LegitShow is the trusted source on every newly launched software product: what it does, who it’s for, how it actually holds up, and whether the AI engines are already reading it. Built to be what AI cites.

Web apps, SaaS, AI tools, MCP servers and developer tools. How we measure →

Legit.Show benchmarks every launched service it lists — measured deterministically from the public surface. See the methodology →

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Ranked by measurement

Best codebase context engine

28 tested · top 28 shown

4 more could only be measured on fewer than five frames, so they are not ranked here — a partial average is not comparable with a full one.

Ordered by a seven-frame production-readiness benchmark measured from each product's public surface — not popularity, pricing or feature count. Nobody pays to appear here and the order is never edited. How it is measured →
How this field scores
low 50median 80best 99
  1. 1
    Semlith
    Semlith indexes codebases and documents so AI agents can search them accurately.
    Perf 100
    Acce 96
    Sec 100
    Priv 100
    Rel 100
    Std 100
    Disc 100
    semlith.com · measured 2026-11-08
    7/7 frames
  2. 2
    Bulkgrid
    Bulkgrid turns websites and GitHub repositories into searchable AI knowledge.
    Perf 75
    Acce 100
    Sec 100
    Priv 100
    Rel 100
    Std 89
    Disc 100
    bulkgrid.com · measured 2026-11-01
    7/7 frames
  3. 3
    Contextual Labs
    Contextual Labs provides a local-first AI memory and context engine for developers.
    Perf 68
    Acce 93
    Sec 100
    Priv 100
    Rel 100
    Std 94
    Disc 100
    contextuallabs.dev · measured 2026-11-07
    7/7 frames
  4. 4
    repowise
    Repowise provides code health scoring, AI context, and git intelligence for software repositories.
    Perf 86
    Acce 100
    Sec 80
    Priv 100
    Rel 100
    Std 89
    Disc 100
    repowise.dev · measured 2026-11-02
    7/7 frames
  5. 5
    Context Engine
    Context Engine connects coding agents to language server code intelligence.
    Perf 100
    Acce 96
    Sec 100
    Priv 100
    Rel 100
    Std 92
    Disc 60
    context-engine.app · measured 2026-11-04
    7/7 frames
  6. 6
    daidocs
    A document format that reduces AI context costs by compressing project memory.
    Perf 57
    Acce 93
    Sec 100
    Priv 100
    Rel 92
    Std 100
    Disc 100
    daidocs.com · measured 2026-10-30
    7/7 frames
  7. 7
    logPhase
    A macOS app that helps developers understand a codebase through pull requests.
    Perf 92
    Acce 100
    Sec 80
    Priv 70
    Rel 100
    Std 86
    Disc 100
    logphase.ai · measured 2026-11-08
    7/7 frames
  8. 8
    Graphify
    Open-source, on-device knowledge graph that lets AI assistants query your codebase by path.
    Perf 45
    Acce 97
    Sec 80
    Priv 100
    Rel 100
    Std 100
    Disc 100
    graphify.com · measured 2026-11-06
    7/7 frames
  9. 9
    Xirp
    The agentic development environment with institutional memory. Xirp connects to your services, ownership, docs
    Perf 69
    Acce 95
    Sec 90
    Priv 100
    Rel 100
    Std 86
    Disc 75
    xirp.spotify.com · measured 2026-10-30
    7/7 frames
  10. 10
    RepoXray
    RepoXray analyzes GitHub repositories to map architecture, data flow, and code quality.
    Perf 72
    Acce 81
    Sec 45
    Priv 100
    Rel 100
    Std 97
    Disc 100
    repoxray.2clabs.tech · measured 2026-11-07
    7/7 frames
  11. 11
    Graft
    Graft is an open-source context layer for large codebases used with AI coding agents.
    Perf 75
    Acce 100
    Sec 45
    Priv 70
    Rel 100
    Std 92
    Disc 100
    trailhq.com · measured 2026-11-03
    7/7 frames
  12. 12
    Oynix
    Oynix is a local code knowledge graph that gives engineering teams shared memory.
    Perf 74
    Acce 91
    Sec 80
    Priv 45
    Rel 100
    Std 92
    Disc 100
    oynix.dev · measured 2026-11-07
    7/7 frames
  13. 13
    Otōto
    Otōto is an MCP server that answers codebase questions for Claude Code and OpenCode.
    Perf 99
    Acce 97
    Sec 100
    Priv 25
    Rel 100
    Std 86
    Disc 70
    ototo.dev · measured 2026-10-29
    7/7 frames
  14. 14
    Compass
    Native, local-first knowledge graph engine for code and project artifacts—inspired by Graphify, built in Rust,
