The platform

100 capabilities that compound over time.

Most browser-automation tools are wrappers around Chromium. Kynetra is a platform: a data flywheel, an integration surface, native engineering, a security posture, and workflow leverage that compound switching cost the longer you use it.

15Shipped
49In progress
36Roadmap

Native performance (10)

Engineering choices an Electron competitor cannot retrofit. Per-platform native shells, Rust core.

  1. #21

    Native shells per OS, not Electron

    macOS SwiftUI, Windows Win32 + WebView2 + Mica, Linux GTK4 + WebKitGTK, Android Compose. Cold start under 250 ms on desktop. Competitors on Electron carry a 200 MB tax forever.

    Shipped
  2. #22

    Rust storage & policy core

    One kynetra-core crate, identical semantics across every client. SQLite-backed, parking_lot for hot paths, deterministic across platforms.

    Shipped
  3. #23

    WebView pool, no recreate on tab switch

    Tabs reparent the visible WebView; never destroy. Tab switching is sub-frame across all 4 platforms.

    Shipped
  4. #24

    Speculative next-action prerender

    Predict the next URL an agent or human will navigate to and pre-warm the WebView. Common nav patterns return instantly.

    Roadmap
  5. #25

    Compiled selector cache

    CSS / XPath compiled once per host and reused across the fleet. Hot-path extraction has zero parse overhead.

    Roadmap
  6. #26

    WASM in-page DOM-diff engine

    Change detection runs inside the page in WASM, sub-millisecond per diff. No round-trip to a Node service.

    Roadmap
  7. #27

    Snapshot delta compression

    Page history stored as binary deltas (Brotli-compressed structural diffs). 50x smaller than raw HTML; year-long change history fits in a Postgres row.

    Roadmap
  8. #28

    Geo-distributed edge fetchers

    Anycast fetch nodes in 30+ regions; sticky IP per profile per region. Sites that geo-fence don't see a US data center.

    Roadmap
  9. #29

    BYO residential proxy with health scoring

    Pluggable residential and mobile proxy networks. Per-pool success/latency scoring; failing IPs auto-rotated. Customers keep their proxy contracts.

    Roadmap
  10. #30

    Headless to headed escalation

    Start headless; on detected challenge (captcha, fingerprint probe), seamlessly hand off to a visible browser, solve, hand back. No restart, no session loss.

    Roadmap

Security & trust (10)

The compliance posture enterprise procurement actually asks for. Built in from day one.

  1. #31

    Permission broker with confirm-on-risk

    Every privileged action passes through kynetra-bridge: scope-checked, logged, signed. High-risk verbs (file write, money-mover, account-creator) require explicit confirm unless pre-authorized in policy.

    Shipped
  2. #32

    SOC 2 Type II + ISO 27001 + HIPAA Mode

    HIPAA Mode disables cloud AI, browser memory, and telemetry. Required for healthcare, federal, and FSI buyers; competitors who launched as 'agent toys' can't bolt this on.

    Roadmap
  3. #33

    Customer-managed encryption keys

    BYOK / CMEK for stored artifacts. Customer revokes the key, the data is unreadable, end of story. Required for regulated workloads.

    Roadmap
  4. #34

    EU residency + FedRAMP Moderate path

    EU-only Postgres and object storage tier already isolated. FedRAMP Moderate ATO on the roadmap; once granted, it's a multi-year incumbent advantage.

    In progress
  5. #35

    Immutable audit log (WORM Merkle)

    Append-only, hash-chained, exportable. Auditors can verify no event was deleted or back-dated. Survives subpoena.

    In progress
  6. #36

    Kernel-enforced profile isolation

    User-namespace sandboxing on Linux, Hardened Runtime + Sandbox profile on macOS, AppContainer on Windows. Cross-profile cookie/storage access is impossible, not just policy.

    Roadmap
  7. #37

    Capability-based MCP tokens

    Tokens declare scopes; the broker enforces. A compromised agent token grants only what was inscribed, not the calling user's full permissions.

    Shipped
  8. #38

    Cryptographic run attestation

    Every workflow run produces a signed manifest of inputs, code hash, model versions, and outputs. Third parties verify provenance without trusting Kynetra's database.

    Roadmap
  9. #39

    Differential privacy on telemetry

    Aggregate intelligence (the Atlas index) is computed under DP guarantees. No single customer's job can be reconstructed from public aggregates.

