slack-summary

slack-summary is a skill for Claude Code, Codex from MODSetter/SurfSense. It costs 14 tokens per session (239 once invoked), scanned A, original, Apache-2.0.

A tool for turning a Slack channel or conversation thread into a short summary with clear next steps.

In plain words
What is it for?
Summarizing discussions, recording action items, and preparing updates from Slack.
Why use it?
It saves you from reading through long workplace conversations to find decisions, tasks, and useful context.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Summarizing discussions, recording action items, and preparing updates from Slack.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/modsetter/surfsense/slack-summary
About the project

SurfSense is an open-source desktop application that uses an AI agent to research, transform, and edit documents while keeping their index on the user's machine. It is intended for people working with documents they cannot upload, with a choice of local or remote models and no account required.

MODSetter/SurfSense · 16,508 stars · on GitHub · surfsense.com

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 MODSetter/SurfSense --skill slack-summary
Clone the repo
git clone --depth 1 https://github.com/MODSetter/SurfSense

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.

agentmods badge for slack-summary

README.md
[![agentmods](https://agentmods.dev/badge/skills/modsetter/surfsense/slack-summary/github.svg)](https://agentmods.dev/skills/modsetter/surfsense/slack-summary)
Your own site
<a href="https://agentmods.dev/skills/modsetter/surfsense/slack-summary"><img src="https://agentmods.dev/badge/skills/modsetter/surfsense/slack-summary/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.

agentmods 80×15 button for slack-summary

Your own site · 80×15
<a href="https://agentmods.dev/skills/modsetter/surfsense/slack-summary"><img src="https://agentmods.dev/badge/skills/modsetter/surfsense/slack-summary.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 14 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 239 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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00014 $0.00239
Opus 5.5 $0.00006 $0.00096
Sonnet 5.5 $0.00003 $0.00048
Haiku 4.5 $0.00001 $0.00024

Measured 1mo ago against content hash 24f789d799f8, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

slack-summary 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 1mo 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.

surfsense_backend/app/agents/chat/multi_agent_chat/main_agent/skills/builtin/slack-summary/SKILL.md · 26 lines

What it actually says

Slack summarization

When to use this skill

The user asks to summarize Slack ("what happened in #eng-platform this week", "what did Alice say about the launch", "catch me up on the design channel").

Required inputs

Confirm before searching:

  • Which channel(s) or thread(s)? Don't guess if ambiguous.
  • What time window? Default to the last 7 days when not specified, but say so.

Output shape

Produce three concise sections:

  1. Key decisions — explicit choices that were made, with the deciding message cited.
  2. Open questions — things asked but not answered, with the asking message cited.
  3. Action items — @mention who owes what by when, only if explicitly stated. Don't invent assignees.

What not to do

  • Never produce a chronological play-by-play of every message — distill.
  • Never quote private messages without flagging them as such.
  • If the channel was empty in the time window, say so — don't fabricate filler.
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.

  1. 1mo ago First seen · 26 lines · 14 tokens per session scan A 24f789d799f8

Subscribe to this mod's changes

slack-summary is a skill published in the GitHub repository MODSetter/SurfSense (16,508 stars, last pushed today), licensed Apache-2.0. It adds 14 tokens to every session and 239 once invoked, about $0.0001 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 2026-08-30.

Related

Other skills, from other repositories

first-reader

Beta readers for any draft, run by simulating how a real reader experiences it, moment by moment. A skim gate, a no-lookahead timed read producing an attention transcript with quit points, a recall test of what a reader remembers the next day, and a trust ledger of the implied author. Use when the user asks for a beta…

Shubhamsaboo/awesome-llm-apps · 174 tokens

project-graveyard

Scans the developer's machine for dead side projects, autopsies each one from its git history (died at the payments wall, killed by a newer project, finished but never shipped), surfaces their personal death patterns, and picks the corpse most worth resurrecting — then helps ship it. Use when the user mentions…

Shubhamsaboo/awesome-llm-apps · 127 tokens

mcp-apps-builder

MANDATORY for ALL MCP server work - mcp-use framework best practices and patterns. READ THIS FIRST before any MCP server work, including: Creating new MCP servers Modifying existing MCP servers (adding/updating tools, resources, prompts, widgets) Debugging MCP server issues or errors Reviewing MCP server code for…

Shubhamsaboo/awesome-llm-apps · 139 tokens

commit-archaeologist

Reconstructs why code exists from local git history, including the introducing commit, later changes, current authors, repeated companion files, and likely intent. Use when the user asks "why does this code exist", "who wrote this function and why", or to "explain the history of this function" before a rewrite…

Shubhamsaboo/awesome-llm-apps · 82 tokens

dependency-doctor

Checks requirements.txt, pyproject.toml, and package.json dependency manifests for surface-level direct-dependency footguns: standard-library shadowing pins, abandoned backports, unpinned dependencies, and obvious intra-manifest conflicts, plus opt-in PyPI yanked releases. Use when the user asks to check a manifest…

Shubhamsaboo/awesome-llm-apps · 115 tokens

scope-creep-detector

Analyzes git diffs against a stated intent to detect scope creep, unrelated files, broad pull requests, changes that grew beyond a fix, dependency additions, public API renames, config or CI edits, oversized hunks, and formatting-only files. Use when the user asks whether a change grew beyond the fix, a PR is too…

Shubhamsaboo/awesome-llm-apps · 98 tokens