": null,
  "browser": true,
  "desktop": false,
  "computer_use": false,
  "code_interpreter": null,
  "agent_harnesses": false,
  "ssh": false,
  "public_ipv4": false,
  "inbound_https": true,
  "custom_domain": null,
  "raw_tcp_inbound": null,
  "egress_allowlist": false,
  "static_egress_ip": false,
  "private_network": null,
  "self_host": true,
  "byoc": true,
  "open_source": false,
  "soc2": false,
  "hipaa": false,
  "sso": true,
  "gpu_types": [],
  "regions": null,
  "lang_python": true,
  "lang_node": true,
  "lang_go": null,
  "lang_rust": null,
  "lang_java": null,
  "gpu_desktop": null,
  "credential_injection": null,
  "egress_http_rules": false,
  "wake_on_request": false,
  "live_resize": false,
  "fork_running": false,
  "memory_snapshot_fork": false,
  "webhooks": null,
  "scheduled_wakeups": null,
  "audit_logs": null,
  "eu_data_residency": null,
  "zero_data_retention": null,
  "scoped_api_keys": null,
  "spend_limits": null,
  "mcp_server": true,
  "snapshot_auto": false,
  "snapshot_on_demand": false,
  "own_agent_api": true,
  "harness_api": false,
  "ingress_rules": true,
  "guest_firewall": false,
  "secret_proxy": false,
  "volume_attach": false,
  "volume_shared": false,
  "image_oci": false,
  "anti_bot": false,
  "captcha_solving": false,
  "isolation": "container",
  "usage_api": false
 },
 "perf": {
  "cpu_runs_s": null,
  "cold_start_ms": null,
  "burst_tti_ms": null,
  "dax_s": null
 },
 "caveats": [
  "Free 10 twins/mo and 10min runs; Pro $1250/mo with 1500 runs, 30k long-running twin minutes, 1500 CI checks; Team from $3500 quote-adjusted, Enterprise custom/on-prem. Not a raw 4/8 sandbox rate; stateful API twins have different units.",
  "Null values mean unknown, not free/unlimited. No model-token cost, tax or unverified ancillary charge included.",
  "Native browser/device/task/credit prices with unknown CPU/RAM are deliberately non-priceable. Check regime before interpreting any partial resource estimate.",
  "Docs plans page (Free/Team/Paid: Team 500 PR Test Runs + 500 CI checks) disagrees with the pricing page (Free/Pro/Team/Enterprise: Pro 1,500 twin runs + 1,500 CI checks). Pricing page used as the authority."
 ],
 "sources": [
  "https://www.ycombinator.com/companies/arga-labs",
  "https://www.argalabs.com/",
  "https://www.argalabs.com/pricing",
  "https://www.argalabs.com/docs",
  "https://www.argalabs.com/llms.txt",
  [
   "https://docs.argalabs.com/llms.txt",
   "https://docs.argalabs.com/plans.md",
   "https://docs.argalabs.com/api-reference/post-extend-twin-provision-ttl.md",
   "https://docs.argalabs.com/concepts/how-it-works.md",
   "https://docs.argalabs.com/concepts/digital-twins.md"
  ]
 ],
 "audit_2026_09_29": {
  "applied": 11,
  "source": "checked against the provider's live pricing and docs pages",
  "reviewed": 5
 },
 "fleet": {
  "default_max_instances": null,
  "default_max_vcpu": null,
  "default_max_gpus": null,
  "raise": "sales",
  "raise_time_days": null,
  "verification": "Self-serve Free and Pro via app checkout (Settings > Upgrade subscription); Team/Enterprise via demo call.",
  "tiers": "Free: 1 twin per run, 10 twins/month, 10-min TTL. Pro: 1,500 twin runs + 30,000 long-running twin minutes + 1,500 CI checks per month. Team (from $3,500) and Enterprise: unlimited.",
  "notes": "Card has no fleet block. No concurrency limit is published for Twin Runs; limits are monthly run/minute counts. Twins are API replicas, not VMs.",
  "sources": [
   "https://www.argalabs.com/pricing",
   "https://docs.argalabs.com/plans.md"
  ]
 },
 "feature_evidence": {
  "snapshot_auto": {
   "value": false,
   "source": "https://docs.argalabs.com/index.md",
   "quote": "Arga provisions the service environment. Your application continues to run wherever you deploy it: locally, in staging, or at an existing preview URL. PR Test Runs do not create a new application sandbox for every pull request.",
