hora-prathinidhi

Validate integrity of all public/data JSON files. Use when: after editing candidates, constituencies, or districts JSON; before committing data changes; checking coverage completeness; debugging data mismatches.

Refresh public district candidate rows from structured live-field research plus staged facts/timelines. Use when: surfacing all candidates per constituency in the app, resyncing public/data after research candidate changes, or restoring legacy candidate route aliases.

Wrap up a meaningful repo work session. Use when: folding durable learnings into repo-local skills, syncing AGENTS/README/handoff docs, or preparing the final close-out commit and push.

Drive recurring GitHub issue work from shipped slices to final closeout or reusable closed-issue audits.

Work one bounded constituency possible-outcome slice. Use when: creating or reviewing seat-local outcome packets under the new 1 primary + 3 reviewer workflow.

UI rules for the Kerala elections app. Use when: modifying components, adding status indicators, changing how candidates or constituencies display, or touching motion.

Maintain the internal-only constituency outlook ledger. Use when: adding or revising seat outlook labels, rationale, risk factors, or source bundles in research/statewide/constituency-outlooks.json.

Promote a Kerala district from research corpus to live app data. Use when: creating district override JSON, migrating research candidates, populating district-candidates files, onboarding a new district.

Gather research-stage candidate timeline events. Use when: creating or refreshing research/candidate-timelines/<candidateId>.json with event-level evidence and suppression rules.

Verify the current timeline-enabled app data is ready to ship. Use when: preparing a release of the current candidate-detail surface, confirming no live rows still show as pending, or checking current public row/detail parity before deployment.

Manage timeline swarm control files. Use when: assigning candidates, tracking shard state, orchestrating stage agents, and publishing approved candidates through rolling-state control.

Optional helper for one candidate's timeline pass in the active worker-pool model.

Optional helper for one candidate review pass in the active worker-pool model.

Turn a concrete GitHub issue ask into repo-truth + implementation when the requirement is additive but the contract is not documented yet.

Enforce the required repo-local Git and GitHub identity for this repository. Use when: committing, amending, rebasing, force-pushing, closing issues, using gh, or doing any authenticated GitHub operation for hora-prathinidhi.

Refresh generated candidate timeline seeds and deepen staged timelines in bulk. Use when: reseeding statewide timeline minima, enriching one priority seat cluster, or syncing public candidate timelines after staged event work.

Refresh launcher, favicon, and homescreen icon assets. Use when: replacing the app icon, fixing Android icon quality, or syncing manifest-linked PNG sizes from the canonical SVG source.

Standards for creating or updating repo-local skills. Use when: adding a new skill, revising a skill, checking whether a skill is too broad, or enforcing the repo skill length rule.

Gather research-stage candidate facts for one seat candidate. Use when: creating or refreshing a research/candidate-facts/<candidateId>.json file before any product publish step.

Reconcile live candidate rows against stronger post-withdrawal admin evidence. Use when: Form 7A, RO-office copies, Gazette notices, or other stronger final records are available and the statewide truth-refresh pass should deepen confidence.

Triage and fix repo-tracked Vercel deployment issues for the live app. Use when: Vercel build/runtime checks fail, direct SPA routes 404 in production, or a Vite upgrade may need a new Node engine pin.

Edit candidate entries in district override JSONs. Use when: correcting candidate names, updating party affiliations, adjusting confidence levels, updating sourceNotes, fixing typos in candidate data.

Backfill or refresh staged candidate facts and timeline artifacts from live app rows plus district packets. Use when: expanding candidate-facts/timelines coverage to match public/data, resyncing after district-candidate edits, or restoring provenance on staged candidate files.

Enforce the five fixed standards lanes for the timeline swarm. Use when: checking that work stays inside the allowed lane boundaries.

Gather Kerala-wide election context. Use when: updating statewide schedule, official notices, alliance shifts, party-list trackers, or admin source notes under research/statewide/.

Edit the home-page explainer surfaces. Use when: changing the clickable subtitle on HomePage, updating the /about readme copy, adjusting the justified explainer layout, or changing the back-button flow.

Gather seat-level constituency information. Use when: updating one Kerala constituency inside the district coverage, review, and verification files with current-cycle supportability notes.

Add, remove, or renumber constituencies in the master list. Use when: adding a missing constituency, fixing constituency counts, renumbering after insertions, correcting district mappings.

Audit research corpus for a district before promoting to live data. Use when: reviewing coverage quality, checking source reliability, identifying weak seats, preparing for district migration, assessing publish readiness.