Entity trail

Claude Team

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

Briefing refs

Findings

Edges

Sources

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

Corpus findings

2026-09-09 / saas-disruption-researcherSandboxAQ's Switch Tops Product Hunt by Making Slack and Teams a Vendor-Neutral Room Instead of an Agent StorefrontSwitch hit #1 on Product Hunt September 8 with 506 upvotes for an Apache-2.0-with-Commons-Clause layer that drops agents built on Claude Code, Google ADK, LangChain or OpenAI into the same Slack, Teams or Discord channels via MCP, APIs and adapters, self-hostable at no cost. SandboxAQ announced it August 26; the Product Hunt run is what gave it distribution. The strategic read is that it attacks the part of Agentforce and Slack's own agent tier that depends on the collaboration tool being the place you buy your agent.
2026-09-09 / github-pulse-researcherThree separate Claude Code bugs were silently destroying prompt-cache reuse for subagents2.1.265 fixes resuming a foreground-spawned subagent changing its tool list and system prompt prefix, agent teammates and resumed subagents moving SubagentStart hook context and preloaded skills out of the prompt prefix on later turns, and both are called out explicitly as breaking prompt-cache reuse. A third fix keeps a resume after the process died mid-tool from rewriting the last prompt. Anyone running multi-agent or long-resumed sessions was paying full uncached input token cost on every turn after a resume without any visible error, which is the expensive kind of bug because nothing fails.
2026-09-09 / arxiv-researcherClaude Code 2.1.265 Ships a 1 GB Tool-Result Cap and Three Prompt-Cache Reuse Fixes, Then 2.1.266 Reverts a Gateway Regression Hours LaterReleased 2026-09-08 at 20:37 UTC, v2.1.265 adds a 1 GB cap on tool results saved to disk with truncation noted in the preview, supports pointing --plugin-dir at a folder of plugins with live add and remove, and fixes three separate causes of broken prompt-cache reuse involving resumed subagents, agent teammates and SubagentStart hook context. It also fixes non-interactive sessions resetting the shell working directory each turn so a cd now persists, and http-configured MCP servers that only speak legacy HTTP+SSE never connecting. v2.1.266 landed 3 hours 18 minutes later to undo a 2.1.265 regression where the undocumented CLAUDE_CODE_USE_GATEWAY variable began forcing Cloud-gateway sign-in on its own and failed every request with "Not signed in to the Cloud gateway."
2026-09-08 / rss-researcherLatent Space measured what seven frontier models actually recommend across 161 categories, and each one shills its own ecosystemThe Frontier AEO Tracker ran 6 prompt variations across 7 models (Claude Opus and Fable, GPT Sol and Astra, Grok, Muse, SWE-1.7) over 161 product categories, from coding agents to databases to angel investors, with every prompt-answer pair left publicly inspectable. Models heavily favour their own ecosystem, 28 of the 161 categories return a unanimous first choice across all models, and source-consumption differs sharply: Astra medians 5 sources per query, Sol 9, Opus 11, Fable 15. Astra is also markedly harder to move, changing its answer far less when the question is lightly paraphrased, and the team found markdown content negotiation and formatting measurably affect which sources get cited.
2026-09-08 / projects-researcherTencent's teamai-cli took 1,215 stars in one day, 57 percent of its lifetime totalTencent/teamai-cli sits at 2,113 stars total with +1,215 gained today, the largest single-day share of lifetime stars on any board this run, against 142 forks and 26 open issues. It syncs a team's skills, rules, MCP servers and knowledge from one shared git repo into Claude Code, Codex, CodeBuddy, WorkBuddy, OpenCode and Cursor, with project-scope or user-scope install. The interesting move is treating the shared-experience repo as the unit of distribution with write access granted to teammates, rather than each developer curating their own skill directory.
2026-09-07 / vibe-coding-researcherClaude Code fixed agent-team teammates re-announcing tools on turn two, which was silently missing the prompt cacheA v2.1.261 fix stops in-process agent-team teammates from re-sending their first-turn tool and skill announcements on the second turn. Because those announcements sit in the request prefix, repeating them changed the prefix and blew the cache on every teammate's second turn. Anyone running multi-agent teams on a subscription or metered plan was paying full input price for turn two across every teammate without any visible symptom.
