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Titan Frameworks (LangChain, LlamaIndex, Ollama, XRPL)

by io.github.bebopp187-stack
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Server Details

Review and rewrite LangChain, LlamaIndex, Ollama, and XRPL code against current APIs.

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Status
Unhealthy
Uptime
77.6% over 42 days
Last Tested
Transport
Streamable HTTP
URL
Repository
bebopp187-stack/titan-frameworks
GitHub Stars
0
Server Listing
Titan Frameworks (LangChain, LlamaIndex, Ollama, XRPL)

TDQS

A4.6/5.0

Scored across 10 tools

Disambiguation4/5

Each tool has a clearly stated trigger condition and the descriptions cross-reference other tools to prevent misselection. The deprecation-focused tools (diagnose_framework_error, list_known_deprecations, review_framework_code, rewrite_framework_code) are related but their input modes—stack trace, catalog, source scan, applied patch—are distinct enough. fetch_latest_syntax and search_ai_framework_docs have some conceptual overlap, but the descriptions carefully separate curated snippets from keyword doc search.

Naming Consistency5/5

All tool names follow a consistent snake_case verb_noun pattern: diagnose_, draft_, fetch_, list_, resolve_, review_, rewrite_, search_. Related tools share verb families cleanly (fetch_latest_syntax/fetch_working_example, list_known_deprecations/list_supported_frameworks), making the API predictable.

Tool Count5/5

Ten tools is well within the ideal range and each one covers a distinct step in the workflow: discovering frameworks, searching docs, resolving symbols, getting snippets, fetching full examples, diagnosing errors, reviewing code, rewriting code, listing deprecations, and drafting XRPL transactions. The count feels purposeful rather than padded.

Completeness5/5

The tool surface covers the full migration/support workflow: catalog discovery (list_supported_frameworks), lookup (search_ai_framework_docs, resolve_symbol), syntax retrieval (fetch_latest_syntax, fetch_working_example), error diagnosis, proactive code review, and automated rewrite application. The only intentionally absent operations—execution and submission—are explicitly documented as out of scope, so there are no dead ends for the server's stated purpose.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 2 tool updates
    • Addedlist_known_deprecations
    • Addedlist_supported_frameworks
  2. 5 tool updates
    • Addeddraft_xrpl_intent_tx
    • Addedfetch_working_example
    • Addedresolve_symbol
    • Addedreview_framework_code
    • Addedrewrite_framework_code
  3. 3 tool updates
    • Changeddiagnose_framework_error2 fields changed
      • changedInput schema / properties / error_log / description
        Previous value: -"Stack trace or error message to match"New value: +"Raw traceback or exception text. Paste the error, not a question about it"
      • changedInput schema / properties / framework / description
        Previous value: -"Target library: langchain | llamaindex | ollama | xrpl"New value: +"One of langchain, llamaindex, ollama, or xrpl — the library that threw the error"
    • Changedfetch_latest_syntax2 fields changed
      • changedInput schema / properties / framework / description
        Previous value: -"Target library: langchain | llamaindex | ollama | xrpl"New value: +"One of langchain, llamaindex, ollama, or xrpl — the library the user is coding against"
      • changedInput schema / properties / topic / description
        Previous value: -"Topic such as agents, rag, chat, tools, payment, wallet, trustlines, channels, rlusd, hooks, migration"New value: +"One topic word: agents, rag, chat, tools, streaming, wallet, payment, trustlines, channels, rlusd, hooks, or migration"
    • Changedsearch_ai_framework_docs2 fields changed
      • changedInput schema / properties / framework / description
        Previous value: -"Target library: langchain | llamaindex | ollama | xrpl"New value: +"One of langchain, llamaindex, ollama, or xrpl — the library the user is coding against"
      • changedInput schema / properties / query / description
        Previous value: -"Keyword or natural-language search query"New value: +"2–8 keywords or an API symbol. Not a stack trace (use diagnose_framework_error)"
  4. 3 tool updates
    • First observeddiagnose_framework_error
    • First observedfetch_latest_syntax
    • First observedsearch_ai_framework_docs

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