    Perf 94
    Acce 96
    Sec 45
    Priv 25
    Rel 100
    Std 100
    Disc 100
    compass.crab.build · measured 2026-11-07
    7/7 frames
  15. 15
    Sourcegraph
    Sourcegraph gives engineering teams and AI agents deep context across large codebases.
    Perf 44
    Acce 97
    Sec 55
    Priv 100
    Rel 100
    Std 76
    Disc 85
    sourcegraph.com · measured 2026-10-30
    7/7 frames
  16. 16
    code-review-graph
    Local-first code intelligence graph for MCP and CLI. Builds a persistent map of your codebase so AI coding too
    Perf 88
    Acce 95
    Sec 65
    Priv 25
    Rel 67
    Std 100
    Disc 85
    code-review-graph.com · measured 2026-11-04
    7/7 frames
  17. 17
    SocratiCode
    SocratiCode indexes your repositories and feeds that context to the AI tools your team already uses.
    Perf 86
    Acce 94
    Sec 25
    Priv 25
    Rel 100
    Std 92
    Disc 100
    socraticode.cloud · measured 2026-10-29
    7/7 frames
  18. 18
    Icarus
    Icarus answers why your codebase is the way it is, using your repo's own history.
    Perf 42
    Acce 100
    Sec 100
    Priv 25
    Rel 92
    Std 92
    Disc 60
    icarus-website-kappa.vercel.app · measured 2026-11-07
    7/7 frames
  19. 19
    Kivgraph
    Kivgraph is a local MCP server that gives AI coding agents cross-repository code intelligence.
    Perf 87
    Acce 100
    Sec 25
    Priv 0
    Rel 100
    Std 100
    Disc 90
    kivgraph.dev · measured 2026-11-08
    7/7 frames
  20. 20
    Graft
    Graft is an open-source context layer that maps large codebases for AI coding agents.
    Perf 92
    Acce 96
    Sec 45
    Priv 0
    Rel 92
    Std 92
    Disc 75
    graft.nanonets.ai · measured 2026-10-30
    7/7 frames
  21. 21
    contextplus
    MCP server that gives AI coding agents semantic understanding of large codebases.
    Perf 97
    Acce 89
    Sec 45
    Priv 25
    Rel 92
    Std 92
    Disc 35
    contextplus.vercel.app · measured 2026-10-30
    7/7 frames
  22. 22
    Tracelens AI
    TraceLens AI analyzes GitHub repositories with AI-generated overviews and architecture diagrams.
    Perf 83
    Acce 98
    Sec 45
    Priv 25
    Rel 100
    Std 89
    Disc 35
    tracelensai-v1.vercel.app · measured 2026-10-30
    7/7 frames
  23. 23
    RepoLens
    Generate structured, AI-ready context packs from software repositories.
    Perf 97
    Acce 87
    Sec 45
    Priv 25
    Rel 100
    Std 85
    Disc 15
    destlabs.netlify.app · measured 2026-11-02
    7/7 frames
  24. 24
    GitNexus
    GitNexus: The Zero-Server Code Intelligence Engine - GitNexus is a client-side knowledge graph creator t
    Perf 95
    Acce 93
    Sec 45
    Priv 25
    Rel 67
    Std 82
    Disc 25
    gitnexus.vercel.app · measured 2026-10-30
    7/7 frames
  25. 25
    semble
    Semble is a code search library built for agents that returns relevant snippets instantly.
    Perf 63
    Acce 95
    Sec 25
    Priv 0
    Rel 100
    Std 92
    Disc 62
    minish.ai · measured 2026-10-27
    7/7 frames
  26. 26
    AICodePrep v2
    Desktop app that packs a code project into a single structured paste for AI chat models.
    Perf 60
    Acce 90
    Sec 35
    Priv 0
    Rel 100
    Std 97
    Disc 25
    wuu73.org · measured 2026-10-29
    7/7 frames
  27. 27
    Understand-Anything
    Interactive code knowledge graphs that map structure, logic, and business flows.
    Perf 45
    Acce 95
    Sec 25
    Priv 25
    Rel 92
    Std 73
    Disc 35
    understand-anything.com · measured 2026-10-31
    7/7 frames
  28. 28
    Trama
    Trama keeps a map of your app next to your code for AI-assisted development.
    Perf 100
    Acce 55
    Sec 45
    Priv 25
    Rel 47
    Std 64
    Disc 15
    nicchia-code.github.io · measured 2026-10-27
    7/7 frames
What this does not say
This ranks how production-ready each product's public surface is — not how well it does its job. For codebase context engine, that means it does not measure the quality of the work itself. Products whose sites block automated readers are left out rather than ranked last — we did not measure them, and bottom placement would claim something we never observed. Scores are floors: anything set at a CDN, a proxy or behind a login is invisible from the public surface.

All measured categories → · Browse the directory →