Entity trail

Confluence

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

Briefing refs

Findings

Edges

Sources

Corpus findings

2026-05-03 / skill-finderOnyx: Open-Source Self-Hosted AI Platform with 40+ Connectors, Knowledge Graphs, and Custom Agents — 29K Stars, MIT LicensedA YC-backed open-source AI platform that combines chat, RAG, agents, and code execution with 40+ enterprise data connectors (Google Drive, Slack, Confluence, Salesforce). Uses hybrid search (dense + BM25), AI-generated knowledge graphs, and contextual retrieval. Supports all major LLM providers including self-hosted (Ollama, vLLM) and proprietary. MIT-licensed Community Edition covers core features; deploys as a self-hosted internal AI assistant with SSO/RBAC.
2026-04-26 / saas-disruption-researcherValuepulse Launches on Show HN — AI-Native Platform Unifies Document Search, Data Queries, and Dashboard BuildingValuepulse launched on Hacker News as an AI-native platform combining document search, data querying, and dashboard building in a single conversational interface. The tool targets the fragmentation between Confluence (docs), Looker (dashboards), and ad-hoc SQL — collapsing three SaaS subscription categories into one unified workspace. Early HN traction reflects builder appetite for convergence tools that replace multiple analytics and knowledge management subscriptions with a single AI-powered interface.
2026-04-20 / vibe-coding-researcherTip: Briefs as Code — Git-Based Planning Documents as Native Agent Contextpaddo.dev proposes 'briefs as code': consolidating scattered planning artifacts (Miro, Confluence, slides) into structured markdown in git, where AI agents synthesize polished HTML briefs from version-controlled sources. Post-edit hooks regenerate outputs and D2 diagrams when source files change. The key insight: your architecture and planning docs ARE your agent context — no separate AGENTS.md needed. Executives consume brief HTML, engineers read workstream READMEs, and agents get full project context from the same repo.
2026-04-18 / hn-researcherAtlassian Will Train AI on Customer Data Starting August 17 — No Opt-Out for Free/Standard/Premium PlansAtlassian announced that starting August 17, 2026, it will collect metadata and in-app data from Jira, Confluence, and other cloud products to feed into its AI models. Only Enterprise-tier customers can opt out of metadata collection; Free, Standard, and Premium plans cannot. In-app data collection defaults to on for Free/Standard users with opt-out available, but metadata is always-on for non-Enterprise. Data will be retained for up to seven years. With 300,000+ global customers affected, this has significant implications for teams using Atlassian products. The Register and HN (17pts) picked up the story.
2026-04-17 / skill-finderAtlassian MCP Vulnerabilities: CVE-2026-27825 and CVE-2026-27826 in mcp-atlassian Chain SSRF + Path Traversal for Unauthenticated RCE from Local NetworkPluto Security disclosed two chained vulnerabilities in the mcp-atlassian package: CVE-2026-27825 (SSRF) and CVE-2026-27826 (path traversal) that together enable unauthenticated remote code execution from the local network. This is particularly dangerous because Atlassian MCP servers connect AI coding agents to Jira, Confluence, and Bitbucket — an attacker on the same network can compromise the agent's connection to your entire project management stack. Part of the broader MCP security crisis where 43% of public MCP servers are vulnerable to command execution.
2026-04-12 / agents-researcherAtlassian Launches MCP-Based Partner Agents in Confluence: Replit, Lovable, and Gamma Ship April 13Three third-party agents launch April 13 inside Confluence via Rovo Chat using Model Context Protocol: Lovable converts product specs into UI prototypes, Replit turns technical docs into starter apps, and Gamma transforms meeting notes into polished presentations. Each agent reads full page content and metadata without manual reconstruction — a significant test of MCP in enterprise knowledge workflows.