    Roadmap
  10. #40

    No-training-on-customer-data, technically enforced

    Customer data flows into a separate VPC with blocked egress to model providers' training endpoints. Contractual + network-level enforcement. Required by every enterprise legal review in 2026.

    In progress

AI & agent intelligence (10)

On-device model routing, semantic memory, and guardrails that make agents cheaper, faster, and safer the more they run.

  1. #51

    Model router (cost/latency/quality-aware)

    Routes each agent call to the cheapest model that satisfies the declared quality floor and latency SLA, cutting inference cost by 40-70% on typical workloads without changing output quality.

    In progress
  2. #52

    Semantic page memory

    Embeds visited-page summaries into a per-profile cosine-similarity vector store so agents can retrieve relevant prior context without replaying entire sessions.

    In progress
  3. #53

    Action recorder

    Captures agent action sequences into parametrized, replayable macros stored as versioned artifacts, turning one-off LLM decisions into deterministic, auditable sub-routines.

    In progress
  4. #54

    NL workflow compiler

    Parses natural-language task descriptions into a validated, executable action graph using a constrained grammar, so agents spend zero tokens re-planning steps they already compiled.

    In progress
  5. #55

    Summary cache

    LRU cache keyed by content hash stores page summaries so repeated visits within a session return the summary without a model call, reducing token spend on crawl-heavy workflows.

    In progress
  6. #56

    Smart form autofill

    Maps structured profile schema fields to form inputs via heuristic label/name/type matching, filling forms correctly without requiring explicit selectors in the agent's instruction.

    In progress
  7. #57

    Extraction confidence scorer

    Assigns a 0-1 trust score to each extracted field from selector stability, value type conformance, and cross-source consistency signals, letting pipelines reject low-confidence records automatically.

    In progress
  8. #58

    Guardrail policy engine

    Evaluates every pending agent action against a declarative allow/confirm/deny policy keyed on verb and target domain, blocking unsafe actions at the kernel bridge before they reach the browser.

    Shipped
  9. #59

    Task planner

    Decomposes a high-level goal into an ordered, dependency-aware sub-task graph that the agent executor can checkpoint, resume, and parallelize without re-querying the LLM for structure.

    In progress
  10. #60

    Prompt template library

    Versioned, named prompt templates with typed slot rendering let teams iterate on prompts in one place and guarantee every agent run uses the pinned version declared in its manifest.

    In progress

Privacy & anti-fingerprint (10)

Per-profile, internally-consistent fingerprints and tracker defense that synthetic-fingerprint competitors cannot match.

  1. #61

    Canvas noise injector

    Injects per-profile deterministic sub-perceptual noise into canvas pixel reads so every profile produces a unique, stable fingerprint without visible rendering artifacts.

    Shipped
  2. #62

    WebGL fingerprint spoofing

    Returns realistic, internally-consistent per-profile GPU vendor and renderer strings from a corpus of real device records, defeating WebGL-based device fingerprinting probes.

    In progress
  3. #63

    AudioContext randomization

    Applies per-profile deterministic gain perturbation to AudioContext output so oscillator-based fingerprint probes observe a consistent but unique acoustic signature per profile.

    In progress
  4. #64

    Font enumeration blocking

    Restricts font probing to a configurable per-profile allowlist so that CSS and JavaScript font-enumeration fingerprinting sees only the declared set, not the host system's full font stack.

    In progress
  5. #65

    Timezone/locale spoofing

    Binds timezone, locale, and Accept-Language headers into a single consistent per-profile identity so any cross-signal correlation check produces one coherent location, not contradictions.

    Shipped
  6. #66

    WebRTC leak prevention

    Intercepts ICE candidate gathering at the browser API layer and strips local IP addresses before they reach JavaScript, eliminating the most common VPN-bypass fingerprint vector.

    In progress
  7. #67

    User-Agent rotation policy

    Selects and locks a consistent User-Agent string per profile that matches the declared OS and hardware, preventing UA-to-platform mismatch signals that anti-bot systems flag.

    In progress
  8. #68

    Cookie jar isolation

    Partitions cookie storage at the kernel level per profile so cross-profile cookie sharing is impossible by construction, not just a browser policy that privileged code can bypass.

    In progress
  9. #69

    Tracker blocklist engine

    Applies EasyList-style domain and path matching rules at the network layer before requests leave the browser, blocking trackers with zero JavaScript overhead.

