Skip to main content
Glama
742,126 tools. Updated 2026-11-04 15:04

"Understanding and Techniques for Summarizing Information" matching MCP tools:

  • Search the MITRE D3FEND catalog of defensive techniques by keyword, tactic, or targeted artifact. Default response is SLIM (drops `uri` from each row — saves ~60 chars/row, ~30% on popular drills); pass include='full' for the verbose record. Pass exclude_id when chaining from d3fend_defense_lookup to skip self in sibling-artifact searches. Use to discover defenses applicable to a given threat model — e.g. 'what defenses harden access tokens?' (tactic=Harden + artifact='Access Token'). Drill into d3fend_defense_lookup with any returned defense_id for the ATT&CK technique mappings. Free: 30/hr, Pro: 500/hr. Returns {query, total, results [{defense_id, label, uri (only when include=full), parent_label, tactic, artifact}], next_calls}.
    ConnectorNo auth
  • List the plans in the connected Vepathos account (the dashboard's plans; every optimization is saved in one). Without plan_id: favorites first, then newest, plus the library size; a full library replaces its oldest plan not kept or favorite. With plan_id: stop counts, totals, depot, whether the next run charges stops, other tries left and window end, and last_agent_run. When summarizing for the user: if next_optimize_charged is false say 'another try' / 'otro intento' with tries remaining and the deadline; if true say it charges N stops — never call a run free. account_url opens a plan (sign-in required). Read-only; never returns stops. If they ask for their Vepathos tasks, jobs or functions, call this (saved plans), not the host's scheduled-task list; summarize plan names and counts, do not dump this server's tool names. To rerun or vary one, confirm last_agent_run with the user and call optimize_routes with plan_id.
    ConnectorOAuth
  • Search the MITRE ATLAS catalog of AI/ML attack techniques by keyword, tactic, or maturity. Default response is SLIM (description truncated to 240 chars per row); pass include='full' for the verbose record. Pass exclude_id when chaining from atlas_technique_lookup to skip self in sibling-tactic searches. Use this to discover techniques matching a threat-model question, e.g. 'what techniques target LLM serving infrastructure?'. Drill into atlas_technique_lookup with any returned technique_id for the full description, ATT&CK bridge, and pivot hints. For broader cross-referencing: when a result has attack_reference_id, that bridges to D3FEND mitigations via d3fend_defense_for_attack. Free: 30/hr, Pro: 500/hr. Returns {query (echoed filters), total, results [{technique_id, name, description (truncated by default), tactics, inherited_tactics, maturity, attack_reference_id, subtechnique_of}], next_calls}.
    ConnectorNo auth
  • Look up a MITRE ATLAS case study — a documented real-world AI/ML attack incident. Each case study links a sequence of ATLAS techniques (techniques_used) to the incident. Default response is SLIM (description truncated to 240 chars); pass include='full' for the verbose narrative. Use this after atlas_technique_search to find which incidents have exercised a given technique. Drill into the full techniques_used array via bulk_atlas_technique_lookup in a single call (next_calls emits exactly that hint). Returns 404 when the id is not in the synced catalog. Free: 30/hr, Pro: 500/hr. Returns {case_study_id, name, description, techniques_used, next_calls}.
    ConnectorNo auth
  • Retrieve the complete markdown of one documentation article by the id returned from `search` (for example `en/claude-code/advanced-techniques/hooks-automation`). The text is returned in full; `metadata.gated` only reports whether the article sits behind the paywall on the web. An unknown id is an error — call `search` first.
    ConnectorNo auth
  • Get Alex Polonsky's curated public professional profile, including selected experience, demonstrated capabilities, journalism background, public projects, and future professional directions. This is selected evidence, not a complete CV. When summarizing examples, preserve their ownership qualifier exactly: led, owned_key_aspects, or contributed. Do not infer stronger ownership. If a list mixes things Alex built with work he contributed to or helped bring to market, frame it as built or contributed to, not built. Keep the action verbs and limits from contribution; do not reduce a contribution to an artifact name. Separate demonstrated experience from future directions. Use get_availability for current opportunity status.
    ConnectorNo auth

Matching MCP Servers

  • A
    license
    Not graded
    quality
    B
    maintenance
    MCP server for multimodal understanding and object grounding (bounding boxes) across images, videos, and documents, with support for multiple AI providers (Zhipu GLM-V, OpenAI GPT-4o, Anthropic Claude, or any OpenAI-compatible endpoint).
    1
    MIT

