Titan Frameworks (LangChain, LlamaIndex, Ollama, XRPL)
REMOTE · TITAN-FRAMEWORKS-PRODUCTION.UP.RAILWAY.APP
Review and rewrite LangChain, LlamaIndex, Ollama, and XRPL code against current APIs.
Available components
Last scanned (22 hours ago)
Scores higher than 8% of remote servers
Unreachable for 1 day in a row. Last reached 3 Nov 2026.
Category Developer Tools
How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score → Why this is hard to score →
Endpoint Security11
- TLS not yet verified: we couldn't open a connection to check the certificate. View diagnostics → Unverified
- Authorisation not yet verified: we couldn't confirm whether this endpoint requires it. View diagnostics → Unverified
- HTTPS is enforced; there's no plaintext access path. View diagnostics → Pass
- HSTS not yet verified: we couldn't read the response headers to check for it. View diagnostics → Unverified
- DNSSEC check failed: this domain isn't protected by DNSSEC. See how to fix → View diagnostics → Fail
Transport & Reachability0
- Transport check failed: declared streamable-http, but we couldn't connect to verify it. See how to fix → View diagnostics → Fail
Schema Quality & AI Usability0
- Schema not yet verified: we couldn't read the endpoint's schema, or could read only part of its tool list.Unverified
Stability & Change Management0
- Stability not yet verified: not enough scan history yet (needs a 30-day window).Unverified
Tool Coverage0
- Tool coverage not yet verified: we couldn't read the endpoint's tools, or could read only part of the list.Unverified
Tool Safety0
- Tool safety not yet verified: we couldn't read the endpoint's tools, or could read only part of the list.Unverified
Capabilities0
- Capabilities not yet verified: we couldn't read the endpoint's capabilities.Unverified
Unverified: 5 categories
Categories scored 0 because we could not verify them: authentication we do not have, an unreachable endpoint, or not enough scan history. We only credit what we can confirm.
Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.
- 4 Nov 26 0
- Endpoint reachability: not serving MCP → unreachable ▼ security
- HSTS header: fail → unverified ▼ security
- TLS certificate: pass → unverified ▼ security
- Transport: Transport check failed: declared streamable-http, but we couldn't connect to verify it. security
- 16 Oct 26 −63
- Endpoint reachability: reachable → not serving MCP ▼ security
- Stability: pass → unverified ▼ security
- Authorization: partial → unverified ▼ security
- Tool safety: pass → unverified ▼ security
- Transport: pass → fail ▼ security
- Schema quality: 100 → unverified ▼ functional
- Capabilities: pass → unverified ▼ functional
- Tool coverage: 100 → unverified ▼ functional
- 15 Oct 26 0
- Stability: 0.97 → pass security
- 14 Oct 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 93 to 97. That category is still filling its 30-day observation window: 28 days of observed history at the previous scan, 29 at this one. The score rises as the window fills, whether or not the server changes.
- 12 Oct 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 83 to 90. That category is still filling its 30-day observation window: 25 days of observed history at the previous scan, 27 at this one. The score rises as the window fills, whether or not the server changes.
- 10 Oct 26 +3
No change was recorded against any check on this day. Stability & Change Management went from 63 to 83. That category is still filling its 30-day observation window: 19 days of observed history at the previous scan, 25 at this one. The score rises as the window fills, whether or not the server changes.
- 3 Oct 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 57 to 60. That category is still filling its 30-day observation window: 17 days of observed history at the previous scan, 18 at this one. The score rises as the window fills, whether or not the server changes.
- 1 Oct 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 50 to 53. That category is still filling its 30-day observation window: 15 days of observed history at the previous scan, 16 at this one. The score rises as the window fills, whether or not the server changes.
Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.
