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88/100
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Benchmarked Oct 05, 2026

Lief

LIEF - Library to Instrument Executable Formats (C++, Python, Rust)

developerapi platform_profile Streaming
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Score Breakdown

Latency10/10
Auth Simplicity10/10
Consistency9/10
Documentation9/10
Token Efficiency9/10
Parseability9/10
Error Clarity8/10
First-Try Success8/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Analyze
{
  "service_type": "platform",
  "base_url": "https://lief.re",
  "auth_method": "none",
  "auth_config": {},
  "endpoints": [
    {
      "name": "Full site content (llms-full.txt)",
      "url": "https://lief.re/llms-full.txt",
      "method": "GET",
      "description": "Every site page and technical article as a single Markdown document"
    },
    {
      "name": "XML sitemap",
      "url": "https://lief.re/sitemap.xml",
      "method": "GET",
      "description": "Canonical crawlable website URLs and modification dates"
    },
    {
      "name": "JSON content index",
      "url": "https://lief.re/index.json",
      "method": "GET",
      "description": "Document-level full text and metadata for site pages and articles"
    },
    {
      "name": "Heading-level retrieval corpus (chunks)",
      "url": "https://lief.re/index.chunks.json",
      "method": "GET",
      "description": "Versioned, anchored Markdown/plain-text chunks with stable IDs, neighbour links, and SHA-256 hashes"
    },
    {
      "name": "Technical blog RSS feed",
      "url": "https://lief.re/blog/index.xml",
      "method": "GET",
      "description": "Full-text RSS feed of recent releases and engineering articles"
    },
    {
      "name": "Documentation discovery map (llms.txt)",
      "url": "https://lief.re/doc/latest/llms.txt",
      "method": "GET",
      "description": "Guides and API references with descriptions and direct Markdown links"
    },
    {
      "name": "Documentation AI guide",
      "url": "https://lief.re/doc/latest/ai.md",
      "method": "GET",
      "description": "How to read Markdown pages, choose an index, and match documentation versions"
    },
    {
      "name": "Documentation JSON content index",
      "url": "https://lief.re/doc/latest/index.json",
      "method": "GET",
      "description": "Search document titles, descriptions, full text, versions, and canonical/Markdown URLs"
    },
    {
      "name": "Documentation retrieval corpus (chunks)",
      "url": "https://lief.re/doc/latest/index.chunks.json",
      "method": "GET",
      "description": "Retrieve sections/API symbols with heading context, canonical URLs, stable IDs, and content hashes"
    },
    {
      "name": "Complete documentation corpus (llms-full.txt)",
      "url": "https://lief.re/doc/latest/llms-full.txt",
      "method": "GET",
      "description": "All exported Sphinx pages including API references"
    },
    {
      "name": "Documentation sitemap",
      "url": "https://lief.re/doc/latest/sitemap.xml",
      "method": "GET",
      "description": "Index of every page in the latest API documentation"
    },
    {
      "name": "Documentation object inventory",
      "url": "https://lief.re/doc/latest/objects.inv",
      "method": "GET",
      "description": "Sphinx inventory mapping API symbols to documentation URLs"
    },
    {
      "name": "Changelog",
      "url": "https://lief.re/doc/latest/changelog.md",
      "method": "GET",
      "description": "Versioned feature, behavior, and compatibility changes"
    },
    {
      "name": "Stable API documentation",
      "url": "https://lief.re/doc/stable/",
      "method": "GET",
      "description": "Documentation for the current stable release"
    }
  ],
  "pricing_model": {
    "type": "freemium",
    "details": {
      "core_license": "Apache-2.0 (open source)",
      "core_cost": "free",
      "extended": {
        "name": "LIEF Extended",
        "url": "https://extended.lief.re/",
        "features": ["advanced assembly", "disassembly", "DWARF", "PDB"],
        "terms": "unknown - commercial/premium offering alongside the open-source core"
      }
    }
  },
  "rate_limits": {},
  "capabilities": [
    "Parse and analyze executable formats: ELF, PE, Mach-O, COFF",
    "Modify and rewrite executables (binary patching/instrumentation)",
    "Android formats support (DEX, APK-related, etc.)",
    "DWARF debug information parsing and creation (Extended)",
    "PDB debug information support (Extended)",
    "Assembly and disassembly (Extended)",
    "Runtime binary inspection",
    "Multi-language bindings: C++, Python (incl. free-threaded wheels), Rust, C",
    "Cross-platform SDKs: Linux, Windows, macOS, Android, iOS",
    "Objective-C metadata support",
    "dyld shared cache extraction",
    "Authenticode signature parsing and verification",
    "PE import/export/TLS/resource editing (refactored PE module)",
    "ELF builder and patchelf reimplementation (lief-patchelf)",
    "Integration plugins: Binary Ninja, Ghidra",
    "Machine-readable documentation for AI/LLM consumption"
  ],
  "raw_analysis": "LIEF (Library to Instrument Executable Formats) is not a typical SaaS/app platform with a public REST API — it is an open-source (Apache-2.0) software library for parsing, modifying, and rewriting executable binary formats (ELF, PE, Mach-O, COFF) plus Android formats, DWARF, and PDB. It ships as bindings for C++, Python, Rust, and C, distributed via GitHub, PyPI,
Execute

3/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /200117ms
robots_txtGET /robots.txt20076ms
llms_txtGET /llms.txt20030ms
Interpret
{
  "overall": 72,
  "dimensions": {
    "token_efficiency": 9.0,
    "first_try_success": 8.0,
    "response_parseability": 9.0,
    "error_clarity": 8.0,
    "doc_quality": 9.0,
    "auth_simplicity": 10.0,
    "latency": 10.0,
    "consistency": 9.0
  },
  "pricing_normalized": {
    "core_license": "Apache-2.0 (free, open source)",
    "extended": "LIEF Extended — commercial/premium (terms undisclosed)",
    "freemium": true,
    "notes": "Open-source core is fully free; extended features (assembly, disassembly, DWARF, PDB) are paywalled behind an undisclosed commercial tier"
  },
  "issues": [
    "LIEF Extended pricing and licensing terms are undisclosed — agents cannot quote cost to users",
    "No official SaaS/cloud API — requires local install of native bindings (pip install lief) rather than a hosted endpoint",
    "Boundary between free core and paid extended features could be clearer for users deciding on adoption",
    "robots.txt disallows common binary extensions on /blog, but this is minor and well-scoped"
  ],
  "recommendations": [
    "Publish a public price list or 'contact sales' clarity for LIEF Extended so agents can accurately convey cost",
    "Ship an llms.txt / MDX doc already exists — expand it with canonical code snippets for parse/modify/patch workflows to boost first-try success",
    "Highlight Apache-2.0 and pip installability prominently — strong for verification-heavy agent recommendations",
    "Consider a hosted API or WASM playground for zero-install evaluation, improving first-try success for agents without local exec",
    "Document exact free vs. Extended feature matrix on the main docs homepage"
  ]
}

Agent Readiness

x402 Payments
Not supported
Streaming
Yes
Sandbox
None
Agent Auth
Unknown
SDKs
None listed
MCP Support
No

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