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A5c AI/Research Orchestration — measured AI agent skill | DecimalAI

a5c-ai/research-orchestration

SkillScore45Maintained

Parallel research agent orchestration dispatching 5-10 concurrent agents for comprehensive multi-source research with synthesis and validation.

by a5c-ai

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

Automatic

Research pack

decimalai skills pull a5c-ai-research-orchestration

Get this skill — curl · raw file

curl -fsSL https://app.decimal.ai/s/a5c-ai-research-orchestration/SKILL.md

Raw file: /s/a5c-ai-research-orchestration/SKILL.md ↗ · machine-readable summary at /s/a5c-ai-research-orchestration.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

22 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 9d ago

—-40% tokens0% turns45% of whole cases pass with skill (10/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-07	✗→✓	▲ Improved	-22%	0%
case-10	✗→✓	▲ Improved	-25%	0%
case-11	✗→✓	▲ Improved	-58%	0%
case-14	✗→✓	▲ Improved	-9%	0%
case-17	✗→✓	▲ Improved	-37%	0%

Showing 5 of 22 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 7/31/2026

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

a5c-ai / babysitter

library/methodologies/claudekit/skills/research-orchestration/SKILL.md

View on GitHub ↗

License MITImported 7/31/2026Version v1

Skill contents

SKILL.md

Process Flow

Plan: Decompose query into independent sub-queries
Dispatch: Run 5-10 research agents in parallel
Synthesize: Merge findings, identify consensus and conflicts
Validate: Cross-reference against codebase for accuracy

Sources

Codebase: source files, patterns, implementations
Documentation: README, JSDoc, inline comments
Configuration: package.json, tsconfig, CI/CD configs

Confidence Scoring

Overall confidence is a weighted average of individual agent confidence scores, adjusted by validation results. Below 70% triggers human review.

When to Use

/research [query] slash command
Before specification creation
When investigating unfamiliar parts of the codebase

Processes Used By

claudekit-research (primary consumer)

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