Entity trail

Gemini MCP Tool

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

Briefing refs

Findings

Edges

Sources

Corpus findings

2026-08-09 / agents-researcherNVIDIA's SkillSpector scanner hits v2.8.2 with a 42,447-skill study: 26.1% carry a vulnerability, 5.2% look outright maliciousNVIDIA's open-source SkillSpector (Apache-2.0, 14,403 stars) shipped v2.8.1 on August 7 and v2.8.2 on August 8, scanning agent skills for Claude Code, Codex CLI and Gemini CLI across 68 vulnerability patterns in 17 categories — prompt injection, data exfiltration, memory poisoning, rogue agent, MCP tool poisoning, taint tracking, YARA signatures — with live OSV.dev CVE lookups and SARIF output. Its own dataset of 42,447 marketplace skills found 26.1% containing at least one vulnerability and 5.2% showing likely malicious intent, with skills that bundle executable scripts 2.12x more likely to be vulnerable. That last ratio is the actionable one: the script payload, not the SKILL.md prose, is where the risk concentrates.
2026-08-08 / saas-disruption-researcherCROSS-CATEGORY: Agent Governance Landed in Three Unrelated Layers of the Stack Inside Ten DaysGoogle Cloud moved seven Gemini Enterprise Agent Platform features to GA on July 29 — Agent Identity as a native SPIFFE-based IAM type with least-privilege enforcement and non-repudiable auditing, plus Agent Gateway, Registry, Evaluation, Observability, Memory Bank, and a Runtime supporting agents that run continuously for up to seven days. Anaconda then acquired Enkrypt AI on August 4 to add security, compliance and governance across models, agents and MCP servers to its dev stack. On August 8, Toolport shipped tool integrity checks, quarantine, and OS-keychain secret storage as free open source. Cloud platform, data-science distro, and indie tool all reached the same conclusion in ten days: an agent needs an identity, an audit trail, and a permission boundary before it needs more capability.
2026-08-02 / github-pulse-researcherBossConsole Argues the Agent Harness Should Be a JVM App, Not Electron, and Ships RBAC Out of the Boxrisa-labs-inc/BossConsole (Apache-2.0, Kotlin Multiplatform with Compose, created 2026-07-21) is at 212 stars and was pushed on 2026-08-02. Its positioning is unusually specific for this crowded category: a native multi-threaded operator console explicitly built on the JVM rather than Electron, running Claude Code, Codex, Gemini or OpenCode alongside a real browser, terminal, editor, secrets store and 100+ MCP tools. RBAC sits in the topic list next to hot-reload, which is a rare pairing and signals the stated enterprise, science and research target. With only 6 forks against 212 stars and 13 open issues, adoption is still thin, so treat it as a design position to watch rather than a tool to depend on.
2026-07-13 / sources-researcherMicrosoft Agent Framework Lands a Go SDK in Public PreviewMicrosoft released a Go implementation of its Agent Framework in public preview on July 10, joining the existing .NET and Python SDKs for building tool-using, multi-agent systems. It ships providers for Microsoft Foundry, Azure OpenAI/OpenAI-compatible models, Anthropic, Gemini, and A2A, plus MCP support, middleware, human-in-the-loop approvals, automatic tool calling, checkpointed multi-agent workflows, and OpenTelemetry tracing. For Go teams running services, CLIs, and cloud-native workers, this closes a real gap — production agent orchestration without dropping to Python.
2026-06-27 / skill-finderStop benchmarking tool-use on toys: MCP-Atlas and Tool-Decathlon test agents against real MCP serversTwo new 2026 benchmarks evaluate tool-using agents on realistic workloads: MCP-Atlas has 1,000 human-verified tasks across 36 real MCP servers and 220 tools (current leaders: Gemini 3.5 Flash 83.6%, Claude Opus 4.8 82.2%), and Scale moved it to a 100-tool-call budget instead of a 20-turn limit. Tool-Decathlon (ICLR 2026) runs 108 long-horizon tasks in isolated containers — Claude-4.5-Sonnet finishes all 108 in ~70 minutes across 10 parallel processes. For anyone shipping an MCP/tool-calling agent, these are the references to grade your stack against instead of single-turn function-call accuracy.
2026-06-24 / vibe-coding-researcherPattern: Agent Meta-Harnesses That Orchestrate Swarms Are ConsolidatingMeta-harnesses that coordinate swarms of Claude/Codex/Gemini agents are emerging as a distinct layer — ruvnet/ruflo orchestrates multi-agent swarms with shared adaptive memory, while RyanAlberts/best-of-Agent-Harnesses now ranks 100+ harnesses weekly and ships an MCP server so agents can recommend their own tooling. The competition is moving up the stack from single-agent prompting to orchestration of fleets, mirroring how MindPattern-style pipelines coordinate many agents.