   "note": "No user machine exists: Arga hosts API 'digital twins' (stateful service emulators) plus a hosted browser test runner; your app runs elsewhere. Twin Runs expire at TTL (max 480 min) and state is not auto-saved; persistent twin environments are attached to a Scenario and can be reseeded.",
   "checked": "2026-09-29"
  },
  "snapshot_on_demand": {
   "value": false,
   "source": "https://docs.argalabs.com/index.md",
   "quote": "Arga provisions the service environment. Your application continues to run wherever you deploy it: locally, in staging, or at an existing preview URL. PR Test Runs do not create a new application sandbox for every pull request.",
   "note": "No machine snapshots. Closest analog (service state, not a machine): twin dashboards have a 'Save scenario' button that \"captures the twin's current state as a `seed_config` payload\" (docs.argalabs.com/features/custom-scenarios.md), and new Twin Runs can be seeded from that Scenario. No memory/process state; how-it-works says Arga \"does not ... reconstruct the application's process state\".",
   "checked": "2026-09-29"
  },
  "own_agent_api": {
   "value": true,
   "source": "https://docs.argalabs.com/api-reference/browser-agent-create-run.md",
   "quote": "Starts a browser Test Run from a natural-language prompt.",
   "note": "Drives Arga's OWN hosted browser QA agent only (not Claude Code/Codex etc., and not inside a user sandbox): POST /runner/runs with a prompt, WEBSOCKET /runner/runs/{run_id}/stream (\"Streams run events\"), POST /runner/runs/{run_id}/messages (\"Append instructions to a running runner run\"), list/get/rerun runs, saved tests; also CLI, MCP and Python/TS SDKs. Borderline: it is a test agent, not a general harness.",
   "checked": "2026-09-29"
  },
  "harness_api": {
   "value": false,
   "source": "https://docs.argalabs.com/api-reference/browser-agent-create-run.md",
   "quote": "Starts a browser Test Run from a natural-language prompt.",
   "note": "Drives Arga's OWN hosted browser QA agent only (not Claude Code/Codex etc., and not inside a user sandbox): POST /runner/runs with a prompt, WEBSOCKET /runner/runs/{run_id}/stream (\"Streams run events\"), POST /runner/runs/{run_id}/messages (\"Append instructions to a running runner run\"), list/get/rerun runs, saved tests; also CLI, MCP and Python/TS SDKs. Borderline: it is a test agent, not a general harness.",
   "checked": "2026-09-29"
  },
  "egress_allowlist": {
   "value": false,
   "source": "https://docs.argalabs.com/index.md",
   "quote": "Arga provisions the service environment. Your application continues to run wherever you deploy it: locally, in staging, or at an existing preview URL. PR Test Runs do not create a new application sandbox for every pull request.",
   "note": "No user machine; your app runs in your own environment. Twins 'intercept' provider hostnames (e.g. api.stripe.com) only by you swapping base URLs/env vars, not a provider-side egress control.",
   "checked": "2026-09-29"
  },
  "ingress_rules": {
   "value": true,
   "source": "https://docs.argalabs.com/api-reference/post-lock-twin-provision-public-access.md",
   "quote": "Revokes public `pub-` host access for a provisioned twin environment. Private proxy-token access remains available until TTL or teardown.",
   "note": "Applies to twin endpoints (not user machines): POST /validate/twins/provision takes `public` (default true: \"Whether returned base URLs are public drop-in hosts\"); /lock switches a running Twin Run to private proxy-token access only. No IP allowlists documented.",
   "checked": "2026-09-29"
  },
  "guest_firewall": {
   "value": false,
   "source": "https://docs.argalabs.com/index.md",
   "quote": "Arga provisions the service environment. Your application continues to run wherever you deploy it: locally, in staging, or at an existing preview URL. PR Test Runs do not create a new application sandbox for every pull request.",
   "note": "No guest machine is provided to the user.",
