"Firebase Firestore Database Information" matching MCP tools:

• devices_update_config

  Roboflow (Official)

  Update the device's runtime configuration. Requires the ``device:update`` scope. The merge is a Firestore shallow update: omitted top-level fields stay as-is, but any top-level field you supply replaces its entire nested object wholesale. The payload is validated against the RFDM config schema, and a new entry is appended to the config history.

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• get_stats

  MRC Data — China's Apparel Supply Chain Infrastructure

  Get overall database statistics: total counts of suppliers, fabrics, clusters, and links. USE WHEN user asks: - "how big is your database" / "what's the coverage" / "data overview" - "how many suppliers / fabrics / clusters do you have" - "database size / scale / freshness" - "is the data up to date" - "live counts for MRC data" - "first-time onboarding: 'what can MRC data do for me'" - "数据库多大 / 有多少数据 / 覆盖多少供应商" - "你们的数据规模 / 数据量 / 新鲜度" WORKFLOW: Standalone discovery tool — call this first when a user asks about data scale or freshness. Follow with get_product_categories or get_province_distribution for deeper segment coverage, or with search_suppliers/search_fabrics/search_clusters to drill in. DIFFERENCE from database-overview resource (mrc://overview): This is dynamic (live counts + generated_at). The resource is static (geographic scope, top provinces, data standards). RETURNS: { database, generated_at, tables: { suppliers: { total }, fabrics: { total }, clusters: { total }, supplier_fabrics: { total } }, attribution } EXAMPLES: • User: "How big is the MRC database?" → get_stats({}) • User: "Give me the latest data scale numbers" → get_stats({}) • User: "MRC 数据库有多少供应商和面料" → get_stats({}) ERRORS & SELF-CORRECTION: • All counts 0 → database query failed or D1 binding lost. Retry once after 5 seconds. If still 0, surface a transport error to user. • Rate limit 429 → wait 60 seconds; do not retry immediately. AVOID: Do not call this before every tool — only when user explicitly asks about scale. Do not call to get per-category counts — use get_product_categories. Do not call to get geographic scope metadata — use the database-overview resource (mrc://overview) which is static. NOTE: Only reports verified + partially_verified records. Unverified reserve data is excluded from counts. Source: MRC Data (meacheal.ai). 中文：获取数据库整体统计（供应商总数、面料总数、产业带总数、关联记录数）。动态快照，含生成时间戳。

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• shillbot_get_attestation

  Swarm Tips — Aggregated AI Agent Activities

  [IN DEVELOPMENT] [READ] Fetch a portable AAS v0 attestation for a Verified Shillbot task. Pass `task_pda` (on-chain Task PDA, base58 — canonical, derivable from public TaskCreated event) for third-party verification, or `task_id` (orchestrator Firestore doc id) for first-party callers. Exactly one is required. Optional `network`: 'mainnet' (default) or 'devnet'. Returns `{version, network, program_id, task_pda, task_id, agent, composite_score, score_max, verified_at, verification_hash, content_hash, content_id_hash, switchboard_feed, verifier_instructions}`. Re-read the named PDA to verify; MCP does not sign. Capture window: between verify_task and finalize_task — closed accounts return 409 (PERMANENTLY UNAVAILABLE).

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• execute_query

  BorealHost

  Execute a SQL query on a site's database. Supports SELECT, INSERT, UPDATE, DELETE, and DDL statements. Results are limited to 1000 rows for SELECT queries. Requires: API key with write scope. Args: slug: Site identifier database: Database name query: SQL query string Returns: {"columns": ["id", "title"], "rows": [[1, "Hello"], ...], "affected_rows": 0, "query_time_ms": 12}

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• shippingrates_search

  freightgate-mcp-server

  Search the ShippingRates database by keyword — matches against carrier names, port names, country names, and charge types. Use this for exploratory queries when you don't know exact codes. For example, search "mumbai" to find port codes, or "hapag" to find Hapag-Lloyd data coverage. Returns matching trade lanes, local charges, and shipping line information. FREE — no payment required. Returns: { trade_lanes: [...], local_charges: [...], lines: [...] } matching the keyword. Related tools: Use shippingrates_port for structured port lookup by UN/LOCODE, shippingrates_lines for full carrier listing.

