A workflow for processing meeting transcripts—written or recorded meeting text—to classify the meeting, correct names, extract insights, and propose tasks.

It can run a full or quick workflow, classify transcripts, apply name corrections, process batches by date, and reconcile tasks with GitHub.

It turns an unstructured transcript into organized notes and follow-up work while supporting different levels of processing.

debrief — Skill for Claude Code and Codex by bks-lab/open-bridge

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent

npx skills add bks-lab/open-bridge --skill debrief

Clone the repo

git clone --depth 1 https://github.com/bks-lab/open-bridge

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/skills/bks-lab/open-bridge/debrief/github.svg)](https://agentmods.dev/skills/bks-lab/open-bridge/debrief)

Your own site

<a href="https://agentmods.dev/skills/bks-lab/open-bridge/debrief"><img src="https://agentmods.dev/badge/skills/bks-lab/open-bridge/debrief/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/skills/bks-lab/open-bridge/debrief"><img src="https://agentmods.dev/badge/skills/bks-lab/open-bridge/debrief.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 81 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 2,454 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits

NVIDIA SkillSpector pass 7 Sept 2026

How audits are shown

Origin original No closer match found in the catalogue.

Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

Model	Per session	Once invoked
Fable 5.1	$0.00081	$0.02454
Opus 5.5	$0.00032	$0.00982
Sonnet 5.5	$0.00016	$0.00491
Haiku 4.5	$0.00008	$0.00245

Measured 4d ago against content hash d1c8a1a6fd37, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

debrief scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 4d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/debrief/SKILL.md · 196 lines

How it starts

The opening of the file, as written. The whole thing — 196 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Debrief

Process a meeting transcript. Read the referenced file ONLY when triggered.

Sources and flow variants

Sources scanned: legacy work.imports_dir plus doc_sensor.scan_paths entries with kind: recordings (catches PARA tree 2_AREAS/Import_Audio/ after the PARA migration). Already-archived basenames in work/archive/days/ are skipped as redundant.

Flow variants:

Full 8-phase flow (references/full-workflow.md) with GitHub task-reconciliation (references/task-reconciliation.md) and optional distribution email (references/distribution-email.md) to meeting participants.
Quick 5-phase flow (references/quick-workflow.md).
Batch flags: --all processes every unprocessed transcript in imports/; --date YYYY-MM-DD processes only that day. (Both formerly lived in /process-meeting, now merged here.)

Decision Tree

User wants to...
├── Full processing (8 phases)              → Read references/full-workflow.md
├── Quick processing (5 phases)             → Read references/quick-workflow.md
├── Classify a transcript only              → Read references/classification.md
├── Apply name corrections                  → Read references/classification.md (§ Name Corrections)
├── Generate a protocol from notes          → Read references/protocol-templates.md
├── Match actions to existing issues        → Read references/task-reconciliation.md
│                                             (called from Phase 5)
├── Pull calendar/chat context for transcript → Read references/full-workflow.md § Phase 1.5
│                                             (driven by integrations.meeting_context.*)
├── Send meeting summary email              → Read references/distribution-email.md
│                                             (called from Phase 7, after updates + protocol)
└── Questions about debrief                 → Answer from this file

Phase order (hard rule)

Find → 1.5. Context Lookup (only if any integrations.meeting_context.* block in bridge-config.yaml is enabled with consumers: [debrief]) → 2. Classify + corrections → 3. Extract →
(n/a — merged into 3) → 5. Task Reconciliation + Execute → 6. Protocol → 7. Distribution Email → 8. Work-log + Archive

Read the full file on GitHub · 196 lines

Files

What ships with it

6 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

4d ago Changed · +60 lines d1c8a1a6fd37
1mo ago Changed · +6 lines · -61 tokens per session 859fbee7b07a
1mo ago First seen · 130 lines · 142 tokens per session scan A c4907f8b261e

Subscribe to this mod's changes

debrief is a skill published in the GitHub repository bks-lab/open-bridge (13 stars, last pushed yesterday), licensed MIT. It adds 81 tokens to every session and 2,454 once invoked, about $0.0003 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Claude Code Project management agent-memory agent-orchestration agentic-ai ai-agents codex

paperclip

Use for Paperclip-managed tasks and heartbeats: reading task context, delivering task documents or files, updating completion or blockers, coordinating or delegating work, and following company governance. Includes control plane API operations for assignments, comments, approvals, and routines.

paperclipai/paperclip · 54 tokens

debrief

Getting it into your agent

Wrote this? Show the measurements

What it costs to keep this loaded

Grade A, and why

Nothing flagged

How it starts

Debrief

Sources and flow variants

Decision Tree

Phase order (hard rule)

What ships with it

What this file has done since we first saw it

Other skills, from other repositories

paperclip

paperclip

paperclip-board

paperclip-distill

summarize-status

paperclip-task-bridge