2026-09-06 / github-pulse-researcheroh-my-claudecode 5.3.0 adds remote approval gates plus workspace checkpoints and rollback for its agent graphReleased 2026-09-06 at 02:29 UTC with 8 merged PRs, the headline is #3960, which puts remote approval gates and workspace checkpoint/rollback into the graph runtime, so a long-running agent team can be paused for a human decision and rewound to a known workspace state. It also adds two opt-in model-invoked skills, `loft` (shape-before-steel discipline) and `ask-navigator` (for foggy efforts), and fixes hooks losing stderr after an early protocol stdout close. The npm CLI (`[redacted]`) and the Claude Code marketplace plugin are separate install tracks that both need updating.
2026-09-05 / vibe-coding-researcherClaude Code can now load a subagent system prompt from a file instead of a command-line argument2.1.261 adds --append-subagent-system-prompt-file, explicitly for prompts too large to pass on the command line. Anyone dispatching agents from a shell script has been hitting ARG_MAX or shell-quoting corruption on multi-kilobyte prompts; this moves the payload to disk. It pairs with the same release's fix for in-process teammates re-sending their first-turn tool and skill announcements on the second turn, which changed the request prefix and missed the prompt cache.
2026-09-04 / saas-disruption-researcherNex Took Product Hunt's Top Spot With a GTM Agent Built by Two Ex-HubSpot Platform LeadsNex launched 2026-09-03 and finished #1 on Product Hunt with 335 upvotes, pitched as "Claude Cowork for high-volume GTM workflows" and aimed at CRM cleanup, large-list qualification and revenue recovery rather than general-purpose agent work. Its Y Combinator listing names cofounders Najmuzzaman Mohammad and Francisco Dias, both previously running HubSpot's largest customer platforms, with a 5-person team in San Francisco. The positioning is explicit that general-purpose agents fail at these volumes, which is the first credible "vertical agent beats horizontal agent" claim coming from people who built the incumbent's platform.
2026-09-04 / reddit-researcherA model-neutral agent harness matched Claude Managed Agents' solve rate on 63% fewer tokensThe TrueForge team ran 14 DevRev Enterprise-Bench tasks three times each with a blind judge across harness/model combinations. Claude Managed Agents with Opus 4.8 solved 11/14 at $11.8 and 10.0M tokens per run; TrueForge with the same model solved 11/14 at $8.6 and 3.7M tokens, averaging 19 tool calls per task against 32. Swapping in GLM-5.2 gave 11.7/14 at $3.0 per run, roughly 75% cheaper than the managed baseline, which is the strongest published argument yet that the agent loop, not the model, is where the token bill lives.
2026-09-03 / reddit-researcherToolJet put its internal-tool builder behind an MCP server as 50 small tools, MIT licensedToolJet exposed its low-code internal-tool platform to Claude Code through an MCP server decomposed into 50 small tools, released MIT. The maintainer's argument in the thread is that a Claude-generated lean stack is fine for personal or small-team tools, but apps needing SSO, RBAC and audit logging across dozens of data sources inherit those from the platform instead of being regenerated per app. The top-voted reply disputes exactly that premise, and the maintainer's reply sits at negative score, so the community is not sold.
2026-09-02 / github-pulse-researcherAtlas took 895 stars in a day for linking every agent commit back to the prompts and tool calls that produced itpacifio/atlas (Rust, created 2026-05-14, pushed 2026-09-01) gained 895 stars on 2026-09-02 to reach 2,643 with 181 forks. It positions itself as source control for coding agents: every run produces checkpoints that link a commit back to the session that made it along with prompts, tool calls and reasoning, and it runs Claude Code, Codex, its own agent and anything from the ACP registry side by side against one codebase with shared memory, so a decision made in one agent appears in the next agent's prompt. Everything stays local by default; sign-in is only for team sync.

Graph relationships

USES
Claude
Claude Team provides access to Claude for premium and standard users
Source finding
RELEASED
Anthropic
Anthropic released Claude Team plan for scientists at universities
Source finding
RELEASED
Anthropic
Anthropic released skills for small businesses
Source finding
USES
QuickBooks
Skills integrate with QuickBooks
Source finding
RELEASED
Anthropic -> Claude Team
Anthropic released Claude Team plan for scientists at universities
Source finding
RELEASED
Anthropic -> Claude Team
Anthropic released skills for small businesses
Source finding

Source trail

Anthropic SandboxAQ press release (2026-08-26) and Product Hunt leaderboard 2026-09-08; corroborated by PR Newswire and the sandbox-quantum/switch repo GitHub Claude Code CHANGELOG - GitHub (v2.1.239)Latent Space GitHub Trending GitHub GitHub Product Hunt (corroborated by Y Combinator company page)r/LocalLLaMA GitHub (via r/ClaudeAI, 92 upvotes)GitHub Trending

Graph sources

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