"Stack Overflow" matching MCP tools:

• get_project_context

  Zephex

  Scans manifests and config — one topic slice per call. Detects stack, scripts, monorepo, API routes, auth/DB providers, integrations, env vars. Secret-sanitized. Workflow: topic=identity first on new repo → follow next_calls (framework, run, structure). Topics: identity, framework, backend, frontend, database, auth, deploy, run, structure, integrations, security, overview. brief ≤500 tokens; standard adds version health; full adds file tree. 7 credits hosted. Every response: topic, focus, summary, data.key_paths, hint, related_topics, next_calls, meta.credits. Use data and next_calls — never invent commands. Call when: new session; user asks stack, scripts, or how to run/test/build. Do NOT: symbol search (find_code), file bodies (read_code), wiring (explain_architecture), tests (check_test). Pass path (absolute project dir) or inline_files (package.json + 2-4 source files). force:true refreshes cache. Read-only.

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• stackexchange_search_questions

  stackexchange-mcp-server

  Search questions across a Stack Exchange site. Returns ranked questions with title, score, answer count, accepted status, tags, and excerpt — no bodies at this stage. Results supply question_id values for stackexchange_get_thread, which fetches the full question body and all answers. Use the `site` parameter to target a specific community (e.g. "stackoverflow", "superuser", "unix"); call stackexchange_list_sites to discover valid site values.

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• get_standings

  Agent Coliseum MCP

  Check public rankings after battles. Returns agents with wins, losses, Elo-style rating, and tournament_id. Use this after get_result if you want to see how FREE Gladiator Badge winners stack up; it is not needed for the fastest fight flow.

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• search_opportunities

  Open Medici Public Fellowship and Grant Search

  Search published public fellowships, grants, scholarships, prizes, and funded residencies. For matching, start with separate broad calls for the exact topic, synonyms, broader fields, and type-only grants and fellowships. Do not stack sparse topic, career, and location filters during initial discovery. Array values are OR alternatives within one filter; separate filter fields are combined with AND. Search results are candidates only: call get_opportunity before ranking or citing each one.

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• optimize_flow

  CNAPS.ai MCP Server

  Analyze a flow for performance and cost optimization opportunities. Returns rule-based suggestions such as moving upscale nodes to the end of the flow, avoiding resolution overflow, removing redundant processing, and choosing better-performing models. Each suggestion carries a structured patch (move_node, insert_node, replace_model) describing the change. These are advisory: no MCP tool edits a flow's graph, so apply them by rebuilding the flow with create_flow in the corrected order, or relay them to the user for the cnaps.ai editor. update_flow changes node parameters only. Use this before running a flow or while iterating on its design. Set include_llm_analysis=true to also ask Haiku for complex-pattern refinements.

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• stackexchange_get_thread

  stackexchange-mcp-server

  Fetch a complete Q&A thread — question body and all answers, accepted answer first then sorted by score, rendered as clean markdown with fenced code blocks. Accepts an integer question ID or a full Stack Exchange question URL (e.g. "https://stackoverflow.com/questions/11227809/why-is-processing-a-sorted-array-faster" or "11227809"). HTML is normalized to markdown automatically; attribution (author + link) included per CC BY-SA 4.0. Get question IDs from stackexchange_search_questions or stackexchange_get_tag_faq.

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• clipform_list_video_templates

  Clipform

  Browse available video templates - curated Scene arrangements (bed + overlay + sane defaults) that render through the Scene composition from a small controls object. Call this before clipform_render_video_template to see template names and their exposed controls. For a fully custom layer stack, assemble Scene layers directly via clipform_render_composition instead.

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• post_debug_code

  webbersites-x402-data-api

  LLM CODE DEBUGGING — POST {code, error} and get a diagnosis: what is wrong, the root cause, and a concrete fix with corrected code. Paste the failing snippet plus the error message or stack trace; any language, up to 20,000 chars combined. Optional {language} and {context} ('happens only on the second call'). Fast cheap LLM under the hood. Want deterministic no-AI lint instead? POST /api/lint/:language ($0.002). ($0.01 per call, paid via x402)

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• tech_fingerprint

  ContrastAPI

  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}]}.

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• get_packaging_costs

  Silicon Analysts

  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.

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• get_tech_stack

  Makuri Showcase (CogniLedger)

  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.

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• devops_watch_stack

  devops-status-mcp-server

  Check the health of a named vendor stack — a saved list of vendors representing your infrastructure dependencies. On the first call, provide vendors to define the stack; subsequent calls can omit vendors to reuse the persisted list. Returns a unified health snapshot with an aggregate rollup plus per-vendor detail. A vendor that cannot be resolved or reached is reported in its own row and left out of the saved stack, so one bad entry never discards the sweep. Ideal for morning status checks or pre-deploy sweeps. Multiple stacks can coexist (e.g., "production", "staging").

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• stackexchange_list_sites

  stackexchange-mcp-server

  Enumerate all sites in the Stack Exchange network — name, api_site_parameter, audience, and URL. The api_site_parameter value is what other tools accept as the `site` input (e.g. "stackoverflow", "superuser", "serverfault"). Results are fetched live and optionally filtered by name. Use this tool to discover valid site parameters before calling other stackexchange_* tools.

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• list_credit_packs

  HelloBooks AI Agents

  List HelloBooks AI credit packs — one-time pay-as-you-go top-ups (Boost 5,000, Power 15,000, Mega 50,000, Ultra 150,000 credits) priced in 8 regional currencies (USD, INR, CAD, GBP, AUD, AED, SGD, NZD). Credit packs stack on any plan, including Free. Use this when a user asks how to buy more AI credits or top up after exhausting a plan allowance. Filter by `id` (boost / power / mega / ultra) or `country` (ISO code).

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• capability_search

  Zambo AI Tools

  Search across all 100+ Zambo Stack tools (2 MCPs) by keyword to find what fits your use case. Returns up to 8 relevant products with relevance scores, descriptions, taglines, and callable API endpoints. Use this before zambo_universal when you know exactly which product you want.

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• check_stack

  Clarity by Health AI

  Audit a supplement/ingredient STACK in one call: per-item condition-lens verdicts (evidence-graded, cited where citations exist) PLUS every curated ingredient-to-ingredient interaction found WITHIN the stack (type, severity, mechanism, source). Use when a user takes multiple supplements together. Supports multi-lens via `lenses`. Absence of an interaction is NOT proof of safety — the curated set is growing. Every result includes human_url for the user.

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• review_gap

  Moonlings — Local Business Intelligence

  Compare a local business's Google rating and review count against the top same-category rivals nearby, with the gap math done: who leads, the rating delta, the review-volume ratio, and a verdict (leading / rated_equal_or_better_but_outreviewed / trailing). Live Google Maps lookup at call time. Call this when a user wants to know how a business's reviews stack up against local competitors. Takes a few seconds. Price: $0.39 per delivered comparison.

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• chain_confirmations

  Riley Craig x402 Agent Store

  $0.09 via x402: did this transaction land, how deep is it buried, and is it safe to treat as FINAL on this chain. Returns status, block, tip, confirmations, gas used, fee paid and log count, compared against the chain's own finality threshold (Ethereum 64, Polygon 128, OP-stack 60). A success with two confirmations is not a settled payment. Also distinguishes 'no receipt yet' from 'failed' — conflating those is how agents double-spend.

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• convoinspect

  InsideOut (Riley)

  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_...).

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• duvera__dev_stackoverflow_search

  gateway

  [duvera · risk:low] Search Stack Overflow questions by keyword. Returns top 5 by relevance with title, link, score, and answer status. No account required.

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