    Shipped
  10. #70

    Referrer policy enforcement

    Rewrites or strips Referer headers according to spec-correct downgrade rules for each request, preventing cross-origin referrer leakage that fingerprinters use to map browsing graphs.

    In progress

Data pipeline & export (10)

Streaming writers, dedup, validation, lineage, and reliable delivery — the plumbing between a crawl and your warehouse.

  1. #71

    Streaming writers

    Flushes extracted records as NDJSON, CSV, or columnar (Parquet) directly to any configured sink without buffering the full dataset in memory, enabling sub-second delivery for large crawls.

    In progress
  2. #72

    Schema versioning

    Tracks ordered record migrations across schema versions so downstream consumers always receive records in the shape they declared, even when the extraction schema evolves.

    In progress
  3. #73

    Dedup engine

    Computes canonical-JSON SHA-256 content hashes per record and suppresses re-delivery of identical content, keeping downstream warehouses clean without requiring customer-side dedup logic.

    In progress
  4. #74

    Incremental crawl diffing

    Computes added, changed, and removed record sets across consecutive crawl runs so pipelines can process only deltas instead of re-ingesting the full dataset on every run.

    In progress
  5. #75

    Validation rules engine

    Evaluates per-field required, type, regex, range, and oneof constraints at write time, rejecting malformed records before they reach the sink and generating a validation failure report.

    Shipped
  6. #76

    Webhook delivery

    Delivers crawl events to customer endpoints with exponential backoff retries and a dead-letter queue for failed deliveries, guaranteeing at-least-once semantics without customer infrastructure.

    In progress
  7. #77

    Sink connectors

    Ships extracted data to in-memory buffers, local files, or any S3-compatible object store via a uniform put-object interface, requiring no sink-specific driver code in the extraction workflow.

    In progress
  8. #78

    Data lineage tracker

    Records a source-to-output provenance DAG for every record, storing which URL, selector, run, and schema version produced each field value so auditors can trace any output back to its origin.

    In progress
  9. #79

    PII redaction filter

    Scans extracted text fields for email addresses, phone numbers, payment card numbers, and SSNs using pattern matching and masks them before writing to any sink.

    In progress
  10. #80

    Export throttler

    Applies a per-sink token-bucket rate limit measured in records per second, preventing a bursty crawl from overwhelming downstream ingest pipelines or triggering API quotas.

    In progress

Observability & ops (10)

OpenTelemetry traces, Prometheus metrics, SLA burn-rate, tamper-evident audit — the operational surface enterprises require.

  1. #81

    Structured event log

    Emits trace-correlated JSON-lines events for every agent action, network request, and extraction result so operators can stream logs into any observability backend without custom parsing.

    In progress
  2. #82

    Per-host crawl health

    Maintains rolling p50 and p95 latency counters plus success/failure rates per target host, surfacing degraded hosts in the operations dashboard before they cause job-level failures.

    In progress
  3. #83

    Cost attribution ledger

    Accumulates per-category and per-org cost totals from model inference, proxy bandwidth, and compute usage, enabling chargeback and budget alerting without custom accounting pipelines.

    In progress
  4. #84

    SLA monitor

    Evaluates configured SLO targets — job completion latency, extraction success rate, uptime — against rolling windows and computes burn rate to alert before the error budget is exhausted.

    In progress
  5. #85

    Distributed trace propagation

    Parses and formats W3C traceparent headers on every outbound request and agent event so traces from Kynetra-initiated work appear as connected spans in any OpenTelemetry-compatible backend.

    Shipped
  6. #86

    Error budget tracker

    Computes remaining error budget from the declared SLO target and current failure rate, displaying how many hours or requests remain before the budget is consumed this window.

    In progress
  7. #87

    Prometheus metrics exporter

    Exposes all internal counters and histograms in the Prometheus text exposition format on a configurable scrape endpoint, enabling zero-config integration with existing Prometheus stacks.

    In progress
  8. #88

    Audit log query API

    Provides a query interface over the hash-chained, tamper-evident audit log so compliance tools can retrieve and verify the integrity of any event range without database access.

    In progress
  9. #89

    Performance flamegraph capture

    Folds per-run CPU sample stacks into collapsed-stack format and serves them as interactive flamegraphs, so engineers can pinpoint hot extraction code paths without profiling infrastructure.