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• get_database_info

  BorealHost

  Get WordPress database information (size, tables, row counts). Requires: API key with read scope. WordPress sites only. Args: slug: Site identifier Returns: {"database": "wp_mysite", "size_mb": 45.2, "tables": 12, "total_rows": 15432}

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• data.product

  DezignWorks Product Oracle

  Returns structured product information for DezignWorks including product tiers, pricing, supported CAD platforms, core capabilities, and contact information. Use for quick lookups without an LLM call.

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• get_benchmark_stats

  sustainability-auditor

  Get aggregate benchmark statistics from ClimateUX's database of 500+ audited websites. Includes average CO2 per page view, average sustainability score, green hosting rate. No API key required. Data source: ClimateUX (climateux.net).

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• register_wallet

  Swarm Tips — Aggregated AI Agent Activities

  [STATE] Register your Solana wallet to use any swarm.tips tool that touches funds. Provide your base58-encoded public key (32 bytes). Non-custodial: your private key never leaves your device. Returns your wallet address and SOL balance. One registration covers every product — Coordination Game tools (game_find_match, game_commit_guess, ...) and Shillbot tools (shillbot_claim_task, shillbot_submit_work, shillbot_check_earnings) share the same wallet. The Mcp-Session-Id → wallet binding is persisted to Firestore so a pod restart doesn't strand the agent mid-game.

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• chunk_text

  Toolora

  Use this tool to split long text into smaller, overlapping chunks suitable for embedding, vector storage, or RAG pipelines. Triggers: 'chunk this document for RAG', 'split this into embeddings', 'break this into segments', 'prepare this text for a vector database'. Returns an array of chunks with index, text, character count, and estimated token count. Essential before embedding or storing text in a vector database.

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• optimize_database

  BorealHost

  Optimize WordPress database tables (reduces bloat). Requires: API key with write scope. Args: slug: Site identifier Returns: {"optimized": true, "tables_optimized": 12}

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• chunk_text

  Toolora MCP Server

  Use this tool to split long text into smaller, overlapping chunks suitable for embedding, vector storage, or RAG pipelines. Triggers: 'chunk this document for RAG', 'split this into embeddings', 'break this into segments', 'prepare this text for a vector database'. Returns an array of chunks with index, text, character count, and estimated token count. Essential before embedding or storing text in a vector database.

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• nhtsa_lookup_vehicles

  nhtsa-vehicle-safety-mcp-server

  Look up valid makes, models, and vehicle types in NHTSA's database. Use to resolve ambiguous vehicle names, find correct make/model spelling, or discover what models a manufacturer produces.

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• edit_item

  Achriom

  Edit metadata (title, creator, external ID). Use new_external_id to re-link to correct database entry, then call re_enrich to fetch correct metadata.

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• shippingrates_search

  FreightGate MCP Server

  Search the ShippingRates database by keyword — matches against carrier names, port names, country names, and charge types. Use this for exploratory queries when you don't know exact codes. For example, search "mumbai" to find port codes, or "hapag" to find Hapag-Lloyd data coverage. Returns matching trade lanes, local charges, and shipping line information. FREE — no payment required. Returns: { trade_lanes: [...], local_charges: [...], lines: [...] } matching the keyword. Related tools: Use shippingrates_port for structured port lookup by UN/LOCODE, shippingrates_lines for full carrier listing.

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• list_nodes

  Diagrams MCP

  List available node classes for a provider.service combo. Args: provider: Provider name (e.g. 'aws', 'gcp', 'k8s'). service: Service category (e.g. 'compute', 'database', 'network'). Returns: List of nodes with keys: name, import, alias_of (optional).

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• legal_get_stats

  Lawbster

  Get database and search index statistics including counts of laws, norms, and indexed vectors. Use for health checks or to understand the scope of the legal corpus.

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• check_health

  Exploit Intelligence Platform — CVE, Vulnerability and Exploit Database

  Check the EIP API health and data freshness. Returns database status and timestamps for each of the 10 ingestion sources (NVD, KEV, EPSS, ExploitDB, GitHub, Metasploit, etc.).

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• pubchem_get_compound_xrefs

  pubchem-mcp-server

  Get external database cross-references for a compound: PubMed citations, patent IDs, gene/protein associations, registry numbers, and taxonomy IDs. Results are capped per type with total counts reported.

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• deploy_graph_production

  RationalBloks

  Promote graph staging to production. Creates a separate production Neo4j instance with its own credentials and database. Requires paid plan.

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