Captured 4 Nov 2026 · Probed https://titan-frameworks-production.up.railway.app/mcp
TLS unreached
Background: What to check on a remote MCP endpoint →
DNSSEC insecure
Validation of titan-frameworks-production.up.railway.app. — Not signed
| Zone | DS | Keys | Algorithms | Outcome |
|---|---|---|---|---|
| . | trust_anchor | 20326, 38696 | 8, 8 | Verified |
| app. | present | 23684 | 8 | Verified |
| railway.app. | absent | Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation |
Authentication Inconclusive
We could not reach the endpoint well enough to judge its authorisation posture.
| Result | Inconclusive |
|---|
Background: How OAuth 2.1 works in the 2026 MCP spec →
Transports 2 probes
| Transport | URL | Outcome | Status | Location |
|---|---|---|---|---|
| streamable-http | https://titan-frameworks-production.up.railway.app/mcp | Unreachable | ||
| http (plaintext) | http://titan-frameworks-production.up.railway.app/mcp | HTTPS enforced |
The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →
diagnose_framework_error Diagnose Framework Error ~165
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.
| Name | Type | Req | Description |
|---|---|---|---|
| error_log | string | yes | Raw traceback or exception text. Paste the error, not a question about it |
| framework | string | yes | One of langchain, llamaindex, ollama, or xrpl — the library that threw the error |
| Name | Type | Req | Description |
|---|---|---|---|
| framework | string | yes | – |
| hints | array | yes | – |
| matched | boolean | yes | – |
| matches | array | yes | – |
No examples provided.
draft_xrpl_intent_tx Draft XRPL Intent Transaction ~142
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.
| Name | Type | Req | Description |
|---|---|---|---|
| intent | string | yes | payment, trustline, rlusd, or channel — what the transaction should do |
| language | string | – | typescript (default) or python |
| Name | Type | Req | Description |
|---|---|---|---|
| failureCodes | array | yes | – |
| hints | array | yes | – |
| intent | string | yes | – |
| language | string | yes | – |
| matched | boolean | yes | – |
| movesFunds | boolean | yes | – |
| notes | array | yes | – |
| requiredFields | array | yes | – |
| skeleton | string | yes | – |
| submits | boolean | yes | – |
| transactionType | string | yes | – |
No examples provided.
fetch_latest_syntax Fetch Latest Syntax ~173
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.
| Name | Type | Req | Description |
|---|---|---|---|
| framework | string | yes | One of langchain, llamaindex, ollama, or xrpl — the library the user is coding against |
| topic | string | yes | One topic word: agents, rag, chat, tools, streaming, wallet, payment, trustlines, channels, rlusd, hooks, or migration |
| Name | Type | Req | Description |
|---|---|---|---|
| framework | string | yes | – |
| imports | array | yes | – |
| migrationNotes | array | yes | – |
| relatedDocs | array | yes | – |
| snippets | array | yes | – |
| topic | string | yes | – |
| versionNote | string | yes | – |
No examples provided.
fetch_working_example Fetch Working Example ~193
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.
| Name | Type | Req | Description |
|---|---|---|---|
| framework | string | yes | One of langchain, llamaindex, ollama, or xrpl — the library the example should use |
| goal | string | yes | What to build: agent, rag, chat, lcel, payment, rlusd, trustline, … |
| language | string | – | python or typescript. Omit to take the best match |
| runtime | string | – | openai, ollama, or xrpl-testnet. Omit to take the best match |
| Name | Type | Req | Description |
|---|---|---|---|
| code | string | yes | – |
| filename | string | yes | – |
| framework | string | yes | – |
| goals | array | yes | – |
| hints | array | yes | – |
| id | string | yes | – |
| language | string | yes | – |
| matched | boolean | yes | – |
| run | string | yes | – |
| runtime | string | yes | – |
| versions | array | yes | – |
No examples provided.
list_known_deprecations List Known Deprecations ~131
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.
| Name | Type | Req | Description |
|---|---|---|---|
| framework | string | – | Optional. One of langchain, llamaindex, ollama, or xrpl. Omit to list every known deprecation |
| Name | Type | Req | Description |
|---|---|---|---|
| count | integer | yes | – |
| deprecations | array | yes | – |
| framework | string | yes | – |
| hints | array | yes | – |
No examples provided.
list_supported_frameworks List Supported Frameworks ~90
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.