   "checked": "2026-09-29"
  },
  "secret_proxy": {
   "value": false,
   "source": "https://docs.argalabs.com/concepts/digital-twins.md",
   "quote": "For most twins, the `Authorization` header is stripped from proxied requests because the twin doesn't need real credentials",
   "note": "Not a credential-injection proxy: twins replace real services and hand out fake twin tokens (e.g. xoxb-... for Slack) that you put in your .env; no real secret reaches anywhere. Saved Tests can store 'optional encrypted credentials' for the browser runner (validate-modes.md). No user sandbox.",
   "checked": "2026-09-29"
  },
  "volume_attach": {
   "value": false,
   "source": "https://docs.argalabs.com/index.md",
   "quote": "Arga provisions the service environment. Your application continues to run wherever you deploy it: locally, in staging, or at an existing preview URL. PR Test Runs do not create a new application sandbox for every pull request.",
   "note": "No user machine/storage product.",
   "checked": "2026-09-29"
  },
  "volume_shared": {
   "value": false,
   "source": "https://docs.argalabs.com/index.md",
   "quote": "Arga provisions the service environment. Your application continues to run wherever you deploy it: locally, in staging, or at an existing preview URL. PR Test Runs do not create a new application sandbox for every pull request.",
   "note": "No user machine/storage product.",
   "checked": "2026-09-29"
  },
  "image_oci": {
   "value": false,
   "source": "https://www.argalabs.com/pricing",
   "quote": "Build, seed, and call twins of the services your software acts on via API, CLI, or MCP.",
   "note": "not offered: outside the product's scope (no user machine to boot from a custom image)",
   "checked": "2026-09-30"
  },
  "docker_inside": {
   "value": false,
   "source": "https://docs.argalabs.com/index.md",
   "quote": "Arga provisions the service environment. Your application continues to run wherever you deploy it: locally, in staging, or at an existing preview URL.",
   "note": "not offered: outside the product's scope (no user machine exists to run Docker inside)",
   "checked": "2026-09-30"
  },
  "nested_virt": {
   "value": false,
   "source": "https://docs.argalabs.com/index.md",
   "quote": "Arga provisions the service environment. Your application continues to run wherever you deploy it: locally, in staging, or at an existing preview URL.",
   "note": "not offered: outside the product's scope (no user machine, so no /dev/kvm concept applies)",
   "checked": "2026-09-30"
  },
  "desktop": {
   "value": false,
   "source": "https://docs.argalabs.com/features/validate-modes.md",
   "quote": "Start the run and watch the browser frame and event stream.",
   "note": "not offered: outside the product's scope. Arga streams its own hosted browser-test runner frame for QA, not a general-purpose VNC/RDP desktop.",
   "checked": "2026-09-30"
  },
  "computer_use": {
   "value": false,
   "source": "https://docs.argalabs.com/api-reference/browser-agent-create-run.md",
   "quote": "Starts a browser Test Run from a natural-language prompt.",
   "note": "Arga's browser agent is driven by natural-language prompts/events (own_agent_api), not a documented screenshot+click computer-use API against a general desktop.",
   "checked": "2026-09-30"
  },
  "anti_bot": {
   "value": false,
   "source": "https://www.argalabs.com/pricing",
   "quote": "Build, seed, and call twins of the services your software acts on via API, CLI, or MCP.",
   "note": "not offered: outside the product's scope (a QA/testing product for your own staging apps, not a scraping/stealth-browsing product)",
   "checked": "2026-09-30"
  },
  "captcha_solving": {
   "value": false,
   "source": "https://www.argalabs.com/pricing",
   "quote": "Build, seed, and call twins of the services your software acts on via API, CLI, or MCP.",
