Add Parallel CLI research skill feature

NousResearch/hermes-agent · cluster 983 · optional-skills/research

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Nothing open on GitHub. Fix merged in #1301. Check it covers your case.

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These issues and pull requests all concern adding a new skill for web search, extraction, and deep research via parallel-cli. The members appear to be duplicates or closely related submissions of the same feature request and implementation.

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  • #1301 feat: add Parallel CLI research skill

    merged to main

    files: skills/research/parallel-cli/SKILL.md

    Show the diff
    • skills/research/parallel-cli/SKILL.md
      @@ -0,0 +1,390 @@
      +---
      +name: parallel-cli
      +description: Optional vendor skill for Parallel CLI — agent-native web search, extraction, deep research, enrichment, FindAll, and monitoring. Prefer JSON output and non-interactive flows.
      +version: 1.1.0
      +author: Hermes Agent
      +license: MIT
      +metadata:
      +  hermes:
      +    tags: [Research, Web, Search, Deep-Research, Enrichment, CLI]
      +    related_skills: [duckduckgo-search, mcporter]
      +---
      +
      +# Parallel CLI
      +
      +Use `parallel-cli` when the user explicitly wants Parallel, or when a terminal-native workflow would benefit from Parallel's vendor-specific stack for web search, extraction, deep research, enrichment, entity discovery, or monitoring.
      +
      +This is an optional third-party workflow, not a Hermes core capability.
      +
      +Important expectations:
      +- Parallel is a paid service with a free tier, not a fully free local tool.
      +- It overlaps with Hermes native `web_search` / `web_extract`, so do not prefer it by default for ordinary lookups.
      +- Prefer this skill when the user mentions Parallel specifically or needs capabilities like Parallel's enrichment, FindAll, or monitor workflows.
      +
      +`parallel-cli` is designed for agents:
      +- JSON output via `--json`
      +- Non-interactive command execution
      +- Async long-running jobs with `--no-wait`, `status`, and `poll`
      +- Context chaining with `--previous-interaction-id`
      +- Search, extract, research, enrichment, entity discovery, and monitoring in one CLI
      +
      +## When to use it
      +
      +Prefer this skill when:
      +- The user explicitly mentions Parallel or `parallel-cli`
      +- The task needs richer workflows than a simple one-shot search/extract pass
      +- You need async deep research jobs that can be launched and polled later
      +- You need structured enrichment, FindAll entity discovery, or monitoring
      +
      +Prefer Hermes native `web_search` / `web_extract` for quick one-off lookups when Parallel is not specifically requested.
      +
      +## Installation
      +
      +Try the least invasive install path available for the environment.
      +
      +### Homebrew
      +
      +```bash
      +brew install parallel-web/tap/parallel-cli
      +```
      +
      +### npm
      +
      +```bash
      +npm install -g parallel-web-cli
      +```
      +
      +### Python package
      +
      +```bash
      +pip install "parallel-web-tools[cli]"
      +```
      +
      +### Standalone installer
      +
      +```bash
      +curl -fsSL https://parallel.ai/install.sh | bash
      +```
      +
      +If you want an isolated Python install, `pipx` can also work:
      +
      +```bash
      +pipx install "parallel-web-tools[cli]"
      +pipx ensurepath
      +```
      +
      +## Authentication
      +
      +Interactive login:
      +
      +```bash
      +parallel-cli login
      +```
      +
      +Headless / SSH / CI:
      +
      +```bash
      +parallel-cli login --device
      +```
      +
      +API key environment variable:
      +
      +```bash
      +export PARALLEL_API_KEY="***"
      +```
      +
      +Verify current auth status:
      +
      +```bash
      +parallel-cli auth
      +```
      +
      +If auth requires browser interaction, run with `pty=true`.
      +
      +## Core rule set
      +
      +1. Always prefer `--json` when you need machine-readable output.
      +2. Prefer explicit arguments and non-interactive flows.
      +3. For long-running jobs, use `--no-wait` and then `status` / `poll`.
      +4. Cite only URLs returned by the CLI output.
      +5. Save large JSON outputs to a temp file when follow-up questions are likely.
      +6. Use background processes only for genuinely long-running workflows; otherwise run in foreground.
      +7. Prefer Hermes native tools unless the user wants Parallel specifically or needs Parallel-only workflows.
      +
      +## Quick reference
      +
      +```text
      +parallel-cli
      +├── auth
      +├── login
      +├── logout
      +├── search
      +├── extract / fetch
