Entity trail

Oraios AI

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

Briefing refs

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Corpus findings

2026-09-14 / vibe-coding-researcherA Serena MCP server CVE for the oldest mistake: binding 0.0.0.0 in HTTP modeCVE-2026-38924, published 2026-09-14 at 2.9 LOW, records that Oraios AI Serena before 1.0.0 listens on 0.0.0.0 for its MCP server in HTTP mode. The NVD note is the interesting part: the supplier itself called 0.0.0.0 a potential security hazard, while the documentation at the time of the report recommended it. Low score, but it is the default that turns a local coding-agent tool into something anyone on the same network can drive.
2026-08-17 / vibe-coding-researcherPattern: Symbol-Level MCP Tooling Is Displacing Text-Diff Editing — Serena at 28.1k StarsSerena (oraios/serena, 28.1k stars, 3,304 commits, 40+ languages) markets itself as 'the IDE for your coding agent': LSP-backed semantic retrieval at the symbol level, rename/move/inline refactors, and symbolic editing instead of text patches. The value claim practitioners repeat is that it collapses multi-step error-prone sequences — find references, edit each site, verify — into atomic operations, which is precisely where text-diff agents burn context and introduce regressions. The broader signal is that agent tooling is converging on the language-server layer that human IDEs standardized on a decade ago, rather than continuing to treat source as unstructured text.
2026-05-29 / github-pulse-researcherSerena v1.5.3: MCP Toolkit as 'IDE for Your Agent' Reaches 24.7K Stars With Symbol-Level Navigation Across 40+ Languagesoraios/serena provides semantic code retrieval, editing, and cross-file refactoring capabilities via MCP, giving coding agents IDE-like tools that collapse 8-12 error-prone manual steps into single atomic calls. The v1.5.3 release (May 26) supports 40+ programming languages via language servers, with optional JetBrains IDE integration. One agent evaluation stated Serena's semantic tools were 'the single most impactful addition to my toolkit' for cross-file renames and reference lookups.
2026-05-05 / hn-researcherSerena: Open-Source MCP Toolkit Gives Coding Agents IDE-Level Semantic Code Understanding — 23K+ Starsoraios/serena is trending as an open-source MCP toolkit that provides semantic code retrieval, editing, refactoring, and debugging capabilities to any AI agent via the Model Context Protocol. Unlike line-number-based approaches, Serena operates at the symbol level using language server protocol (LSP) backends, enabling agent-first abstractions that work reliably on large codebases. Integrates with Claude Code, Codex, OpenCode, Gemini CLI, Cursor, and JetBrains IDEs. For builders running coding agents, this is essentially 'an IDE for your agent' — the tool Claude Code and competitors don't ship natively.
2026-03-15 / github-pulse-researcheroraios/serena: MCP Semantic Code Retrieval Toolkit Reaches 21.5K Stars — Practical Alternative to Full Agent FrameworksSerena provides semantic code retrieval and editing capabilities via an MCP server, letting any agent (Claude Code, Cursor, Windsurf) understand and navigate codebases using language-server-level intelligence rather than naive string search. At 21,547 stars and tagged ai-coding and mcp-server, it fills the gap between 'give Claude raw file access' and 'build a full RAG pipeline' — semantic go-to-definition, symbol search, and AST-aware editing in a single MCP install. Created 2025-03-23, the sustained 60 stars/day over 357 days indicates genuine daily-use adoption, not a hype spike.

Graph relationships

BUILT BY
serena
Oraios AI Serena MCP server before 1.0.0 listens on 0.0.0.0 in HTTP mode.
Source finding
BUILT BY
serena -> Oraios AI
Oraios AI Serena MCP server before 1.0.0 listens on 0.0.0.0 in HTTP mode.
Source finding

Source trail

NVD GitHub

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