   "note": "not offered: outside the product's scope (a QA/testing product for your own staging apps, not a scraping/bot-automation product)",
   "checked": "2026-09-30"
  },
  "ssh": {
   "value": false,
   "source": "https://docs.argalabs.com/index.md",
   "quote": "Arga provisions the service environment. Your application continues to run wherever you deploy it: locally, in staging, or at an existing preview URL.",
   "note": "not offered: outside the product's scope (no user machine to SSH into)",
   "checked": "2026-09-30"
  },
  "snapshot": {
   "value": "none",
   "source": "https://docs.argalabs.com/concepts/how-it-works.md",
   "quote": "It does not capture every function call in your application or reconstruct the application's process state.",
   "note": "No machine/memory snapshot exists. Closest analog is a Scenario 'seed_config' capturing service (twin) state, not a machine snapshot; card's own feature_evidence already records snapshot_auto=false and snapshot_on_demand=false.",
   "checked": "2026-09-30"
  },
  "fork": {
   "value": false,
   "source": "https://docs.argalabs.com/features/custom-scenarios.md",
   "quote": "Scenarios do not run browser tests. They define the baseline used when a Twin Run starts or when a persistent twin environment is reseeded.",
   "note": "not offered: outside the product's scope. Reseeding a twin from a Scenario is not cloning a running machine.",
   "checked": "2026-09-30"
  },
  "fork_running": {
   "value": false,
   "source": "https://docs.argalabs.com/features/custom-scenarios.md",
   "quote": "Scenarios do not run browser tests. They define the baseline used when a Twin Run starts or when a persistent twin environment is reseeded.",
   "note": "not offered: outside the product's scope (no machine to clone while running)",
   "checked": "2026-09-30"
  },
  "memory_snapshot_fork": {
   "value": false,
   "source": "https://docs.argalabs.com/concepts/how-it-works.md",
   "quote": "It does not capture every function call in your application or reconstruct the application's process state.",
   "note": "not offered: outside the product's scope; no process/memory state is captured or restored",
   "checked": "2026-09-30"
  },
  "pause_resume": {
   "value": false,
   "source": "https://docs.argalabs.com/cli-and-mcp.md",
   "quote": "`extend` changes the requested TTL within your plan limit. `teardown` ends the run immediately.",
   "note": "Twin Runs can only be extended (TTL) or torn down, not paused/resumed; no user machine exists to pause",
   "checked": "2026-09-30"
  },
  "wake_on_request": {
   "value": false,
   "source": "https://docs.argalabs.com/index.md",
   "quote": "Arga provisions the service environment. Your application continues to run wherever you deploy it: locally, in staging, or at an existing preview URL.",
   "note": "not offered: outside the product's scope (no user machine to wake on request)",
   "checked": "2026-09-30"
  },
  "persistent_disk": {
   "value": false,
   "source": "https://docs.argalabs.com/index.md",
   "quote": "Arga provisions the service environment. Your application continues to run wherever you deploy it: locally, in staging, or at an existing preview URL.",
   "note": "not offered: outside the product's scope (no filesystem/disk product; persistent twin environments hold seeded service state, not a disk)",
   "checked": "2026-09-30"
  },
  "auto_stop_idle": {
   "value": false,
   "source": "https://docs.argalabs.com/features/validate-modes.md",
   "quote": "Short-lived runs can be reset, extended within your plan limit, locked from public access, or torn down.",
   "note": "Twin Runs expire on a fixed TTL (set at provision time, extendable), not on detected idleness; no user machine to auto-stop",
   "checked": "2026-09-30"
  },
  "live_resize": {
   "value": false,
   "source": "https://docs.argalabs.com/index.md",
   "quote": "Arga provisions the service environment. Your application continues to run wherever you deploy it: locally, in staging, or at an existing preview URL.",
