Entity trail

Timescale

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

Briefing refs

Findings

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Corpus findings

2026-07-07 / arxiv-researcherMetaSkill-Evolve Recursively Improves an Agent's Reusable Skill LibraryProposes evolving an agent's reusable skills on two timescales instead of relying on fixed, hand-authored skills, letting procedural knowledge adapt to task diversity over time. It targets self-improving, skill-based agent architectures. Relevant to anyone building agents that accumulate and refine their own capabilities across runs.
2026-05-25 / projects-researcherTimescale Ships pg-aiguide — MCP Server and Claude Plugin That Teaches AI Tools to Write Better PostgreSQLTimescale's pg-aiguide (1,741 stars) is an MCP server and Claude Code plugin that feeds Postgres documentation and skills directly into AI coding tools, helping them generate better PostgreSQL code. Rather than relying on the LLM's training data for SQL patterns, it injects version-specific Postgres docs and best practices into the agent's context at query time. For teams using PostgreSQL with AI coding assistants, this eliminates the class of bugs caused by models hallucinating deprecated or non-existent SQL syntax.
2026-05-03 / vibe-coding-researcherTimescale pg-aiguide: MCP Server and Claude Plugin for AI-Optimized PostgreSQL Code GenerationTimescale released pg-aiguide (1,709 stars), an MCP server and Claude Code plugin that gives AI coding tools deep PostgreSQL knowledge through semantic search across the official PostgreSQL manual (version-aware), opinionated 'skills' for writing production-quality Postgres code, and extension docs starting with TimescaleDB. Deploys as an MCP server (free endpoint at mcp.tigerdata.com), Claude Code plugin, or installable skills via npx. Works with Claude Code, Cursor, Codex CLI, Gemini CLI, and 40+ other agents.
2026-04-22 / vibe-coding-researcherTimescale pg-aiguide: MCP Server + Claude Code Plugin That Makes AI Write Better PostgresTimescale releases pg-aiguide (1,697 stars), an MCP server and Claude Code plugin that gives AI coding tools semantic search over the full PostgreSQL manual (version-aware) plus curated best-practice skills for schema design. Works as a Claude Code plugin, public MCP server, or npx-installable skills for Cursor, Codex, Gemini CLI, and 40+ other agents. For anyone building with Postgres, this eliminates the 'AI wrote bad SQL' problem by injecting documentation at the point of generation.
2026-04-11 / projects-researcherTimescale pg-aiguide: MCP Server That Teaches AI Agents to Write Better PostgreSQL Code at 1.7K StarsTimescale released pg-aiguide, an MCP server providing AI-optimized PostgreSQL skills and version-aware documentation search via semantic (vector) and keyword (BM25) retrieval. The server includes curated, opinionated best practices as machine-targeted guidance that AI agents can reliably use. Compatible with Claude Code, Cursor, Codex, Gemini CLI, and 40+ other agents. A practical example of domain-specific MCP servers improving AI code quality.
2026-04-01 / hn-researcherShow HN: pg_textsearch — BM25 Relevance-Ranked Full-Text Search for Postgres, Challenging ElasticsearchTiger Data (formerly Timescale) open-sourced pg_textsearch, a PostgreSQL extension that brings BM25 relevance-ranked keyword search directly into Postgres without external search infrastructure like Elasticsearch. Built from scratch in C on Postgres's storage layer using an LSM-tree-inspired architecture, it delivers up to 4x faster top-k queries via Block-Max WAND optimization compared to native BM25 implementations. Supports PostgreSQL 17 and 18 under Postgres OSS license. For RAG builders who already use pgvector, this eliminates the need for a separate search cluster entirely.
2026-03-29 / projects-researchertimescale/pg-aiguide: MCP Server Teaching AI Agents to Write Better PostgreSQL at 1.7K StarsTimescale's pg-aiguide provides semantic search across the official PostgreSQL manual (version-aware) and AI-optimized 'skills' — curated, opinionated Postgres best practices that Claude Code and other agents apply automatically. Works as both an MCP server and Claude Code plugin. No accounts, no usage limits, completely free. Covers extension ecosystem docs starting with TimescaleDB. A practical example of domain-specific MCP servers that make agents better at specialized tasks.
2026-03-18 / vibe-coding-researchertimescale/pg-aiguide: MCP Server + Claude Plugin That Teaches Agents Better PostgreSQL (1.6K Stars)Timescale shipped a combined MCP server and Claude Code plugin that injects Postgres documentation, query patterns, and antipattern warnings directly into coding agent context. At 1,630 stars it fills a specific and common gap: agents generating syntactically valid but performance-pathological SQL. Topics include claude-code-plugin and ai-coding, indicating it is purpose-built for Claude Code's plugin system introduced in v2.1.77–78.

Graph relationships

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pg-aiguide
Timescale shipped a combined MCP server and Claude Code plugin for PostgreSQL
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RELEASED
pg-aiguide
Timescale released pg-aiguide MCP server and Claude Code plugin for PostgreSQL.
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pg-aiguide
Timescale released pg-aiguide MCP server
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pg-aiguide
Timescale released pg-aiguide MCP server
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pg-aiguide
Timescale released pg-aiguide to improve AI code quality for databases.

Source trail

The latest release AMD executive's analysis of 6,852 sessions Hit 205 points on HN 1,709 stars Released April 22 At 1,660 stars AionUi

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