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pulse — Claude Code plugin: what it does, how to install

Gathers recent discussions and sentiment across Reddit, Hacker News, and the web within 7 to 90 days. Synthesizes findings into a cited markdown brief.

Install into Claude Code · Plugin marketplace All methods and platforms ↓
/plugin marketplace add alirezarezvani/claude-skills
/plugin install pulse@claude-code-skills
Open on GitHub

What pulse does

Before running searches, the plugin asks two to four clarifying questions. It forces decisions on angle, specific topic boundaries, platform scope, and the time window (30 days by default). This intake prevents broad, unfocused queries.

Execution across Reddit, Hacker News, and the open web happens in parallel. Each target platform obeys a strict limit of one query per second with sequential calls. Built-in integrity rules track three distinct numbers: queries sent, sources received, and sources cited. If an endpoint fails, pulse waits 3 seconds before a single retry, stopping entirely after three consecutive failures across all sources.

Users can feed local search exports from X via citation_tracker.py to fold social posts into the synthesis. The output appears directly in chat and gets written as a markdown file at ${RESEARCH_DIR}/pulse/<topic-slug>-<YYYY-MM-DD>.md.

What it helps with

  • gather recent public sentiment across Reddit, Hacker News, and the web
  • detect cross-platform consensus and pain points on emerging technologies
  • generate a cited briefing file with verified source metrics
  • calculate deterministic search window timestamps via included Python scripts

Example prompts for the agent

  • /cs-pulse self-hosted LLM deployment
  • /cs-pulse "agent evaluation frameworks" --window 14d
  • Analyze current community feedback on Bun using /cs-pulse

How to install pulse

Plugin marketplace

/plugin marketplace add alirezarezvani/claude-skills
/plugin install pulse@claude-code-skills

Step by step, with commands for each platform: Claude Code plugins: marketplaces, installing, and building your own

Questions about pulse

How to install pulse in Claude Code?

Register the marketplace first via /plugin marketplace add alirezarezvani/claude-skills. Then install the plugin using /plugin install pulse@claude-code-skills.

What does the pulse plugin do?

It queries recent discussions across Reddit, Hacker News, and the web to extract real-time sentiment and trends. The agent clarifies your scope first, runs rate-limited lookups, and compiles a cited markdown brief.

How does pulse handle query rate limits and failures?

The plugin caps traffic at one request per second per platform. If an error occurs, it waits 3 seconds before retrying once, and aborts after three consecutive failures across sources.

Source text

pulse · MIT
# pulse

Multi-source recency research skill. Takes the pulse of any topic across Reddit, Hacker News, the open web, and (optionally) X/Twitter within a configurable recent window — synthesizing what people are saying *right now* into a single coherent briefing.

This is the **research-pack shape** anchor — its Agent Integrity Rules block transfers to `litreview`, `grants`, `syllabus`, `patent`, `dossier`, `notebooklm`, and `research` (the orchestrator).

## What it does

1. **Grill-me intake** — 2–4 forcing questions, one at a time: topic specificity, angle (trend/sentiment/problems/opportunities/comparison), time window (7d/14d/30d/60d/90d), platform scope.
2. **Parallel Phases 1–3** — Reddit + Hacker News + open web fire concurrently. 1 q/sec rate limit per platform; sequential calls within each platform.
3. **Optional Phase 4** — normalize a supplied X export first. Fall back to Grok, X API, or browser automation.
4. **Synthesis** — cross-platform pattern detection: consensus, controversy, pain points, excitement, emerging trends, gaps.
5. **Output** — markdown file at `${RESEARCH_DIR}/pulse/<topic-slug>-<YYYY-MM-DD>.md` AND full briefing in chat.

The skill is **recency-oriented** — it captures the current conversation, not the canonical reference.

## Research-pack conventions (preserved verbatim per PR #657 audit)

- **Execution discipline:** Phases 1–3 run in parallel; sequential calls within each phase; 1 q/sec rate limit per platform.
- **Source discipline:** Cite only sources returned by this session's tool calls. Training knowledge labeled `[Background — not from search]` and excluded from primary findings count.
- **Three-count tracking:** Queries sent / sources received / sources cited. Surfaced in the audit log inline in the synthesis section.
- **Retry policy:** On failure → wait 3s → retry once → log. After 3 consecutive failures across all sources: stop, alert user, share what was collected.

## Source spec

`megaprompts/01-pulse-megaprompt.md` (maintainer-local draft spec — gitignored, not in the public repo) (PR #657). The megaprompt is canonical; this plugin is the working implementation. Drift between the two is a bug — re-grill with `/cs-grill-with-docs` if they diverge.

## Plugin layout

| File | Role |
|---|---|
| `skills/pulse/SKILL.md` | The skill itself (Claude reads this when triggered) |
| `skills/pulse/scripts/time_window_calculator.py` | Deterministic Unix-timestamp + Reddit `t=` parameter computation from window string |
| `skills/pulse/scripts/citation_tracker.py` | Three-count audit log plus local X export normalization and deduplication |
| `skills/pulse/scripts/topic_slug_generator.py` | Filesystem-safe slug + duplicate-date detection for output paths |
| `skills/pulse/references/research_pack_conventions.md` | The Agent Integrity Rules canon (7+ sources) |
| `skills/pulse/references/cross_platform_synthesis.md` | Consensus/controversy/pain detection across platforms (7+ sources) |
| `skills/pulse/references/parallel_execution_discipline.md` | 1 q/sec rationale + plan-tier signals (7+ sources) |
| `agents/cs-pulse.md` | Pulse persona (forcing intake, three-count enforcer, graceful degradation) |
| `commands/cs-pulse.md` | `/cs-pulse <topic>` slash command for explicit invocation |

## Quick start

```bash
# Compute timestamps for a 30-day window
python skills/pulse/scripts/time_window_calculator.py --window 30d

# Start a citation tracker session
python skills/pulse/scripts/citation_tracker.py --action start --session pulse-2026-05-15-claude-code

# Import an existing Xquik, X API v2, or generic X search export
python skills/pulse/scripts/citation_tracker.py --action import_sources \
  --session pulse-2026-05-15-claude-code \
  --input /path/to/x-search.json \
  --platform x

# Generate the output-file slug for a topic
python skills/pulse/scripts/topic_slug_generator.py --topic "self-hosted LLM deployment" --date 2026-05-15
```

## License

MIT.

© Alireza Rezvani · MIT · alirezarezvani/claude-skills

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