      +├── research run|status|poll|processors
      +├── enrich run|status|poll|plan|suggest|deploy
      +├── findall run|ingest|status|poll|result|enrich|extend|schema|cancel
      +└── monitor create|list|get|update|delete|events|event-group|simulate
      +```
      +
      +## Common flags and patterns
      +
      +Commonly useful flags:
      +- `--json` for structured output
      +- `--no-wait` for async jobs
      +- `--previous-interaction-id <id>` for follow-up tasks that reuse earlier context
      +- `--max-results <n>` for search result count
      +- `--mode one-shot|agentic` for search behavior
      +- `--include-domains domain1.com,domain2.com`
      +- `--exclude-domains domain1.com,domain2.com`
      +- `--after-date YYYY-MM-DD`
      +
      +Read from stdin when convenient:
      +
      +```bash
      +echo "What is the latest funding for Anthropic?" | parallel-cli search - --json
      +echo "Research question" | parallel-cli research run - --json
      +```
      +
      +## Search
      +
      +Use for current web lookups with structured results.
      +
      +```bash
      +parallel-cli search "What is Anthropic's latest AI model?" --json
      +parallel-cli search "SEC filings for Apple" --include-domains sec.gov --json
      +parallel-cli search "bitcoin price" --after-date 2026-01-01 --max-results 10 --json
      +parallel-cli search "latest browser benchmarks" --mode one-shot --json
      +parallel-cli search "AI coding agent enterprise reviews" --mode agentic --json
      +```
      +
      +Useful constraints:
      +- `--include-domains` to narrow trusted sources
      +- `--exclude-domains` to strip noisy domains
      +- `--after-date` for recency filtering
      +- `--max-results` when you need broader coverage
      +
      +If you expect follow-up questions, save output:
      +
      +```bash
      +parallel-cli search "latest React 19 changes" --json -o /tmp/react-19-search.json
      +```
      +
      +When summarizing results:
      +- lead with the answer
      +- include dates, names, and concrete facts
      +- cite only returned sources
      +- avoid inventing URLs or source titles
      +
      +## Extraction
      +
      +Use to pull clean content or markdown from a URL.
      +
      +```bash
      +parallel-cli extract https://example.com --json
      +parallel-cli extract https://company.com --objective "Find pricing info" --json
      +parallel-cli extract https://example.com --full-content --json
      +parallel-cli fetch https://example.com --json
      +```
      +
      +Use `--objective` when the page is broad and you only need one slice of information.
      +
      +## Deep research
      +
      +Use for deeper multi-step research tasks that may take time.
      +
      +Common processor tiers:
      +- `lite` / `base` for faster, cheaper passes
      +- `core` / `pro` for more thorough synthesis
      +- `ultra` for the heaviest research jobs
      +
      +### Synchronous
      +
      +```bash
      +parallel-cli research run \
      +  "Compare the leading AI coding agents by pricing, model support, and enterprise controls" \
      +  --processor core \
      +  --json
      +```
      +
      +### Async launch + poll
      +
      +```bash
      +parallel-cli research run \
      +  "Compare the leading AI coding agents by pricing, model support, and enterprise controls" \
      +  --processor ultra \
      +  --no-wait \
      +  --json
      +
      +parallel-cli research status trun_xxx --json
      +parallel-cli research poll trun_xxx --json
      +parallel-cli research processors --json
      +```
      +
      +### Context chaining / follow-up
      +
      +```bash
      +parallel-cli research run "What are the top AI coding agents?" --json
      +parallel-cli research run \
      +  "What enterprise controls does the top-ranked one offer?" \
      +  --previous-interaction-id trun_xxx \
      +  --json
      +```
      +
      +Recommended Hermes workflow:
      +1. launch with `--no-wait --json`
      +2. capture the returned run/task ID
      +3. if the user wants to continue other work, keep moving
      +4. later call `status` or `poll`
      +5. summarize the final report with citations from the returned sources
      +
      +## Enrichment
      +
      +Use when the user has CSV/JSON/tabular inputs and wants additional columns inferred from web research.
      +
      +### Suggest columns
      +
      +```bash
      +parallel-cli enrich suggest "Find the CEO and annual revenue" --json
      +```
      +
      +### Plan a config
      +
      +```bash
      +parallel-cli enrich plan -o config.yaml
      +```
      +
      +### Inline data
      +
      +```bash
      +parallel-cli enrich run \
      +  --data '[{"company": "Anthropic"}, {"company": "Mistral"}]' \
      +  --intent "Find headquarters and employee count" \
      +  --json
      +```
      +
