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Roadmap

TaskSignal is early-stage open source. The roadmap prioritizes maintainability, privacy, and useful public-data research over opaque automation.

Near Term

  • Keep saved research projects, public scans, and fixture mode green in CI.
  • Improve live-source query presets and examples so public scans more reliably surface related problem signals instead of only saved records.
  • Expand the Integrations page with clearer connection tests and local runtime checks.
  • Keep Codex task-pack exports and the repo-local Codex skill aligned with opportunity evidence.
  • Add more representative parser fixtures for GitHub Issues, Hacker News, Reddit, and Stack Exchange.
  • Improve dashboard empty, loading, and connector-error states.
  • Add more browser-verified screenshots and keep the demo flow aligned with the current UI.
  • Add rate-limit backoff and retention-state views for scheduled source runs.

Maintainer Workflow

  • Triage incoming issues into bug, enhancement, documentation, good first issue, and roadmap.
  • Review dependency changes with test output and a short risk note.
  • Require human review before enabling new live connectors or changing stored data fields.
  • Keep public releases tied to a changelog entry, make release-check, and a passing CI run.
  • Keep the skills/tasksignal-opportunity-builder package aligned with the current task-pack format.

Security And Privacy

  • Maintain a lightweight threat model for live connectors, prompt export, and stored public-source data.
  • Add regression tests for credential handling and author-hash behavior.
  • Keep credentialed browser-triggered scans behind OPERATOR_SCAN_TOKEN.
  • Keep source-limit and connector-terms notes current before expanding live scanning.
  • Add redaction checks before accepting sample datasets from contributors.

Later

  • Add hosted-worker examples for run-due scheduling with explicit rate-limit state and opt-in storage retention.
  • Add pgvector ANN search in production mode.
  • Add reviewer workflows for human labels and quality feedback.
  • Add an MCP server so Codex and other agents can query opportunities directly.
  • Consider publishing reusable subpackages only if a stable library boundary emerges.