    In progress
  10. #90

    Anomaly detection

    Applies EWMA smoothing and z-score thresholding to key metrics so transient spikes in error rate, latency, or cost trigger alerts without a manual threshold needing to be maintained.

    In progress

Data flywheel (10)

Every job a customer runs makes the platform measurably better for the next customer.

  1. #1

    Glean Atlas — shared site-shape index

    Anonymized aggregate of which selectors, fetch strategies, and rendering paths work per host. Every customer's job improves day-1 extraction quality for the next customer. Differentially private; no per-tenant content stored.

    Roadmap
  2. #2

    Selector graveyard & auto-repair

    When a target site changes layout, the platform detects breakage across the fleet within minutes and proposes new selectors from collective drift. Customer jobs heal without an engineer touching them.

    Roadmap
  3. #3

    Per-host fetch routing classifier

    Each host is classified once (static HTML vs JS-required vs auth-gated vs anti-bot) and cached fleet-wide. New customers skip the trial-and-error tax.

    In progress
  4. #4

    Action-prior memory

    Recurring agent micro-actions — dismiss cookie banner, click 'show more', accept terms — memorized per-host. New agents skip the discovery phase.

    Roadmap
  5. #5

    Robots & ToS index

    Pre-parsed compliance rules for the top 1M hosts, refreshed daily. Customers get policy enforcement without writing it.

    Roadmap
  6. #6

    Schema marketplace

    Versioned, community-contributed Glean schemas for common targets (e-commerce product, jobs board listing, SEC filing). Curated, signed, with quality scores.

    Roadmap
  7. #7

    Fingerprint corpus

    Opt-in real-device canvas / audio / font fingerprint samples make stealth profiles statistically plausible, not algorithmically generated. Anti-detection competitors using synthetic fingerprints can't match coverage.

    Roadmap
  8. #8

    Captcha provider intelligence

    Which solvers succeed against which providers on which hosts, scored continuously. Routing picks the cheapest provider that will actually work.

    Roadmap
  9. #9

    Pre-crawled sitemap & feed index

    Top-host sitemaps and RSS/Atom feeds cached centrally. Crawl seeding starts populated; first page returns in milliseconds, not the round-trip to sitemap.xml.

    Roadmap
  10. #10

    Change-detection baseline pool

    Visual and DOM baselines for popular monitored pages are shared, so a brand-new monitor has a 30-day history on day one instead of starting cold.

    Roadmap

Ecosystem reach (10)

Integration surface so wide that ripping Kynetra out means rewriting a half-dozen workflows.

  1. #11

    MCP-first agent interop

    First-class support in Claude, Cursor, Windsurf, ChatGPT, LangChain, CrewAI, AutoGen. Every framework an agent author tries already has a Kynetra connector.

    Shipped
  2. #12

    Native SDKs (TS, Python, Go, Rust)

    Idiomatic SDKs with the same call surface against local CLI, local daemon, or cloud. Switching to a competitor means rewriting agent code, not just URLs.

    In progress
  3. #13

    kynetra CLI

    Cross-platform CLI shipped via brew, winget, apt, dnf, npm, cargo. Developer touchpoint daily. Once it's in shell history, replacement cost is high.

    Roadmap
  4. #14

    VS Code extension

    Replay agent traces, inspect captured DOM snapshots, set breakpoints in workflows from the editor.

    Roadmap
  5. #15

    JetBrains plugin

    Same surface for IntelliJ, PyCharm, GoLand, RustRover users. Critical for the Java/Python data-engineering buyer.

    Roadmap
  6. #16

    Chrome DevTools Protocol passthrough

    Playwright and Puppeteer connect to a Kynetra-launched profile via CDP unchanged. Zero-friction migration off Playwright. They keep their test suite; we get the audit log and policy enforcement.

    In progress
  7. #17

    Selenium Grid endpoint

    Emulate a Selenium Grid hub so legacy CI suites point at Kynetra without code changes. Captures the long-tail enterprise QA buyer.

    Roadmap
  8. #18

    n8n, Make, Zapier connectors

    Non-engineers compose Kynetra into automation graphs. Every workflow built in n8n on top of Kynetra is a customer retention contract.

    Roadmap
  9. #19

    Webhook router with replay & DLQ

    Every Kynetra event (job done, change detected, agent error) becomes a webhook in the customer's stack. Replay and dead-letter queues mean it's load-bearing within a month.

