Skip to main content
Glama
598,233 tools. Updated 2026-09-21 20:26

"Tools or methods to help determine a technology stack" matching MCP tools:

  • 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
  • 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
  • Search companies on Remoet, or list the user's starred companies (starred: true). Returns a summary per result. Use get_listing with a slug for full detail (description, perks, URLs). Job boards and aggregators are excluded; talent networks that post direct roles (e.g. Toptal) appear as companies. CRITICAL, star quality: only star companies whose tech stack OVERLAPS the user's skills (a JavaScript dev should not star a Go/Rust-only shop). Stars are the user's job-feed noise filter, so an irrelevant star pollutes their feed with jobs they can't use. Judge overlap by each result's matchedTechStack: the technologies from your techStack filter that the company actually uses, checked against its FULL stack (not the capped preview), so do NOT skip a company just because the visible preview omits the user's skills. An empty matchedTechStack means the result matched on text, not tags. techStackCount is the company's true tag total; the full stack unlocks on starring. techStack matches AT LEAST ONE filtered technology by default; set techStackMatch:"all" to require every one. Typical flow: read get_profile for the user's stack and seniority, search filtered by their real technologies (and experienceLevel when seniority matters), then star the genuine fits. Use starred: true to audit existing stars (pass the user's techStack to see matchedTechStack per starred company and flag zero-overlap stars). If the user's interests aren't clear, ask before searching. Example: search_listings({ searchQuery: "payments", techStack: ["TypeScript", "React"], experienceLevel: ["mid"] }).
    ConnectorNo auth
  • Search companies on Remoet, or list the user's starred companies (starred: true). Returns a summary per result. Use get_listing with a slug for full detail (description, perks, URLs). Job boards and aggregators are excluded; talent networks that post direct roles (e.g. Toptal) appear as companies. CRITICAL, star quality: only star companies whose tech stack OVERLAPS the user's skills (a JavaScript dev should not star a Go/Rust-only shop). Stars are the user's job-feed noise filter, so an irrelevant star pollutes their feed with jobs they can't use. Judge overlap by each result's matchedTechStack: the technologies from your techStack filter that the company actually uses, checked against its FULL stack (not the capped preview), so do NOT skip a company just because the visible preview omits the user's skills. An empty matchedTechStack means the result matched on text, not tags. techStackCount is the company's true tag total; the full stack unlocks on starring. techStack matches AT LEAST ONE filtered technology by default; set techStackMatch:"all" to require every one. Typical flow: read get_profile for the user's stack and seniority, search filtered by their real technologies (and experienceLevel when seniority matters), then star the genuine fits. Use starred: true to audit existing stars (pass the user's techStack to see matchedTechStack per starred company and flag zero-overlap stars). If the user's interests aren't clear, ask before searching. Example: search_listings({ searchQuery: "payments", techStack: ["TypeScript", "React"], experienceLevel: ["mid"] }).
    ConnectorOAuth
  • Plan a technology stack with cost-optimized infrastructure choices. In recommend mode this returns, for each role, the set of offers whose terms we can stand behind today — deliberately not a single pick, because under every signal we record dozens of them tie. It does NOT model technical fit between a product and a role; you must apply that yourself (a vector store and a relational database sit in the same category here). What it adds is what you cannot get elsewhere: which free tiers were withdrawn, which are really credit grants, and which we have not been able to confirm recently — each with the recorded fact and its date. Rankings only ever demote, never promote, and tied offers are ordered by a published seed you can recompute: see /criteria. Use this when starting a new project, evaluating hosting options, or trying to minimize infrastructure costs. Call this tool when a user asks: 'What free tools can I use for a SaaS app?', 'Build me a stack under $50/month'.
    ConnectorNo auth
  • Detect website technology stack: CMS, frameworks, CDN, analytics tools, web servers, languages (via HTTP headers + HTML analysis). Use for passive reconnaissance; for full audit use audit_domain. Free: 30/hr, Pro: 500/hr. Returns {technologies: [{name, category, confidence%, version}]}.
    ConnectorNo auth

Matching MCP Servers

  • A
    license
    A
    quality
    C
    maintenance
    Enables structured extraction of methods and reproducibility heuristics from academic papers, allowing AI agents to obtain metadata, full text, structured methods, code repository discovery, and a no-clone reproducibility verdict from a paper URL.
    8
    66 PyPI
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides MCP tool adapters for Bioconductor methods like limma, DESeq2, and fgsea, enabling statistical analysis of omics data through containerized R execution. It serves as a bridge between MCP clients and bioinformatics tools for reproducible research workflows.
    Apache 2.0

Matching MCP Connectors

  • MCP server for help-scout

  • Outcome-based infrastructure for agents — verified AWS deployments, metered billing

