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Add natural-language Discord job discovery - #426
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Check name Status Explanation Description Check Check skipped - CodeRabbit’s high-level summary is enabled. Title check The title "Add natural-language Discord job discovery" matches the main change. The PR adds a /find-jobs command and routes natural-language job searches from /agent and bot mentions to a read-only se… Linked Issues check Check skipped because no linked issues were found for this pull request. Out of Scope Changes check Check skipped because no linked issues were found for this pull request. Full details: Title check
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Explanation
The title "Add natural-language Discord job discovery" matches the main change. The PR adds a /find-jobs command and routes natural-language job searches from /agent and bot mentions to a read-only search over recent gigs and staged leads. The title is short, specific, and free of file lists or vague terms.
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Actionable comments posted: 4
- 🪄 Fix comments: Fix CodeRabbit comments on this PR
🤖 Prompt to fix review comments
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Inline comments:
Review comments at @apps/discord_bot/src/five08/discord_bot/cogs/agent.py:
- Around line 542-558: Update _is_job_search_request to exclude memory workflows
containing remember or forget, and GitHub workflow requests matching add/open
followed by an optional article and todo or issue. Do not add broad exclusions
for open or add, and add focused routing tests for the supported memory and
GitHub examples.
- Around line 588-596: Increase the candidate pool used before Discord thread
filtering: update the limit argument in AgentCog’s search_job_posts call and
raise the upper bound in rank_job_posts result slicing to 50, while preserving
the existing minimum-limit behavior and SQL LIMIT 100 window.
Review comments at @packages/shared/src/five08/job_discovery.py:
- Around line 57-70: Update _search_terms to strip leading and trailing periods
from extracted tokens, then add a boundary-aware _contains_term helper that
preserves symbols such as +, #, and internal periods while preventing substring
matches. Use _contains_term for both the APAC filter and query-term scoring in
rank_job_posts, reusing the folded title for title scoring.
Review comments at
@tests/evals/discord-agent/artifacts/llm-workflow-flash-comparison-2026-08-28/README.md:
- Around line 14-19: Add the matching result_provenance metadata to the
github_issue_search_default_repo_001 recovery observation, preserving its
deterministic first-attempt selection and unselected retry outcome. Update the
README count from “Three” to “Four” and regenerate SHA256SUMS to reflect the
artifact changes.
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.context/reports/2026-08-28-openrouter-flash-llm-evals.mdapps/discord_bot/README.mdapps/discord_bot/src/five08/discord_bot/cogs/agent.pypackages/shared/src/five08/job_discovery.pytests/evals/discord-agent/README.mdtests/evals/discord-agent/artifacts/llm-workflow-flash-comparison-2026-08-28/README.mdtests/evals/discord-agent/artifacts/llm-workflow-flash-comparison-2026-08-28/SHA256SUMStests/evals/discord-agent/artifacts/llm-workflow-flash-comparison-2026-08-28/full-sweeps/deepseek-v4-flash-0731.observed.jsontests/evals/discord-agent/artifacts/llm-workflow-flash-comparison-2026-08-28/full-sweeps/deepseek-v4-flash-0731.score.mdtests/evals/discord-agent/artifacts/llm-workflow-flash-comparison-2026-08-28/full-sweeps/glm-5.3-flash.observed.jsontests/evals/discord-agent/artifacts/llm-workflow-flash-comparison-2026-08-28/full-sweeps/glm-5.3-flash.score.mdtests/evals/discord-agent/artifacts/llm-workflow-flash-comparison-2026-08-28/full-sweeps/qwen3.8-27b.observed.jsontests/evals/discord-agent/artifacts/llm-workflow-flash-comparison-2026-08-28/full-sweeps/qwen3.8-27b.score.mdtests/evals/discord-agent/artifacts/llm-workflow-flash-comparison-2026-08-28/full-sweeps/qwen3.8-flash.observed.jsontests/evals/discord-agent/artifacts/llm-workflow-flash-comparison-2026-08-28/full-sweeps/qwen3.8-flash.score.mdtests/evals/discord-agent/artifacts/llm-workflow-flash-comparison-2026-08-28/qwen3.8-flash-recovery/github_issue_member_denied_001.observed.jsontests/evals/discord-agent/artifacts/llm-workflow-flash-comparison-2026-08-28/qwen3.8-flash-recovery/github_issue_search_001.observed.jsontests/evals/discord-agent/artifacts/llm-workflow-flash-comparison-2026-08-28/qwen3.8-flash-recovery/github_issue_search_default_repo_001.observed.jsontests/evals/discord-agent/artifacts/llm-workflow-flash-comparison-2026-08-28/qwen3.8-flash-recovery/github_todo_member_confirmation_001.observed.jsontests/evals/discord-agent/artifacts/llm-workflow-flash-comparison-2026-08-28/qwen3.8-flash-recovery/member_agreement_crm_resolve_001.observed.jsontests/evals/discord-agent/artifacts/llm-workflow-flash-comparison-2026-08-28/qwen3.8-flash-recovery/task_assign_member_denied_001.observed.jsontests/evals/discord-agent/artifacts/llm-workflow-flash-comparison-2026-08-28/qwen3.8-flash-recovery/task_create_mentions_github_issue_001.observed.jsontests/unit/test_agent_cog.pytests/unit/test_job_discovery.py
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Actionable comments posted: 2
- 🪄 Fix comments: Fix CodeRabbit comments on this PR
🤖 Prompt to fix review comments
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Inline comments:
Review comments at @apps/discord_bot/src/five08/discord_bot/cogs/agent.py:
- Line 1416: Update the nearby-job routing patterns around the close/near-to-me
matcher so “near me” is recognized consistently by both /agent and /find-jobs.