   "note": "not offered: outside the product's scope (no user machine with CPU/RAM to resize)",
   "checked": "2026-09-30"
  },
  "agent_harnesses": {
   "value": false,
   "source": "https://docs.argalabs.com/mcp-tools.md",
   "quote": "Arga's MCP server lets supported coding agents provision twins, inspect twin environments, start browser tests, and run Saved Tests.",
   "note": "not offered: outside the product's scope. Arga ships an MCP server so an existing coding agent (Claude Code/Cursor/Codex) can call Arga's tools; it does not preinstall/offer coding-agent harnesses inside a sandbox.",
   "checked": "2026-09-30"
  },
  "lang_python": {
   "value": true,
   "source": "https://docs.argalabs.com/sdks/overview.md",
   "quote": "Official Python and TypeScript clients for Arga",
   "note": "First-party Python SDK (docs.argalabs.com/sdks/python.md) plus the arga-cli is pip/pipx/uv installable Python tooling",
   "checked": "2026-09-30"
  },
  "lang_node": {
   "value": true,
   "source": "https://docs.argalabs.com/sdks/overview.md",
   "quote": "Official Python and TypeScript clients for Arga",
   "note": "First-party TypeScript/Node SDK documented at docs.argalabs.com/sdks/typescript.md",
   "checked": "2026-09-30"
  },
  "public_ipv4": {
   "value": false,
   "source": "https://docs.argalabs.com/index.md",
   "quote": "Arga provisions the service environment. Your application continues to run wherever you deploy it: locally, in staging, or at an existing preview URL.",
   "note": "not offered: outside the product's scope (no user machine that could hold a public IPv4 address)",
   "checked": "2026-09-30"
  },
  "inbound_https": {
   "value": true,
   "source": "https://docs.argalabs.com/api-reference/post-lock-twin-provision-public-access.md",
   "quote": "Revokes public `pub-` host access for a provisioned twin environment. Private proxy-token access remains available until TTL or teardown.",
   "note": "Twin Runs expose provider-compatible HTTPS base URLs ('public drop-in hosts') reachable over the internet; this is a twin/service endpoint, not a general machine port, but it is the closest analog and is documented as HTTPS-reachable.",
   "checked": "2026-09-30"
  },
  "egress_http_rules": {
   "value": false,
   "source": "https://docs.argalabs.com/index.md",
   "quote": "Arga provisions the service environment. Your application continues to run wherever you deploy it: locally, in staging, or at an existing preview URL.",
   "note": "not offered: outside the product's scope; no user machine egress to restrict at HTTP method/path level (card already lists egress_allowlist=false)",
   "checked": "2026-09-30"
  },
  "static_egress_ip": {
   "value": false,
   "source": "https://docs.argalabs.com/index.md",
   "quote": "Arga provisions the service environment. Your application continues to run wherever you deploy it: locally, in staging, or at an existing preview URL.",
   "note": "not offered: outside the product's scope (no user machine with an outbound IP)",
   "checked": "2026-09-30"
  },
  "gpu": {
   "value": false,
   "source": "https://www.argalabs.com/pricing",
   "quote": "Build, seed, and call twins of the services your software acts on via API, CLI, or MCP.",
   "note": "not offered: outside the product's scope (a service-twin/browser-test product, not compute infrastructure)",
   "checked": "2026-09-30"
  },
  "windows": {
   "value": false,
   "source": "https://www.argalabs.com/pricing",
   "quote": "Build, seed, and call twins of the services your software acts on via API, CLI, or MCP.",
   "note": "not offered: outside the product's scope (no user machine/OS choice is offered at all)",
   "checked": "2026-09-30"
  },
  "macos": {
   "value": false,
   "source": "https://www.argalabs.com/pricing",
   "quote": "Build, seed, and call twins of the services your software acts on via API, CLI, or MCP.",
