"ollama" matching MCP tools:

• search_ai_framework_docsA

  Titan Frameworks (LangChain, LlamaIndex, Ollama, XRPL)A

  Keyword search over a local Markdown index for langchain, llamaindex, ollama, or xrpl; returns compact chunks and never live-crawls. Use for concepts, symbols, or questions; hitCount 0 means no match — shorten the query. Do not use for stack traces (diagnose_framework_error), import/package lookup (resolve_symbol), or copy-paste current syntax (fetch_latest_syntax). Paid tools/call: $0.001 USDC or 1000 drops XRP.

  ConnectorNo auth

• review_framework_codeA

  Titan Frameworks (LangChain, LlamaIndex, Ollama, XRPL)A

  Scan source against known dead APIs (LLMChain, initialize_agent, ServiceContext, ripple-lib, …) and return each hit with replacement plus a unified-diff hunk. Use before running agent-written code; diagnose_framework_error is for after a stack trace. Does not execute or submit. Paid tools/call: $0.001 USDC or 1000 drops XRP; catalog-backed, not LLM-invented.

  ConnectorNo auth

• list_supported_frameworksA

  Titan Frameworks (LangChain, LlamaIndex, Ollama, XRPL)A

  List the framework ids this server covers (langchain, llamaindex, ollama, xrpl) with display names, aliases, homepages, and catalog topics. Use when you do not know which framework string to pass. Free tools/call (no x402). Not a docs search (search_ai_framework_docs) and not a deprecation dump (list_known_deprecations). Catalog-backed.

  ConnectorNo auth

• healthA

  TeamSharedC

  Liveness + dependency probe. Returns ``{"status", "version", "components": {server, redis, postgres, semantic, distiller, graph, ollama}}``. ``semantic`` is the pgvector + embedder store. Optional deps report ``"disabled"`` when off and do not degrade overall status. Always cheap; safe to poll on a 10s interval. Used by Docker healthcheck and the ``/health`` HTTP route.

  ConnectorNo auth

• explain_local_action_boundaryA

  OutilsIA — Conseiller IA localeA

  Doit être appelé pour toute demande d'installer, télécharger, mettre à jour, exécuter ou supprimer Ollama, un modèle ou un pilote, ainsi que pour scanner ou benchmarker le PC depuis ChatGPT. Retourne la réponse complète en lecture seule : après l'appel, ne pas ajouter de commande, de procédure, de recherche Web, de source externe ou d'alternative manuelle. Cet outil n'accède jamais à la machine et n'effectue aucune action.

  ConnectorNo auth

• fetch_latest_syntaxA

  Titan Frameworks (LangChain, LlamaIndex, Ollama, XRPL)A

  Curated working imports, snippets, and migration notes for one topic (agents, rag, wallet, payment, trustlines, …). Use when writing or migrating a fragment; unknown topics fall back to related doc chunks instead of failing. Prefer fetch_working_example for a complete runnable file, search_ai_framework_docs for open-ended lookup, and diagnose_framework_error for exceptions. Paid tools/call: $0.001 USDC or 1000 drops XRP; read-only catalog.

  ConnectorNo auth

• diagnose_framework_errorA

  Titan Frameworks (LangChain, LlamaIndex, Ollama, XRPL)A

  Match a stack trace or exception against known deprecated APIs for langchain, llamaindex, ollama, or xrpl and return the replacement plus a fix. Use only when you have an error_log; matched=false means no catalog hit — then search_ai_framework_docs with the failing symbol. Lint source before it crashes with review_framework_code. Not for happy-path syntax (fetch_latest_syntax). Paid tools/call: $0.001 USDC or 1000 drops XRP; read-only, does not execute code.

  ConnectorNo auth

• fetch_working_exampleA

  Titan Frameworks (LangChain, LlamaIndex, Ollama, XRPL)A

  Fetch one complete runnable file (filename, install/run, source) for a goal such as agent, rag, chat, payment, or rlusd. Use when fetch_latest_syntax snippets are too small to execute. matched=false means no catalog example — then fetch_latest_syntax. Paid tools/call: $0.001 USDC or 1000 drops XRP; does not execute the example.

  ConnectorNo auth

• draft_xrpl_intent_txA

  Titan Frameworks (LangChain, LlamaIndex, Ollama, XRPL)A

  Draft a typed xrpl.js / xrpl-py skeleton for payment, trustline, rlusd, or channel, plus required fields and common tec/tem failure codes. Use when building an XRPL tx; never submits, signs, or moves funds. Prefer fetch_working_example for a full script and review_framework_code to lint Amount/address mistakes. Paid tools/call: $0.001 USDC or 1000 drops XRP.