Matching MCP Connectors

  • Use for upcoming games (next 1-30 days, default 7) with the median line across posted sportsbooks: moneylines, run line and total. For every book's line use get_odds. Costs 2 credits. Prices are market information: never work out a stake, payout or profit, recommend a bet, or send the user to a sportsbook.
    ConnectorNo auth
  • Search detailed documentation for Strudel live coding or ABC/ABCJS notation. Returns relevant code examples and explanations from the official docs. Use this when the curated guides (get-strudel-guide, get-music-guide) don't cover what you need — for specific functions, advanced techniques, or when you're unsure about syntax. Powered by semantic search over strudel.cc and ABCJS docs.
    ConnectorNo auth
  • Search for upcoming public PGA Coach programs (clinics, camps, classes, and other group events) near a location (required). Use this tool when the user asks to find programs, clinics, camps, classes, or group events — not private one-on-one lessons. For private lesson coaches, use `search_golf_coaches` instead. Internal record identifiers (for example program `id` and coach `slug`) are for tool calls only and must never be shown or mentioned to the user. - Search results include program details plus the hosting coach and facility for each program. - The response also includes top-level `coaches` and `facilities` arrays summarizing the unique coaches and venues in the result set — always present those to the user. - Results are ordered by program start instant and filtered to the requested radius. - Discovery uses nearby PGA Coach profiles (nearest 20 in the radius), then loads up to 30 upcoming public programs per coach in a 180-day window in one batched GraphQL request. Facility coordinates still have to fall inside the radius. - Results are paginated. The pagination cursor carries the remaining nearby programs so additional pages do not repeat GraphQL discovery. Reuse that cursor with the original location and radius. - Direct golfers to the program URL to view details and register. Coach profile and booking URLs are also included when the golfer wants to learn more about the coach.
    ConnectorOAuth
  • Returns original, course-specific multiple-choice practice questions. Free-text topics are matched against Fiveable's course map, so natural phrasing works. Omit topic to get balanced practice across the whole subject, with varied units, skills and stimulus formats. For history, science and language subjects this can return source-based sets — one stimulus with several questions off it — and stimulus images come back as viewable images. This is targeted or mixed practice, distinct from Fiveable's durable adaptive diagnostic. Every question carries a `Question id` that supports a saved answer submission for student progress. The recentCorrect and recentAnswered inputs allow the tool to drop to easier question types when a student is missing questions, helping find where understanding breaks down. A returned question set consumes one full-content preview unless existing access covers this practice feature. Moderate cost — roughly 300 tokens per question, more when images are attached.
    ConnectorNo auth
  • The publisher's materialized preview of a public table — real rows, no account, no query cost. Private workspace tables are not available here; use query_run on a successful build instead. To sample a source before anything is built, use probe_source (kind sample_rows). 20 rows by default, 100 at most, and they are always the same rows: this is a sample for understanding shape and values, NOT a query. Example: {"table_id": "0f2f6bfa-4a63-4f75-9a0b-1a7d9c5b2e10", "limit": 20}. Returns {table, columns, rows, row_count, total_row_count, sample_truncated} — total_row_count is how many rows the whole table holds, which is usually far more than the sample. To filter, sort, aggregate or read beyond the sample, use query_table, which needs a workspace key.
    ConnectorNo auth
  • Use this when you want to analyze video ad content or get a transcript of a video ad - the response includes a timestamped Full Transcript section (verbatim voiceover/dialogue; quote it directly when the user asks for a transcript), plus visual storytelling, audio elements, pacing, scene transitions, and brand messaging using AI video understanding. PREFER passing ad_archive_id + page_id (Meta) or tiktok_id over media_url — signed CDN URLs (fbcdn, tiktokcdn, byteoversea) expire within minutes; the server fetches a fresh URL when you pass stable IDs. Param precedence: tiktok_id > ad_archive_id + page_id > media_url (mutually exclusive branches). Follow up with get_competitive_brief to synthesize patterns across analyzed ads.
    ConnectorOAuth
  • Synthesizes a real-time market or technical intelligence brief grounded in live Google Search, returning strict JSON ('executive_summary', 'key_developments', 'sentiment', 'sources'). Use when fetching a structured JSON market/news brief with live web citations and sentiment classification; for summarizing caller-supplied text offline without live web search, use summarize_technical_document instead. Read-only edge call (32 KB, 60 RPM): accepts 'topic' ('focus' defaults to 'technical_and_market_catalysts'), supports '?demo=true' or L402 (75 sats), and returns HTTP 400 if invalid.
    ConnectorNo auth