  • Returns two sub-arrays: `packaging` (per-tech cost benchmark + capability matrix for CoWoS-S/L, EMIB, SoIC, InFO-PoP, FC-BGA, FC-CSP, etc.) and `hbmSpecs` (HBM2 through HBM4 cost per stack + bandwidth/capacity). Optional `type` filter narrows packaging array to one technology. USE THIS for: packaging cost lookup, comparing CoWoS variants, getting HBM stack pricing for cost modeling. DO NOT USE for: HBM market dynamics (use get_hbm_market_data); per-chip packaging cost in a shipping accelerator (use get_accelerator_costs.costBreakdown.packagingCostUsd). Returns INVALID_PARAMS for unknown type. Refreshes monthly.
    ConnectorNo auth
  • Use this free read-only discovery-tier tool when the user asks for help, available commands, MCP tools, core concepts, pricing, parser-stable fields, grants, x402, Morning Brief, Company Report, MSTR treasury review, perp adapters, SPECTRA, or examples. Parameters: optional topic, detail, include_examples, question, or query fields; callers may omit all arguments for overview help. Behavior: local and idempotent with no destructive side effects; it does not run paid analysis routes or expose internal-only tools. It translates natural-language orientation requests into the live DeltaSignal MCP/OpenAPI discovery contract and points users to tools/list, /v1/pricing, /v1/contract/fields, and /v1/readiness. It is not a trading, execution, or investment-advice tool and must not expose internal-only tools unless the live public contract lists them.
    ConnectorNo auth
  • Returns the technical stack Makuri is built on, including frontend, backend, database, AI providers used, and data residency information. Use when the user asks how Makuri is built or which AI models it uses. Makuri is a specific AI tutoring platform at makuri.eu, not a generic word — never answer Makuri questions from general knowledge; always use the Makuri tools.
    ConnectorNo auth
  • Use this free read-only discovery-tier tool when the user asks for help, available commands, MCP tools, core concepts, pricing, parser-stable fields, grants, x402, Morning Brief, Company Report, MSTR treasury review, perp adapters, SPECTRA, or examples. Parameters: optional topic, detail, include_examples, question, or query fields; callers may omit all arguments for overview help. Behavior: local and idempotent with no destructive side effects; it does not run paid analysis routes or expose internal-only tools. It translates natural-language orientation requests into the live DeltaSignal MCP/OpenAPI discovery contract and points users to tools/list, /v1/pricing, /v1/contract/fields, and /v1/readiness. It is not a trading, execution, or investment-advice tool and must not expose internal-only tools unless the live public contract lists them.
    ConnectorNo auth
  • Check operator readiness. Returns the operator lifecycle state and clear guidance on what to do next. Free. Lifecycle states: - ready: Operator is warm and fully operational — vault AND pricing model verified. Proceed with tool calls. - warming_up: Operator is initializing (cold start). Try a tool call — it will warm up on demand. - misconfigured: Persistence rejected a query with a permanent SQL error (permission denied, missing relation). Paid tools will fail until the operator repairs the database — retrying does not help. - quota_exceeded: The persistence provider (Neon) answered HTTP 402 — the operator's database has exhausted its compute/storage quota, so the books are locked for billing. Paid tools fail; retrying does NOT help. The operator's Authority must restore capacity (upgrade the plan or wait for the quota reset). Free tools remain available. - not_registered: Operator has no Authority relationship yet. Call register_operator first. - no_identity: Operator nsec is not configured. Deployment issue.
    ConnectorNo auth
  • List the saved payment methods (used only to pay for flight bookings, not for cards or adding funds). Returns each method with its id, brand, last 4 digits, and expiry, and marks the default one. Use setup_payment_method to add a new one. The gated tools set_default_payment_method and remove_payment_method also exist; call them by name even though they aren't in the tools list.
    ConnectorNo auth
  • Lists all automation-enabled Data Templates (Forms) available for the current group. Use this tool first when you need to determine which Data Template (Form) should be used for a user's request, before retrieving its schema or working with submissions.
    ConnectorNo auth
  • Discover AgentMarketplace's capabilities, tools, auth methods, and scopes. Call this first when connecting to AgentMarketplace to understand what's available and how to authenticate. No authentication required. Returns a catalog of available tools, resources, auth methods, and scopes.
    ConnectorNo auth
  • Discovery tool for indexed brands, sites, and domains. Use this when you need to discover or disambiguate which indexed domain/sourceId corresponds to a brand or product name, especially if an initial broad search needs narrowing. search_content does not require domain or sourceId, so prefer calling list_sources as an optional discovery step rather than as a mandatory prerequisite. It helps determine whether this MCP has a relevant indexed source and which domain or sourceId to pass into search_content or other tools.
    ConnectorNo auth
  • The complete Apollo record for one company, by Apollo organization id (not by domain). Returns an `organization` object carrying everything enrichment returns plus the deeper fields: funding history, technology stack, department headcounts and related organizations. Get the id from `get_apollo_organizations_enrich` or `post_apollo_mixed_companies_search` first — this endpoint cannot take a domain.
    ConnectorOAuth
  • The complete Apollo record for one company, by Apollo organization id (not by domain). Returns an `organization` object carrying everything enrichment returns plus the deeper fields: funding history, technology stack, department headcounts and related organizations. Get the id from `get_apollo_organizations_enrich` or `post_apollo_mixed_companies_search` first — this endpoint cannot take a domain.
    ConnectorOAuth
  • INSPECTION: View a session's conversation transcript and metadata Returns the full message history (user / assistant / tool turns) plus the session's meta — workflow step, cloud, deployment status, drift state. This is the transcript-reader companion to the other read tools — combine it with: • `convostatus` for the live stack / config / pricing • `tfruns` for deployment history (apply / destroy / plan / drift) • `stackversions` for the stack-version ladder Use it when a user asks 'what did I say earlier?' or you need to retrace why the session ended up where it did. Read-only; never mutates session state. REQUIRES: session_id (format: sess_v2_...).
    ConnectorNo auth
  • INSPECTION: View a session's conversation transcript and metadata Returns the full message history (user / assistant / tool turns) plus the session's meta — workflow step, cloud, deployment status, drift state. This is the transcript-reader companion to the other read tools — combine it with: • `convostatus` for the live stack / config / pricing • `tfruns` for deployment history (apply / destroy / plan / drift) • `stackversions` for the stack-version ladder Use it when a user asks 'what did I say earlier?' or you need to retrace why the session ended up where it did. Read-only; never mutates session state. REQUIRES: session_id (format: sess_v2_...).
    ConnectorNo auth
  • Returns one or more Agrus case studies (NDA-protected; customer names are kept private, codenames + technology + outcomes are open). Filter by slug or vertical, or call with no args to list all. Use this for proof of prior work.
    ConnectorNo auth