    Roadmap
  10. #20

    Public agent gallery

    Curated, parametrized workflow templates published by authors with attribution. SEO surface and discovery flywheel; competitors need both the gallery and the audience.

    Roadmap

Workflow leverage (10)

Per-customer artifacts (workflows, profiles, schemas) that compound switching cost over time.

  1. #41

    Workflow versioning with branches and PRs

    Workflows have main/dev branches, diffs, code review, blue-green promotion. Teams managing 100+ automations treat them like software, not scripts.

    Roadmap
  2. #42

    Live workflow debugger

    Step through an agent's last 1,000 actions with the DOM at each step rendered alongside the LLM's reasoning trace and tool calls. No competitor offers this.

    Roadmap
  3. #43

    Action replay sandbox

    Re-run any historical workflow against the live site with old DOM and new DOM side-by-side. Diagnose breakage in minutes, not days.

    Roadmap
  4. #44

    Cost budgets with hard caps

    Per-org, per-workflow, per-model-provider budgets enforced by the router. Surprise AI bills are impossible by construction.

    Shipped
  5. #45

    Cross-profile workflow hand-off

    A recruiter profile fetches a LinkedIn URL; a research profile receives the URL (not the session) and continues without breaking isolation. Required for real-world agent orchestration.

    Roadmap
  6. #46

    Visual workflow builder with code export

    Drag-drop graph for non-engineers; one-click export to TypeScript or Python. Bridges the no-code to code chasm both directions.

    Roadmap
  7. #47

    Restorable tabsets with full context

    Save a working session — tabs, scroll positions, form drafts, cookies, sidebar state — and restore exactly weeks later. Power-user retention feature.

    Roadmap
  8. #48

    Multi-agent supervision wall

    Watch 50 agents work across a grid of live thumbnails; click any to take over. Operations teams running large agent fleets need this; nothing else exists.

    Roadmap
  9. #49

    Inline AI sidebar bound to the page

    Ask, summarize, extract a table, draft a reply — every response cites DOM coordinates so the user can verify. Not a chatbot bolted on; tied to live page state.

    In progress
  10. #50

    Deterministic record-replay on the live web

    Record a session; deterministically replay it later even if the target site has changed, using captured network responses. The 'rr' of browser automation. Time-travel debugging across changing reality.

    Roadmap

Collaboration & multi-tenant (10)

RBAC, approvals, quotas, billing metering, SSO — the team and governance layer that turns a tool into a platform.

  1. #91

    Org/team/role RBAC

    Resolves effective permissions by taking the most-restrictive intersection of org-level, team-level, and role-level grants, so privilege escalation through role composition is impossible.

    Shipped
  2. #92

    Shared workspace presence

    Broadcasts heartbeat-based active-member presence within a shared workspace so collaborators see who is viewing or editing a workflow in real time without polling.

    In progress
  3. #93

    Comments & annotations

    Attaches threaded, resolvable comments to any workflow node, run result, or extracted record, giving distributed teams a review surface without leaving the platform.

    In progress
  4. #94

    Approval workflows

    Requires a configurable N-approver quorum before high-risk agent actions — credential changes, bulk deletes, external API calls — execute, with the approval chain recorded in the audit log.

    In progress
  5. #95

    Usage quotas

    Enforces per-team monthly caps on crawl volume, agent compute, and export bytes with automatic reset on the billing cycle, preventing any single team from exhausting shared infrastructure.

    In progress
  6. #96

    Per-user audit trail

    Records every user action — workflow edits, profile changes, approvals, data exports — in an immutable, per-user action log that satisfies enterprise data governance review requirements.

    In progress
  7. #97

    SSO/SAML connector

    Parses SAML 2.0 assertions from any compliant IdP and maps assertion attributes to Kynetra roles, enabling enterprises to manage access entirely through their existing identity infrastructure.

    In progress
  8. #98

    API key management

    Stores API keys as bcrypt-hashed secrets with declared scope sets and provides a one-click revoke that invalidates the key across all services within one second.

    Shipped
  9. #99

    Billing usage metering

    Accumulates metered line items per usage dimension — pages crawled, agent minutes, data egress — and computes prorated charges for mid-cycle plan changes without manual accounting.

    In progress
  10. #100

    Notification center

    Routes in-app and email notifications for job completions, SLA alerts, approval requests, and quota warnings with per-user read/unread state tracked server-side.

    In progress

Ready to put the platform to work?

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