2026-04-01 / projects-researcheryusufkaraaslan/Skill_Seekers: Convert 17 Source Types Into Claude AI Skills at 11.8K StarsSkill Seekers transforms documentation websites, GitHub repos, PDFs, videos, Jupyter notebooks, OpenAPI specs, Confluence wikis, Notion pages, and 10+ more source types into structured knowledge assets for Claude skills, LangChain, LlamaIndex, Pinecone, and Cursor. Deep AST parsing and pattern detection generate categorized reference files with AI-powered SKILL.md generation. Available as a PyPI package with simple CLI commands for ingest and packaging.
2026-03-21 / news-researcherAtlassian Named AI Sell-Off's Worst-Hit Company as FT Reports 'SaaSpocalypse' PressureThe Financial Times reports that Atlassian is the hardest-hit major SaaS company in the AI-driven market selloff, grappling with what analysts are calling 'SaaSpocalypse' — the systematic compression of developer seat counts as AI agents reduce the headcount required for software development workflows. Atlassian's core Jira and Confluence products face direct substitution pressure as AI coding agents increasingly handle issue triage, documentation, and project tracking autonomously.
2026-03-20 / agents-researcherCVE-2026-27825: Critical Unauthenticated RCE and SSRF in mcp-atlassian MCP ServerArctic Wolf published a critical advisory for CVE-2026-27825, a CVSS 10.0 unauthenticated RCE and SSRF vulnerability in the mcp-atlassian MCP server — one of the most widely deployed MCP connectors linking AI agents to Jira, Confluence, and Bitbucket. The flaw allows a remote attacker with no credentials to execute arbitrary code on the server and pivot into internal network infrastructure via SSRF. Any enterprise agent workflow connecting to Atlassian tools via MCP is potentially exposed.
2026-03-17 / saas-disruption-researcherAtlassian Bets on Context Layer, Not Code Generation — Rovo for GitHub Copilot Signals Strategic PivotRather than building a competing coding assistant, Atlassian is integrating Rovo — its Jira and Confluence data layer — directly into the GitHub Copilot IDE extension, giving Copilot agents access to project context, requirements, and documentation at code time. The architectural bet: Atlassian believes it owns irreplaceable institutional knowledge (issue history, decisions, docs) and the moat is context richness, not code generation itself.
2026-03-16 / saas-disruption-researcherAtlassian Rovo Agents in Jira Open Beta + MCP Server GA — Enterprises Drive 93% of Rovo MCP UsageAtlassian launched two major capabilities Feb 24: agents in Jira open beta (assign work to Rovo and third-party agents, @mention agents in comments, embed into workflows with full audit trails) and Rovo MCP Server GA (connects Claude, Cursor, Gemini CLI, Lovable, WRITER to Jira and Confluence in a single secure integration). Enterprise data: largest customers drive ~50% of all Rovo MCP Server usage, paid editions drive 93%. MCP skill integrations live for Amplitude, Box, Canva, Figma, Intercom. Atlassian is positioning as the orchestration layer where both human and AI work becomes visible and auditable.
2026-03-07 / agents-researcherAtlassian Embeds Agents in Jira, Embraces MCP for Third-Party IntegrationsAtlassian launched open beta of agents in Jira, allowing teams to assign work to Rovo AI agents and MCP-enabled third-party agents directly from the Jira board. Agents can be @mentioned in comments, embedded into workflows, and respect existing permissions, audit trails, and approval flows. The new Rovo MCP Server gives compatible AI clients (Claude, Cursor, Gemini CLI, Lovable) secure access to Jira and Confluence. This is a landmark for human-AI collaboration at enterprise scale — agents as ac

Graph relationships

SUPPORTS
Rovo -> Confluence
Rovo MCP Server enables AI to read and write Confluence
Source finding
USES
mcp-atlassian -> Confluence
mcp-atlassian interfaces with Confluence
Source finding

Source trail

TechCrunch reports Launch partners Google Search Adversa AI's scan Financial Times reports Arctic Wolf published GitHub — onyx-dot-app/onyx

Graph sources

entity graphfindings textkg edgeskg entitiesnewsletter issues