Input schema present but exposes no named parameters.
| Name | Type | Req | Description |
|---|---|---|---|
| count | integer | yes | – |
| frameworks | array | yes | – |
| ids | array | yes | – |
No examples provided.
resolve_symbol Resolve Symbol ~146
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.
| Name | Type | Req | Description |
|---|---|---|---|
| framework | string | yes | One of langchain, llamaindex, ollama, or xrpl — the library that owns the symbol |
| symbol | string | yes | API name or import path, e.g. ChatOpenAI, ServiceContext, RippleAPI |
| Name | Type | Req | Description |
|---|---|---|---|
| aliases | array | yes | – |
| call | string | yes | – |
| framework | string | yes | – |
| hints | array | yes | – |
| importLine | string | yes | – |
| install | string | yes | – |
| matched | boolean | yes | – |
| note | string | yes | – |
| package | string | yes | – |
| symbol | string | yes | – |
No examples provided.
review_framework_code Review Framework Code ~163
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.
| Name | Type | Req | Description |
|---|---|---|---|
| code | string | yes | Source to lint before running. Not a stack trace (use diagnose_framework_error) |
| filename | string | – | Optional path used only in unified-diff headers |
| framework | string | yes | One of langchain, llamaindex, ollama, or xrpl — the library the snippet is written against |
| Name | Type | Req | Description |
|---|---|---|---|
| framework | string | yes | – |
| hints | array | yes | – |
| issueCount | integer | yes | – |
| issues | array | yes | – |
| matched | boolean | yes | – |
No examples provided.
rewrite_framework_code Rewrite Framework Code ~164
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.
| Name | Type | Req | Description |
|---|---|---|---|
| code | string | yes | Source to lint before running. Not a stack trace (use diagnose_framework_error) |
| filename | string | – | Optional path used only in unified-diff headers |
| framework | string | yes | One of langchain, llamaindex, ollama, or xrpl — the library the snippet is written against |
| Name | Type | Req | Description |
|---|---|---|---|
| applied | array | yes | – |
| changed | boolean | yes | – |
| code | string | yes | – |
| diff | string | yes | – |
| filename | string | yes | – |
| framework | string | yes | – |
| leftover | array | yes | – |
| notes | array | yes | – |
No examples provided.
search_ai_framework_docs Search AI Framework Docs ~166
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.
| Name | Type | Req | Description |
|---|---|---|---|
| framework | string | yes | One of langchain, llamaindex, ollama, or xrpl — the library the user is coding against |
| query | string | yes | 2–8 keywords or an API symbol. Not a stack trace (use diagnose_framework_error) |
| Name | Type | Req | Description |
|---|---|---|---|
| framework | string | yes | – |
| hitCount | integer | yes | – |
| hits | array | yes | – |
| query | string | yes | – |
No examples provided.
How do I install the Titan Frameworks (LangChain, LlamaIndex, Ollama, XRPL) MCP server?
Titan Frameworks (LangChain, LlamaIndex, Ollama, XRPL) is a hosted endpoint at https://titan-frameworks-production.up.railway.app/mcp, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.
remote · titan-frameworks-production.up.railway.app
claude mcp add --transport http bebopp187-stack-titan-frameworks 'https://titan-frameworks-production.up.railway.app/mcp'
What is the Titan Frameworks (LangChain, LlamaIndex, Ollama, XRPL) MCP server?
Titan Frameworks (LangChain, LlamaIndex, Ollama, XRPL) is an MCP server listed in the public MCP registry as io.github.bebopp187-stack/titan-frameworks. Review and rewrite LangChain, LlamaIndex, Ollama, and XRPL code against current APIs. This page covers its hosted endpoint (https://titan-frameworks-production.up.railway.app/mcp).
Is the Titan Frameworks (LangChain, LlamaIndex, Ollama, XRPL) MCP server safe to use?
Titan Frameworks (LangChain, LlamaIndex, Ollama, XRPL) scores 23 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.
What tools does the Titan Frameworks (LangChain, LlamaIndex, Ollama, XRPL) MCP server expose?
Titan Frameworks (LangChain, LlamaIndex, Ollama, XRPL) exposes 10 tools: review_framework_code, rewrite_framework_code, diagnose_framework_error, resolve_symbol, fetch_working_example, and 5 more. Their descriptions and schemas cost roughly 1,533 tokens of context every time the server is loaded.
Does the Titan Frameworks (LangChain, LlamaIndex, Ollama, XRPL) MCP server require authentication?
Its publisher declares no required credentials for Titan Frameworks (LangChain, LlamaIndex, Ollama, XRPL). We have not been able to confirm that against the live endpoint, and a server can require authorisation without declaring it here.
Is the Titan Frameworks (LangChain, LlamaIndex, Ollama, XRPL) MCP server still maintained?
Titan Frameworks (LangChain, LlamaIndex, Ollama, XRPL) is still listed in the MCP registry, though our most recent checks did not reach this channel. We last reached this channel on 3 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.