      +### Non-interactive file run
      +
      +```bash
      +parallel-cli enrich run \
      +  --source-type csv \
      +  --source companies.csv \
      +  --target enriched.csv \
      +  --source-columns '[{"name": "company", "description": "Company name"}]' \
      +  --intent "Find the CEO and annual revenue"
      +```
      +
      +### YAML config run
      +
      +```bash
      +parallel-cli enrich run config.yaml
      +```
      +
      +### Status / polling
      +
      +```bash
      +parallel-cli enrich status <task_group_id> --json
      +parallel-cli enrich poll <task_group_id> --json
      +```
      +
      +Use explicit JSON arrays for column definitions when operating non-interactively.
      +Validate the output file before reporting success.
      +
      +## FindAll
      +
      +Use for web-scale entity discovery when the user wants a discovered dataset rather than a short answer.
      +
      +```bash
      +parallel-cli findall run "Find AI coding agent startups with enterprise offerings" --json
      +parallel-cli findall run "AI startups in healthcare" -n 25 --json
      +parallel-cli findall status <run_id> --json
      +parallel-cli findall poll <run_id> --json
      +parallel-cli findall result <run_id> --json
      +parallel-cli findall schema <run_id> --json
      +```
      +
      +This is a better fit than ordinary search when the user wants a discovered set of entities that can be reviewed, filtered, or enriched later.
      +
      +## Monitor
      +
      +Use for ongoing change detection over time.
      +
      +```bash
      +parallel-cli monitor list --json
      +parallel-cli monitor get <monitor_id> --json
      +parallel-cli monitor events <monitor_id> --json
      +parallel-cli monitor delete <monitor_id> --json
      +```
      +
      +Creation is usually the sensitive part because cadence and delivery matter:
      +
      +```bash
      +parallel-cli monitor create --help
      +```
      +
      +Use this when the user wants recurring tracking of a page or source rather than a one-time fetch.
      +
      +## Recommended Hermes usage patterns
      +
      +### Fast answer with citations
      +1. Run `parallel-cli search ... --json`
      +2. Parse titles, URLs, dates, excerpts
      +3. Summarize with inline citations from the returned URLs only
      +
      +### URL investigation
      +1. Run `parallel-cli extract URL --json`
      +2. If needed, rerun with `--objective` or `--full-content`
      +3. Quote or summarize the extracted markdown
      +
      +### Long research workflow
      +1. Run `parallel-cli research run ... --no-wait --json`
      +2. Store the returned ID
      +3. Continue other work or periodically poll
      +4. Summarize the final report with citations
      +
      +### Structured enrichment workflow
      +1. Inspect the input file and columns
      +2. Use `enrich suggest` or provide explicit enriched columns
      +3. Run `enrich run`
      +4. Poll for completion if needed
      +5. Validate the output file before reporting success
      +
      +## Error handling and exit codes
      +
      +The CLI documents these exit codes:
      +- `0` success
      +- `2` bad input
      +- `3` auth error
      +- `4` API error
      +- `5` timeout
      +
      +If you hit auth errors:
      +1. check `parallel-cli auth`
      +2. confirm `PARALLEL_API_KEY` or run `parallel-cli login` / `parallel-cli login --device`
      +3. verify `parallel-cli` is on `PATH`
      +
      +## Maintenance
      +
      +Check current auth / install state:
      +
      +```bash
      +parallel-cli auth
      +parallel-cli --help
      +```
      +
      +Update commands:
      +
      +```bash
      +parallel-cli update
      +pip install --upgrade parallel-web-tools
      +parallel-cli config auto-update-check off
      +```
      +
      +## Pitfalls
      +
      +- Do not omit `--json` unless the user explicitly wants human-formatted output.
      +- Do not cite sources not present in the CLI output.
      +- `login` may require PTY/browser interaction.
      +- Prefer foreground execution for short tasks; do not overuse background processes.
      +- For large result sets, save JSON to `/tmp/*.json` instead of stuffing everything into context.
      +- Do not silently choose Parallel when Hermes native tools are already sufficient.
      +- Remember this is a vendor workflow that usually requires account auth and paid usage beyond the free tier.

1 PR closed without merging

From the close comments: merged via another change 1

  • #985 feat: add Parallel CLI research skill · merged via another change → #1301
Closed issues · 2
  • Closed#983Feature: Parallel CLI Skill — Web Search, Extraction, Deep Research & Enrichment via parallel-cli
  • Closed#984Feature: Parallel CLI Skill — Web Search, Extraction, Deep Research & Enrichment via parallel-cli
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