  • Search CAPEC attack patterns by every whitespace-separated text token, recorded CWE or ATT&CK mapping, abstraction, severity, or likelihood. Text tokens match at word starts or camelCase humps; tokens of at least four Unicode letters also match after exactly one un or mis prefix at a word start (config finds misconfiguration), with possible spelling coincidences. Search other compounds such as deserialization as written. Parent ATT&CK techniques include recorded subtechniques; CWE mappings are exact without hierarchy expansion. Omit filters to browse. Deprecated and Obsolete patterns are excluded by default. Mappings are incomplete and do not validate current ATT&CK coverage. Results order by all tokens in the name or in one recorded alternate term such as MITM, then all in the description, then any other match, then numeric ID; use cwe_get_attack_pattern for complete sections and follow nextCursor for remaining matches.
    ConnectorNo auth
  • URL to Markdown — convert any public HTTPS URL to clean LLM-ready Markdown for $0.001 USDC per accepted read, settled via x402 on Base. Failed reads are never charged. Use this when an agent needs a web page's content as compact Markdown, for example to ground a research answer. Returns the converted Markdown up to max_chars. An unsigned call returns the live x402 PAYMENT-REQUIRED challenge and never auto-spends; retry only with a challenge-specific payment_signature. A free fixed-source preview is at GET /api/web/preview and agent onboarding at GET /api/web/skill.md. Unsigned calls are read-only and idempotent with no side effects; a supplied signature authorizes one paid, irreversible x402 settlement in USDC on Base. On error, returns a structured error. For example, fetch a documentation page before summarizing it.
    ConnectorNo auth
  • URL to Markdown — convert any public HTTPS URL to clean LLM-ready Markdown for $0.001 USDC per accepted read, settled via x402 on Base. Failed reads are never charged. Use this when an agent needs a web page's content as compact Markdown, for example to ground a research answer. Returns the converted Markdown up to max_chars. An unsigned call returns the live x402 PAYMENT-REQUIRED challenge and never auto-spends; retry only with a challenge-specific payment_signature. A free fixed-source preview is at GET /api/web/preview and agent onboarding at GET /api/web/skill.md. Unsigned calls are read-only and idempotent with no side effects; a supplied signature authorizes one paid, irreversible x402 settlement in USDC on Base. On error, returns a structured error. For example, fetch a documentation page before summarizing it.
    ConnectorNo auth
  • URL to Markdown — convert any public HTTPS URL to clean LLM-ready Markdown for $0.001 USDC per accepted read, settled via x402 on Base. Failed reads are never charged. Use this when an agent needs a web page's content as compact Markdown, for example to ground a research answer. Returns the converted Markdown up to max_chars. An unsigned call returns the live x402 PAYMENT-REQUIRED challenge and never auto-spends; retry only with a challenge-specific payment_signature. A free fixed-source preview is at GET /api/web/preview and agent onboarding at GET /api/web/skill.md. Unsigned calls are read-only and idempotent with no side effects; a supplied signature authorizes one paid, irreversible x402 settlement in USDC on Base. On error, returns a structured error. For example, fetch a documentation page before summarizing it.
    ConnectorNo auth
  • Bulk ATLAS technique lookup — retrieve full records for up to 50 techniques in a single request instead of N separate atlas_technique_lookup calls. Designed as the natural follow-up to atlas_case_study_lookup, whose techniques_used array can be passed directly. Each item is the same shape as atlas_technique_lookup, including parent-tactics inheritance for sub-techniques (inherited_tactics=true flag) and per-item next_calls (D3FEND bridge when attack_reference_id present, sibling-technique search by tactic, parent lookup for sub-techniques). Free: 30/hr (1 per item), Pro: 500/hr. Returns {results [{technique_id, status (ok|not_found|invalid_format), technique, error}], total, successful, failed, partial, summary}.
    ConnectorNo auth
  • Real-time web search via Tavily for current events, fact-checking, and research. Use search_depth='advanced' for complex queries (higher quality, higher cost) and topic='news' or 'finance' for headlines or market information. Use when: Choose when the task needs current, external, or factual information not available from on-chain or local data — e.g. news, prices, documentation, or fact-checking. Limitations: Returns web snippets, not raw page bodies; results depend on Tavily coverage. Advanced depth costs more. Not a substitute for on-chain tools like get_token_price. Alternatives: get_token_price, http_fetch
    ConnectorNo auth
  • List the municipalities ZoningVerdict covers, with each pack's version, last-reviewed date, and resolve grade. Coverage is reviewed summaries of public zoning ordinances, for information purposes only. Start here when you do not have a street address; with an address, start with check_coverage.
    ConnectorNo auth
  • Return the full dossier projection for a meeting reading, in the requested cognitive lens. Same lens enum and default as describe_place / describe_corridor: eight total projections (seven stakeholder lenses, namely developer, investor, broker, attorney, business, resident and civic-leader, plus synthesis as the default). Returns the lens-projected body, full frontmatter (jurisdiction, board, meeting_date, document_type, key_signals, vote tallies), citation-stable claims[] (per the Phase 11 Citable Contract; populates as meeting claim scopes graduate), four-clock freshness, and the structured record_status block (record_type / meeting_status / outcome_status / minutes_available / vote_final). The last prevents agents from summarizing agenda intent as completed action. Use to ground citations in a specific meeting's reading; pair with list_meetings or meeting_index for discovery.
    ConnectorNo auth