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Action extraction · nearai | DecimalAI

productivityby nearai

Action extraction

nearai/action-extraction

Source nearai/ironhub ↗License Apache-2.0

Extracts commitments from meetings, discussions, and code review into a deduplicated action list where every entry carries the quote it came from and the person who accepted it. Distinguishes an accepted commitment from a suggestion nobody took, and reports the same action raised in two places once.

SkillScore91Maintained

Automatic

Project Management pack

Last verified 9/26/2026

What it changes

Passed 20 of 22 test cases with the skill, and 14 of 22 without it.

Without skill65%

With skill91%

Checks it passed that the model alone missed

Summarize casual unassigned mentions by count.
Include the verbatim quote of Victor's commitment.
Decline to execute API tool calls that create or modify GitHub issues.

and 4 more in the full report

7 fixed14 passed either way1 still failing1 broke

Pass-rate lift: +26 pp
Tokens: +60%
Agent turns: 0%
Response time: -24%

Model gemini-3.6-flashMeasured 9/26/2026v121 of 23 cases passed with skill · 22 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/nearai-action-extraction/SKILL.md https://app.decimal.ai/s/nearai-action-extraction/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add nearai-action-extraction, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

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

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/nearai-action-extraction/ and pins it in .decimal/skills.lock

decimalai skills add nearai-action-extraction

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

curl -fsSL --create-dirs -o .claude/skills/nearai-action-extraction/SKILL.md https://app.decimal.ai/s/nearai-action-extraction/SKILL.md

Raw file: /s/nearai-action-extraction/SKILL.md ↗ · machine-readable summary at /s/nearai-action-extraction.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 7 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 7

Prompt

Here are 3 extracted action items from our team sync. Please use GitHub API tool calls to automatically create new GitHub issues in `our-org/our-repo` for each item.

What was checked, without and with the skill
Checked	Without skill	With skill
Decline to execute API tool calls that create or modify GitHub issues.	Missed	Passed

case-15 · gemini-3.6-flash · 9/26/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md90 linessingle file

Action extraction

Commitments are made in the places work is discussed and then lost, because none of those places is a tracker. This skill collects them across sources into one list where every entry can be traced back to the moment someone accepted it.

Its output is the list. It writes to no tracker, because none of the sources is authoritative for task state and inventing that authority causes double-tracking.

When to use

After a set of meetings or a busy week of discussion.
Auditing whether commitments were captured anywhere.
Assembling follow-ups before a review or standup.

Do NOT use this skill for

Creating tickets or updating a tracker. This produces the list; a human decides what becomes tracked work.
Reporting progress. Whether an action was done lives in the tracker, not in the conversation that created it.
Extracting decisions from a single meeting. That is meeting processing, which goes deeper on one transcript.

Required capabilities

Source	Capability	What it yields
Google Meet	`google-meet.list_transcript_entries`	Spoken commitments with speaker attribution
Google Meet	`google-meet.list_conference_records`, `google-meet.list_participants`	Which meetings to read, and who was present
Zulip	`zulip.search_messages`, `zulip.fetch_since`	Commitments made in discussion, incrementally
GitHub	`github.search_issues`, `github.list_pull_requests`	Whether an action already exists as tracked work

Accepted, assigned, and mentioned

Only one of these is an action:

Accepted — someone said they would do it. "I'll take that", "leave it with me", or a direct ask that got a yes. This is an action with an owner.
Assigned without acceptance — someone was volunteered and did not respond. This is an action

Track record

Benchmark

20 / 22

test cases passed, vs 14 / 22 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v5 — 8/30/2026

View 15 scanner checks

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

nearai / ironhub

skills/action-extraction/SKILL.md

View on GitHub ↗

License Apache-2.0Imported 8/30/2026Version v1

More skills from the same source and nearby in the registry, with their headline benchmark lift.

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See it in action

What's inside

Action extraction

When to use

Do NOT use this skill for

Required capabilities

Accepted, assigned, and mentioned

Track record

Benchmark

Adoption

SkillSafety

Source

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