Preserve an explicitly supplied location such as Sydney, and request or infer a
location only when the nearby-job query does not include one.
Review comments at @packages/shared/src/five08/job_discovery.py:
- Line 88: Update the employment-type handling in _search_terms so every variant
recognized by the employment-type regex, including part-time,
contracts/contractors, and freelance/freelancer/freelancing forms, is excluded
from lexical scoring. Preserve the existing exclusion behavior for contract and
freelance while ensuring qualifying posts are not rejected by the Line 142
text-match requirement.
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apps/discord_bot/src/five08/discord_bot/cogs/agent.pypackages/shared/src/five08/job_discovery.pytests/unit/test_agent_cog.pytests/unit/test_job_discovery.py
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Actionable comments posted: 2
- 🪄 Fix comments: Fix CodeRabbit comments on this PR
🤖 Prompt to fix review comments
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Inline comments:
Review comments at @packages/shared/src/five08/job_discovery.py:
- Around line 66-67: Update _REMOTE_NEGATION_RE to recognize “on-site” and
“onsite” as non-remote intent without requiring “only,” so searches such as
“Find on-site Python jobs” set remote=False.
- Around line 61-62: Update _LOCATION_RE to stop capturing location text before
the remote modifier, so “in Tokyo remote” captures only Tokyo; add a regression
test using a post with a populated location that matches this request.
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apps/discord_bot/src/five08/discord_bot/cogs/agent.pypackages/shared/src/five08/job_discovery.pytests/unit/test_agent_cog.pytests/unit/test_job_discovery.py
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Summary
/find-jobsand route natural-language job searches from/agentand bot mentions.#gigsand#fulltime-rolesforums, plus staged leads in visible#unqualified-leads.Verification
uv run --locked --offline pytest tests/unit/test_job_discovery.py tests/unit/test_agent_cog.py tests/unit/test_job_leads.py tests/unit/test_engagements.py -q(107 passed)uv run --locked --offline ruff check ...(passed)uv run --locked --offline pyrefly check packages/shared/src/five08/job_discovery.py apps/discord_bot/src/five08/discord_bot/cogs/agent.py(0 errors)Limitations
Matching is lexical with APAC and remote synonyms. The 45-day window and live Discord state are conservative freshness checks; the bot does not independently verify an employer's application deadline.
Note
Medium Risk
New Postgres reads and Discord permission-scoped channel filtering; mis-routing could send job searches to the agent or skip legitimate write intents, but changes are read-only with conservative freshness/thread checks.
Overview
Adds read-only job discovery in the Discord bot that runs before the agent gateway, so members can find gigs without backend agent tool calls.
A new shared
job_discoverymodule queries Postgres for recent recruitingengagementsand stagedjob_leads(scoped to forum channel IDs the caller supplies), ranks matches with lexical filters for skills, remote/APAC, location/proximity, and employment type, then caps results. The agent cog adds/find-jobs, routes qualifying natural-language requests from/agentand @mentions to the same search, and returns up to five thread links after re-checking open Discord threads and non-terminal engagement titles. Slash replies stay ephemeral; mention flows DM matches (with a short channel ack). Routing heuristics avoid swallowing task/issue/CRM writes or job-posting commands. README and unit tests cover ranking, SQL bounds, visibility, and routing.Reviewed by Cursor Bugbot for commit 1d749f4. Bugbot is set up for automated code reviews on this repo. Configure here.
Summary by CodeRabbit
New Features
/find-jobs,/agent, and eligible bot mentions.Documentation
Tests