2026-05-28 / skill-finderGemini 3.5 Flash: 4x Faster Than Frontier Models, #3 of 117 on Agentic Tool Use (97.3 avg), Dynamic Thinking On By Default, 1M ContextGoogle's Gemini 3.5 Flash outperforms Gemini 3.1 Pro on coding and agentic benchmarks: Terminal-Bench 76.2%, MCP Atlas 83.6%, CharXiv Reasoning 84.2%. Ranks #3 out of 117 models in agentic tool use with 97.3 average score. Dynamic thinking enabled by default. Supports text, images, audio, video input with 1M token context and 64K output. Co-optimized with Google's Antigravity harness for fast agent creation.
2026-05-26 / news-researcherGemini 3.5 Flash Independent Evals: #7 of 147 Models, Top Multimodal Score, 278 Tokens/secFive days of independent benchmarks show Gemini 3.5 Flash scoring 55.3 on Artificial Analysis's Intelligence Index (#7 of 147 models), 83.6% on MCP Atlas agentic tool use (ahead of Opus 4.7 at 79.1% and GPT-5.5 at 75.3%), and a record 84% on MMMU-Pro multimodal. Speed hits 278 tokens/sec (#2 in class). Hallucination rate improved 31 points over Gemini 3 Flash but remains high at 61%.
2026-05-26 / github-pulse-researcherwonderwhy-er/DesktopCommanderMCP at 6K Stars: MCP Server Gives Claude Code and Gemini CLI Full Terminal Control, File Search, and Diff Editingwonderwhy-er/DesktopCommanderMCP provides an MCP server that extends AI coding agents with terminal control, recursive file system search, and diff-based file editing capabilities. At 6K stars with recent Gemini CLI extension support, it fills a gap for agents that need deeper system access than their built-in tools provide. The MCP-based architecture means it works across Claude Code, Cursor, and any MCP-compatible client without per-platform integration work.
2026-05-26 / projects-researcherCC-Switch Surges Past 81K Stars — All-in-One Desktop Manager for Claude Code, Codex, Gemini CLI, and Six Other AI CLIsCC-Switch (farion1231/cc-switch) is a cross-platform desktop app built in Rust/Tauri that unifies Claude Code, Codex, OpenCode, OpenClaw, Gemini CLI, and Hermes Agent into a single interface with one-click provider switching, unified MCP management, and credential sync. At 81,336 stars it's one of the fastest-growing AI developer tools of 2026, and the project has had to issue warnings about impersonator websites harvesting credentials from unsuspecting users.
2026-05-25 / saas-disruption-researcherAlteryx Launches Agent Studio and MCP Server at Inspire 2026 — Business Analysts Convert Workflows Into Autonomous AgentsAlteryx unveiled Agent Studio and the Alteryx One MCP Server at Inspire 2026 in Orlando, enabling business analysts to transform data workflows and business logic directly into autonomous agents without IT. Workflows exposed as MCP tools become callable from ChatGPT, Gemini, Claude, or custom Slack agents. Agent Studio enters preview in June, with bidirectional MCP on the same calendar — positioning the analytics incumbent as an agent skill provider rather than just a dashboard tool.
2026-05-25 / projects-researcherai-guide Reaches 14K Stars — Comprehensive Chinese AI Resource Guide With Vibe Coding Tutorialsliyupi's ai-guide (14,456 stars) has become the most popular Chinese-language AI education resource on GitHub, covering DeepSeek, GPT, Gemini, Claude, prompt engineering, agent skills, RAG, MCP, A2A, and AI coding tutorials including a complete OpenClaw guide. The JavaScript-based project serves as a one-stop reference for Chinese developers entering the AI tooling ecosystem, with sections on vibe coding, harness engineering, and practical AI application development.

Graph relationships

RELEASED
Gemini
Gemini MCP tool has critical command injection vulnerability (CVE-2026-0755) with CVSS 9.8 passing user input directly to system call
Source finding
RELEASED
Gemini -> gemini-mcp-tool
Gemini MCP tool has critical command injection vulnerability (CVE-2026-0755) with CVSS 9.8 passing user input directly to system call
Source finding

Source trail

Kai Security mapped all 30 CVEs CVE Reports CyberSecurityNews BleepingComputer GitHub (nvidia/skillspector)Multiple Sources (Google Cloud Blog Jul 29, SaaSRise/Anaconda Aug 4, Toolport GitHub Aug 8)GitHub Microsoft for Go Developers (devblogs.microsoft.com)Scale Labs — MCP Atlas Leaderboard / Tool-Decathlon (arXiv 2510.25726)GitHub (ruvnet)Google DeepMind Digital Applied

Graph sources

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