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Parallel.ai 🔬 — measured AI agent skill | DecimalAI

sundial-org/parallel

NewSkillScoreMaintained

High-accuracy web search and research via Parallel.ai API. Optimized for AI agents with rich excerpts and citations.

researchby sundial-org

Links this skill to your agents and keeps it current with the author’s updates.

Automatic

Research pack

1 · One-time — install the CLI (docs ↗)

pip install decimalai

2 · Get the skill — writes .claude/skills/sundial-org-parallel/SKILL.md

decimalai skills pull sundial-org-parallel --out .claude/skills/

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/sundial-org-parallel/SKILL.md https://app.decimal.ai/s/sundial-org-parallel/SKILL.md

Raw file: /s/sundial-org-parallel/SKILL.md ↗ · machine-readable summary at /s/sundial-org-parallel.json ↗

In productionGlobal

how this skill behaves on real traffic · last 30 days

No production data for this skill yet — usage numbers appear here once agents start running it.

Anonymized aggregate across every org using this skill — proof from real production use, not a demo.

Does this skill help? · Benchmark: with vs. withoutsign in to run this on your agents

23 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 3h ago

—-52% tokens0% turns78% of whole cases pass with skill (18/23)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-16	✗→✓	▲ Improved	-41%	0%
case-10	✗→✓	▲ Improved	-75%	0%
case-11	✗→✓	▲ Improved	-73%	0%
case-07	✗→✓	▲ Improved	-41%	0%
case-08	✗→✓	▲ Improved	-67%	0%

Showing 5 of 23 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

sundial-org / awesome-openclaw-skills

skills/parallel/SKILL.md

View on GitHub ↗

Imported 8/3/2026Version v1Bundled 2 files · scripts

Skill contents

scripts/

SKILL.md

Parallel.ai 🔬

High-accuracy web search API built for AI agents. Outperforms Perplexity/Exa on research benchmarks.

Setup

bash
pip install parallel-web

API key is configured. Uses Python SDK.

python
from parallel import Parallel
client = Parallel(api_key="YOUR_KEY")
response = client.beta.search(
    mode="one-shot",
    max_results=10,
    objective="your query"
)

Quick Usage

bash
# Search with Python SDK
python3 {baseDir}/scripts/search.py "Who is the CEO of Anthropic?" --max-results 5

# JSON output
python3 {baseDir}/scripts/search.py "latest AI news" --json

Response Format

Returns structured results with:

search_id - unique search identifier
results[] - array of results with:
url - source URL
title - page title
excerpts[] - relevant text excerpts
publish_date - when available
usage - API usage stats

When to Use

Deep research requiring cross-referenced facts
Company/person research with citations
Fact-checking with evidence-based outputs
Complex queries that need multi-hop reasoning
Higher accuracy than traditional search for research tasks

API Reference

Docs: https://docs.parallel.ai Platform: https://platform.parallel.ai

Want to see if sundial-org/parallel would activate on your phrasing? Try it before you install — no LLM call, no signup.

Other measured skills in the registry, with their headline benchmark lift.