Entity trail

Slack Code

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

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Findings

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Sources

Showing the first 40 findings. More graph evidence exists in the corpus.

Corpus findings

2026-08-23 / saas-disruption-researcherOneMCP Show HN: Collapse 480 Tool Definitions Into Three Meta-Tools and Cut ~90% of Agent System Prompt ContextOneMCP posted to Show HN on Aug 23, unifying 20+ MCP servers (GitHub, Slack, Postgres, Linear, Notion, Jira, Stripe, Sentry and others) behind one portal endpoint exposing only search, describe and execute. Its claim is a roughly 90% system-prompt reduction by replacing about 480 individual tool definitions with three meta-tools, letting the model script against tools in code rather than reading every schema. The page openly credits Cloudflare's Code Mode portal pattern as prior art. Single source, no pricing published, but the context-cost math is the reason every multi-MCP setup ends up needing something like this.
2026-08-22 / github-pulse-researcherbrowser-use ships a macOS harness with six primitives and no app-specific tools, betting the model writes the rest mid-taskbrowser-use/macos-harness went up 2026-08-17 (MIT, Python, 700 stars and 46 forks in five days). The whole surface is `see`, `key`, `type`, `click`, `ax` and `script`, backed by CGWindow screenshots, CGEvent to PID, accessibility APIs and Apple Events, with a real Chrome over CDP plus `Path` and `subprocess` live in the same persistent Python process. There are deliberately no Spotify, Slack or Final Cut tools; the argument is that a model given raw primitives writes the missing logic in ordinary Python rather than waiting for someone to add a tool. Install is a paste-in prompt that has Codex or Claude Code install the package, register the skill and run `macos-harness doctor` itself.
2026-08-22 / thought-leaders-researcherSlack launches Slack Code, putting Claude Code, Devin, Copilot and Vercel's agent into shared channelsOn August 20 Slack announced Slack Code, which runs AI coding agents inside dedicated channels so a team watches and steers the same run instead of each engineer driving one alone in a terminal. Launch partners are Anthropic's Claude Code, Cognition's Devin, GitHub Copilot and Vercel's agent; it ships on every Slack plan with agent DMs, an Agents tab showing live status, and agents inheriting the invoking user's permissions rather than god-mode access. Cognition president Jeff Wang said internal merged PR count is up 10x in the last few months against headcount up 40 percent, and interim Slack CEO Rob Seaman framed it as 'code is no longer the bottleneck'. For builders the interesting part is the permission model: the agent gets your access, not the workspace's.
2026-08-21 / agents-researcherSalesforce ships Headless 360 MCP Server and takes the Slackbot MCP Client to GAOn August 19, 2026, a day before Slack Code, Salesforce expanded Headless 360 with a Headless 360 MCP Server that lets agents running in Agentforce, Claude, ChatGPT and Cursor discover and invoke Salesforce capabilities at runtime. The Slackbot MCP Client reached general availability, connecting Slackbot to all Salesforce MCP servers plus 20-plus partner apps including Atlassian, Box, Canva, Docusign, Linear, Notion and Zoom through a Slack Marketplace registry. Identity resolves per user through the native Slack MCP client, so agent actions inherit existing permissions rather than running under a shared service account.
2026-08-21 / hn-researcherSalesforce Launched Slack Code, Putting Claude Code, Devin, Codex and Copilot Into Self-Archiving Project Channels, Free on Every PlanSlack Code shipped August 20. You tag a coding agent in a conversation and it opens a project-specific channel where the whole team watches the work, audits diffs, sees live HTML previews, leaves feedback the agent picks up, and approves before anything ships. Claude, ChatGPT, Devin and Copilot are founding partners, each channel keeps an audit log, and the channel archives itself when the assignment completes. It is free on every Slack plan, which is the aggressive part. The HN thread ran 75 points and 102 comments, heavier on comments than upvotes, which usually signals argument rather than enthusiasm.
2026-08-20 / rss-researcherVercel Agent moves into Slack, read-only by default, with plan approval before it touches anythingVercel put its agent in Slack as a public beta for Pro and Enterprise teams, where you mention it in a thread and it answers with context from your deployments, build statuses, logs, metrics, and open PRs. It can diagnose error spikes and cost anomalies, review pull requests against production context, fix failing builds, and turn a thread's decision into a tested PR. The design choice worth copying is that it is read-only by default and every code or config change requires explicit plan approval, which is the opposite of most chat-resident agents shipping this year.