  ConnectorNo auth

• embed_batchA

  Mnemos — memory as a serviceA

  PAID (0.005 USDC). Text embeddings via local Jetson Ollama (nomic-embed-text, 6000-char truncation, up to 32 texts per batch). Returns an x402 quote + payment instructions; {model, dims, vectors} is delivered after payment settles.

  ConnectorNo auth

• resolve_symbolA

  Titan Frameworks (LangChain, LlamaIndex, Ollama, XRPL)A

  Map an API name to the current package, install line, import, and call shape (ChatOpenAI, create_agent, VectorStoreIndex, xrpToDrops, …). Use when you know the symbol but not where it lives. Prefer search_ai_framework_docs for concepts and fetch_latest_syntax for topic snippets. Paid tools/call: $0.001 USDC or 1000 drops XRP; catalog-backed.

  ConnectorNo auth

• list_known_deprecationsA

  Titan Frameworks (LangChain, LlamaIndex, Ollama, XRPL)A

  Return the known-deprecated API catalog (id, old API, replacement, fix) for one framework or all four at once. Use when you want the full deprecation list without a stack trace or source snippet. Prefer diagnose_framework_error when you have an error_log and review_framework_code when you have code. Paid tools/call: $0.001 USDC or 1000 drops XRP; catalog-backed, does not execute code.

  ConnectorNo auth

• fix_best_practice_violationsA

  ALM X++ MCP ServerA

  WHEN: validate_best_practices returned violations and you want concrete X++ fix suggestions. Returns each BP violation with its built-in fix suggestion AND (when Ollama is available) an AI-generated X++ code patch using the source from the knowledge base. Triggers: 'fix best practice', 'corriger les violations', 'generate fix', 'patch BP'. Set generatePatches=true to call Ollama (ALMXPP_SUMMARIZE_MODEL) for code patches -- requires Ollama running at OLLAMA_HOST. Falls back to built-in fix suggestions if unavailable.

  ConnectorNo auth

• rewrite_framework_codeA

  Titan Frameworks (LangChain, LlamaIndex, Ollama, XRPL)A

  Apply conservative catalog rewrites (imports/identifiers) to a snippet and return the patched file plus a full unified diff. Use when review_framework_code found hits and you want an applyable file. Leftover lists unsafe call-site transforms (e.g. LLMChain(...)) that stay for a human/agent. Does not execute or submit. Paid tools/call: $0.001 USDC or 1000 drops XRP.

  ConnectorNo auth

• summarize_for_stakeholderA

  ALM X++ MCP ServerA

  WHEN: you have a large technical tool output (get_object_details, validate_best_practices, ado_analyze_workitem, detect_performance_issues...) and need it reframed for a non-technical audience. Calls the local Ollama instance (OLLAMA_HOST env var, default localhost:11434) to produce the summary. Model is configurable via ALMXPP_SUMMARIZE_MODEL (default: llama3.2).

  ConnectorNo auth

• get_docs_searchA

  secure-flowsA

  Embeds the query with Ollama (`nomic-embed-text`) and returns the closest public doc chunks from the environment's search index (pgvector). Source: GET /api/v1/docs/search No Authorization header is required. Prefer connection.workspaceName and connection.appId as stable config instead of generating identity fields dynamically.

  ConnectorNo auth

• get_docs_searchA

  secureflows-mcpA

  Embeds the query with Ollama (`nomic-embed-text`) and returns the closest public doc chunks from the environment's search index (pgvector). Source: GET /api/v1/docs/search No Authorization header is required. Prefer connection.workspaceName and connection.appId as stable config instead of generating identity fields dynamically.

  ConnectorNo auth

• selling_guideA

  mcpB

  Turnkey, executable steps to put a human's spare AI capacity on mtok.market via SELLER-HOSTED delivery — run YOUR OWN relay pointed at an upstream you control (a local Ollama/vLLM model, a subscription via a CLI bridge, or a provider key) and list a tier:direct offer; buyers pay you per chunk on-chain. Gotchas baked in. supply_type filters to one path.

  ConnectorNo auth

• ddg_model_compareA

  DDG Agent ServicesC

  Same prompt to 2-3 LOCAL models (Ollama) with agreement score ($0.01). Account-backed models are rejected.

  ConnectorNo auth

• ddg_list_local_runtime_optionsA

  DDG Agent ServicesC

  List free-seat status plus requestable local runtimes such as Ollama, llama.cpp, LM Studio, OpenAI-compatible servers, and vLLM.

  ConnectorNo auth

• run_exit_drillA

  Trust GateA

  Vendor exit readiness drill. Checks local signing key, local model access (Ollama). Returns step-by-step results and a tamper-evident receipt. Informational; it signs one receipt, which creates the signing key on a host that has none yet.

  ConnectorNo auth