   "note": "not offered: outside the product's scope (no user machine/OS choice is offered at all)",
   "checked": "2026-09-30"
  },
  "arm64": {
   "value": false,
   "source": "https://www.argalabs.com/pricing",
   "quote": "Build, seed, and call twins of the services your software acts on via API, CLI, or MCP.",
   "note": "not offered: outside the product's scope (no user machine/architecture choice is offered at all)",
   "checked": "2026-09-30"
  },
  "byoc": {
   "value": true,
   "source": "https://www.argalabs.com/pricing",
   "quote": "Custom pricing; permanent scenarios; scoped team roles & access; custom infra changes; on-prem hosting if requested; SSO/access controls; auditability; dedicated forward deployed engineer.",
   "note": "Enterprise plan offers 'on-prem hosting if requested', i.e. Arga's managed service deployed into the customer's own infrastructure on request, matching byoc rather than a self-serve open deployment.",
   "checked": "2026-09-30"
  },
  "open_source": {
   "value": false,
   "source": "https://github.com/arga-labs",
   "quote": "Not Found",
   "note": "No public arga-labs GitHub org/repos found (404); the arga-cli/SDKs are published as installable packages, not found under an OSI-licensed public repo, and no docs page claims open-source status.",
   "checked": "2026-09-30"
  },
  "soc2": {
   "value": false,
   "source": "https://www.argalabs.com/pricing",
   "quote": "HIPAA and SOC 2 readiness in progress",
   "note": "Pricing page footer states SOC 2 is still 'in progress', i.e. not yet achieved, despite the Team/Enterprise tier feature lists naming 'SOC 2 compliance' as a plan capability. Footer disclosure is the authoritative current-status statement; false is correct.",
   "checked": "2026-09-30"
  },
  "hipaa": {
   "value": false,
   "source": "https://www.argalabs.com/pricing",
   "quote": "HIPAA and SOC 2 readiness in progress",
   "note": "Same footer disclosure explicitly states HIPAA readiness is in progress (not achieved). No other official page claims current HIPAA compliance; false is correct.",
   "checked": "2026-09-30"
  },
  "isolation": {
   "value": "container",
   "source": "https://docs.argalabs.com/features/twins-quickstart.md",
   "quote": "Provisions twin containers on Arga's infrastructure via `POST /validate/twins/provision`",
   "note": "Arga has no user-facing VM/sandbox product; this describes the internal isolation unit for its hosted 'digital twin' service replicas ('twin containers' on Arga's own infrastructure), which is the only isolation-related statement found in the docs. Not a customer-managed sandbox VM, so treat as the closest documented analog rather than a direct match to the field's usual meaning.",
   "checked": "2026-09-30"
  },
  "usage_api": {
   "value": false,
   "source": "https://docs.argalabs.com/api-reference/availability-notes.md",
   "quote": "Current public surfaces: Twin catalog, Scenarios, Browser Test Runs, Saved Tests, PR Test Run configuration, Run details/logs/artifacts. No usage or billing endpoints listed.",
   "note": "granularity: account-only; Arga's API reference documents endpoints for provisioning/managing twins, scenarios, and tests, but provides no REST API endpoint, SDK method, or CLI command to retrieve billable usage per twin, per run, per tag, or per account. The web app Settings page allows users to view subscription and usage through a dashboard interface, but this is not programmatically accessible. Usage-based billing (measured in twin runs/month, long-running minutes/month, CI checks/month) exists for Team plans, but is only viewable through the web UI, not via API.",
   "confidence": "high",
   "checked": "2026-01-01"
  }
 },
 "locations": [],
 "locations_source": "https://docs.argalabs.com/",
 "locations_quote": "Arga provisions the service environment. Your application continues to run wherever you deploy it: locally, in staging, or at an existing preview URL.",
 "locations_checked": "2026-10-01"
}