# NousResearch/hermes-agent · Proactive opportunity suggestions and skill discovery features

## Open now

- 5 issues, 2 PRs open on GitHub.
- #17042: \[Feature\]: Executable reflexes and confidence scoring for skills
- #51451: \[Feature\]: Windows Desktop Learn mode for approval-gated workflow discovery
- #54460: Proactive Mode: suggest reusable workflows from repeated user patterns
- #54665: Add opt-in proactive opportunities for learning and verticalization
- #66273: \[Feature\]: Curator skill-gap detection — suggest new Hub skills based on usage patterns & session history
- PR #54471: \[codex\] add proactive opportunity preview
- PR #54666: \[codex\] Add proactive opportunities

These items explore opt-in proactive modes that surface workflow suggestions, learning opportunities, and skill recommendations based on user patterns and session history. The cluster centers on detecting and previewing reusable or gap-filling actions before users explicitly request them.

## TL;DR

- 7 member(s): 5 open issue(s), 0 closed issue(s), 2 open PR(s), 0 merged PR(s), 0 PR(s) closed without merging.
- No fix has been merged to main; one or more PRs were attempted (see below).
- **Recommended:** review the prior/competing PR(s) below. A fix was attempted but not merged; your case may extend or revive that work.

## Maintainer resolution verdict

- Internal-tracker verdict over this cluster's issue members: `unresolved`. This is distinct from the fix status above. Weigh it yourself.

## How this cluster was grouped

- Link evidence (`STRUCTURAL_PARTIAL`): some members are connected by structural evidence (shared changed files, or a closing/superseded reference); the rest are joined by an automated relevance judgement over their text.
- Members outside that structural core may belong to a different underlying problem.
- Pairwise link density `0.18`: the share of member pairs that carry a link, counting a structural link in full and a relevance-only link at 0.36. `1.00` means every pair is linked.

## Open related issues

- #17042: \[Feature\]: Executable reflexes and confidence scoring for skills
- #51451: \[Feature\]: Windows Desktop Learn mode for approval-gated workflow discovery
- #54460: Proactive Mode: suggest reusable workflows from repeated user patterns
- #54665: Add opt-in proactive opportunities for learning and verticalization
- #66273: \[Feature\]: Curator skill-gap detection — suggest new Hub skills based on usage patterns & session history

## Prior & competing PRs

- **#54471: \[codex\] add proactive opportunity preview**. open
  - maintainer direction: category `uncategorized`; implication `needs_llm`
  - files: `agent/proactive.py`, `cli.py`, `gateway/run.py`, `hermes_cli/cli_commands_mixin.py`, `hermes_cli/commands.py`, `hermes_cli/main.py`, `hermes_cli/proactive_cmd.py`, `hermes_cli/subcommands/proactive.py`, `tests/agent/test_proactive.py`, `tests/cli/test_cli_proactive_command.py`, `tests/hermes_cli/test_subcommands_followup.py`, `website/docs/reference/cli-commands.md`, `website/docs/reference/slash-commands.md`
- **#54666: \[codex\] Add proactive opportunities**. open
  - maintainer direction: category `uncategorized`; implication `needs_llm`
  - files: `agent/opportunities.py`, `agent/turn_finalizer.py`, `cli.py`, `gateway/run.py`, `hermes_cli/cli_commands_mixin.py`, `hermes_cli/commands.py`, `hermes_cli/config.py`, `hermes_cli/opportunities_cmd.py`, `tests/agent/test_opportunities.py`, `tests/hermes_cli/test_opportunities_command.py`, `tui_gateway/server.py`, `website/docs/reference/slash-commands.md`, `website/docs/user-guide/features/proactive-opportunities.md`, `website/docs/user-guide/features/skills.md`, `website/sidebars.ts`

## Fix status

- No merged fix on record.
- Subsystem: `agent`