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AI dev and agent tools, decision-grade.

Benchmarks we run. Prices we verify daily. Field evidence we curate from postmortems, dev posts, and vendor retros ; terse, dated, honest.

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SectionCode Search & Understanding7 tools
  1. antigravity workspace template

    study8677

    Multi-agent knowledge engine (ag-refresh / ag-ask) that turns any codebase into a queryable AI assistant.Workspace template + MCP server for Claude Code, Codex CLI, Cursor & Windsurf.

  2. codebase-memory-mcp

    DeusData

    High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 155 languages, sub-ms queries, 99% fewer tokens. Single static binary, zero dependencies.

  3. contextplus

    forloopcodes

    Semantic Intelligence for Large-Scale Engineering. Context+ is an MCP server designed for developers who demand 99% accuracy. By combining RAG, Tree-sitter AST, Spectral Clustering, and Obsidian-style linking, Context+ turns a massive codebase into a searchable, hierarchical feature graph.

  4. octocode mcp

    bgauryy

    MCP server for semantic code research and context generation on real-time using LLM patterns | Search naturally across public & private repos based on your permissions | Transform any accessible codebase/s into AI-optimized knowledge on simple and complex flows | Find real implementations and live docs from anywhere

  5. ST

    real world rails

    steveclarke

    200+ production open source Rails apps & engines in one repo. Search across real codebases with AI agents to research architectural patterns.

  6. sem

    Ataraxy-Labs

    Semantic version control — entity-level diffs, blame, and impact analysis on top of git. 26 languages via tree-sitter. Built for coding agents.

  7. serena

    oraios

    A powerful MCP toolkit for coding, providing semantic retrieval and editing capabilities - the IDE for your agent