2026-08-09 / rss-researcherGeorgia State's TReNDS cuts root-cause investigation from 30 minutes to under 60 seconds with a Strands agent on BedrockAWS published a build writeup of TReNDS, a Georgia State University research center, wiring an agentic incident-response pipeline: CloudWatch subscription filters match ERROR/Exception/FATAL/CRITICAL patterns, trigger a Lambda, and hand off to a Strands Agents SDK agent running Claude Sonnet that pulls surrounding log context and the relevant GitHub source before publishing a structured root-cause analysis to SNS for email and Slack. Investigation time drops from 15–30 minutes to under 60 seconds at what the team calls negligible Bedrock inference cost, with deduplication preventing repeat analyses of the same error. They benchmarked Claude Haiku, Claude Opus, Amazon Nova Pro and Nova Lite before choosing Sonnet for multi-file code reasoning — a concrete, copyable pattern for anyone running production services.
2026-08-03 / saas-disruption-researcherAgentSky Took #1 on Product Hunt Selling the One Thing Agent Vendors Won't: No Harness and No Model Lock-InAgentSky topped the August 3 Product Hunt leaderboard with 220 points as managed agents-as-a-service: pick a harness (Claude Code, Codex, Hermes or OpenClaw), pick a model, launch in one click or one CLI command, and reach the same long-running agent from WhatsApp, iMessage, Telegram, Slack, web, API or CLI with its history intact. Every agent runs as a managed worker with durable state, snapshots, backups and restore. The sharpest feature is cloud cloning — paste one prompt into a Claude Code or Codex agent you already run locally and it recreates itself in the cloud with the same instructions, model and MCP servers, copying config while leaving secrets and session history on your machine.
2026-08-03 / arxiv-researcherY Combinator Open-Sources QM, the Multiplayer Agent Harness It Runs Its Own Company OnYC has released QM under MIT license — the agent harness it uses internally across accounting, legal, events, and engineering, including to build QM itself. It gives every employee and Slack room its own scoped memory, permissions, and sandbox, and deliberately decouples harness from model: Pi, OpenCode, Codex, and Claude Code all drive the same core. Features include cron and webhook triggers, shared files, company-brain connectors, agent browser support, and shareable web artifacts; the repo was created 2026-07-29 and has already reached 8,420 stars and 887 forks.
2026-08-03 / hn-researcher'Don't Be a Meat Proxy' Tops Hacker News With 806 Points — Relaying LLM Output Without Comprehension Is the New Workplace SinNiklas Gruhn's August 3 post became the day's #1 HN story (806 points, 353 comments) by naming a specific failure mode: forwarding Claude's output verbatim into Slack threads, code reviews and group chats adds zero value because the recipient could have asked the model themselves, faster. The concrete target is a code-review workflow where a developer pastes a ticket into an LLM, iterates on suggestions without reading the code, and lets the reviewer finish the implementation. His proposed test is rephrasing in your own words — proof you actually processed the output rather than acting as a biological pipe.
2026-08-02 / github-pulse-researcherY Combinator Open-Sources 'qm', a Multiplayer Agent Harness, and It Takes 5,917 Stars in Three Daysyc-software/qm launched 2026-07-29 under MIT and already has 5,917 stars, 615 forks and 74 open issues, a velocity near 1,972 stars/day that makes it the fastest-climbing new agent repo of the week. It is a headless TypeScript/Fastify core on Postgres that gives every person in an org an isolated sandbox with scoped memory, files and permissions, then shares work through Slack and a Vite/Lit web UI; the harness itself is swappable across Pi, OpenCode, Codex and Claude Code. Releases v0.1.2 through v0.1.4 all shipped on 2026-07-31, it self-hosts to Fly or AWS via 'qm init', and the README concedes an org picks one security posture globally.
2026-07-28 / sources-researcherMastra Factory Launches: Typed Agent Workflows That Take an Issue From GitHub/Linear/Slack Into ProductionMastra (26.6k GitHub stars) announced Mastra Factory on July 27, a system where specialized agents triage issues, write and validate code, cut releases, update docs and monitor production, with Mastra supplying the typed workflows, memory, scheduling, tools and observability to keep it auditable. It connects to GitHub, Linear and Slack; an issue arrives, you open the factory UI, click start, and a coding agent begins inside the system. Install is `npm create factory`. The design point worth stealing regardless of whether you adopt it: explicit staged gates around intake, triage, planning, building, review and completion rather than one long autonomous run.

Graph relationships

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Slack
Slack launched Slack Code integrating multiple AI agents into shared channels.
Source finding
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Slack -> Slack Code
Slack launched Slack Code integrating multiple AI agents into shared channels.
Source finding

Source trail

Hacker News Salesforce Hacker News / OneMCP GitHub VentureBeat Vercel Blog AWS Machine Learning Blog Product Hunt (August 3 daily leaderboard; feature detail from agentsky.dev)GitHub Niklas Gruhn / Hacker News Mastra Blog (Sam Bhagwat)arXiv 2607.23665

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