LegitShow is the trusted source on every launched service — web apps, SaaS, AI tools, MCP servers and developer tools: what each one does, who it’s for, and how it actually holds up, measured by an objective 7-Frame production-readiness benchmark taken deterministically from the public surface. How we measure →

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

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Privacy · Terms · @Legit_Show on X · GitHub · operated by Madeflo Inc., a Delaware corporation. Benchmark engine powered by commit.show.

Ranked by measurement

Best codebase context engine

14 tested · top 14 shown

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 55median 67best 92
  1. 1
    Graphify
    Open-source, on-device knowledge graph that lets AI assistants query your codebase by path.
    Perf 68
    Sec 80
    Priv 100
    Rel 100
    Std 100
    Disc 100
    graphify.com · measured 2026-08-09
  2. 2
    LeanCTX
    LeanCTX compresses large codebases into compact context for AI models.
    Perf 96
    Sec 60
    Priv 100
    Rel 100
    Std 100
    Disc 75
    leanctx.com · measured 2026-08-09
  3. 3
    repowise
    Repowise provides code health scoring, AI context, and git intelligence for software repositories.
    Perf 75
    Sec 45
    Priv 100
    Rel 100
    Std 89
    Disc 100
    repowise.dev · measured 2026-08-09
  4. 4
    Xirp
    The agentic development environment with institutional memory. Xirp connects to your services, ownership, docs
    Perf 80
    Sec 90
    Priv 100
    Rel 100
    Std 75
    Disc 60
    xirp.spotify.com · measured 2026-08-11
  5. 5
    code-review-graph
    Local-first code intelligence graph for MCP and CLI. Builds a persistent map of your codebase so AI coding too
    Perf 81
    Sec 65
    Priv 25
    Rel 67
    Std 100
    Disc 85
    code-review-graph.com · measured 2026-08-09
  6. 6
    Sourcegraph
    Sourcegraph gives engineering teams and AI agents deep context across large codebases.
    Perf 47
    Sec 55
    Priv 55
    Rel 100
    Std 76
    Disc 85
    sourcegraph.com · measured 2026-08-08
  7. 7
    SocratiCode
    SocratiCode indexes your repositories and feeds that context to the AI tools your team already uses.
    Perf 70
    Sec 25
    Priv 25
    Rel 92
    Std 92
    Disc 90
    socraticode.cloud · measured 2026-08-11
  8. 8
    contextplus
    MCP server that gives AI coding agents semantic understanding of large codebases.
    Perf 90
    Sec 45
    Priv 25
    Rel 92
    Std 92
    Disc 35
    contextplus.vercel.app · measured 2026-08-11
  9. 9
    semble
    Semble is a code search library built for agents that returns relevant snippets instantly.
    Perf 67
    Sec 25
    Priv 0
    Rel 100
    Std 92
    Disc 62
    minish.ai · measured 2026-08-09
  10. 10
    RepoLens
    Generate structured, AI-ready context packs from software repositories.
    Perf 69
    Sec 45
    Priv 25
    Rel 100
    Std 85
    Disc 15
    destlabs.netlify.app · measured 2026-08-09
  11. 11
    GitNexus
    GitNexus: The Zero-Server Code Intelligence Engine - GitNexus is a client-side knowledge graph creator t
    Perf 53
    Sec 45
    Priv 25
    Rel 92
    Std 82
    Disc 15
    gitnexus.vercel.app · measured 2026-08-08
  12. 12
    Tracelens AI
    TraceLens AI analyzes GitHub repositories with AI-generated overviews and architecture diagrams.
    Perf 60
    Sec 45
    Priv 25
    Rel 100
    Std 75
    Disc 35
    tracelensai-v1.vercel.app · measured 2026-08-11
  13. 13
    Understand-Anything
    Interactive code knowledge graphs that map structure, logic, and business flows.
    Perf 61
    Sec 10
    Priv 25
    Rel 92
    Std 73
    Disc 35
    understand-anything.com · measured 2026-08-09
  14. 14
    AICodePrep v2
    Desktop app that packs a code project into a single structured paste for AI chat models.
    Perf 80
    Sec 35
    Priv 0
    Rel 100
    Std 100
    Disc 15
    wuu73.org · measured 2026-08-10
What this does not say
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 →