"File system augmented tools for deep research" matching MCP tools:

• secedgar_dataframe_query

  secedgar-mcp-server

  Run a single-statement SELECT against the canvas dataframes registered by secedgar_fetch_frames, secedgar_search_filings, and secedgar_get_financials. Read-only: writes, DDL, DROP, COPY, PRAGMA, ATTACH, and external-file table functions are rejected. System catalogs (information_schema, pg_catalog, sqlite_master, duckdb_*) are denied at the bridge layer — list dataframes via secedgar_dataframe_describe. Optional register_as chains the result as a new dataframe with a fresh TTL.

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• upload_file

  BorealHost

  Upload a base64-encoded file to a site's container. Use this for binary files (images, archives, fonts, etc.). For text files, prefer write_file(). Requires: API key with write scope. Args: slug: Site identifier path: Relative path including filename (e.g. "images/logo.png") content_b64: Base64-encoded file content Returns: {"success": true, "path": "images/logo.png", "size": 45678} Errors: VALIDATION_ERROR: Invalid base64 encoding FORBIDDEN: Protected system path

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• read_file

  BorealHost

  Read the contents of a file from a site's container. Max file size: 512KB. Binary files are rejected — use the site's file manager or SSH for binary files. Requires: API key with read scope. Args: slug: Site identifier path: Relative path to the file Returns: {"path": "wp-config.php", "content": "<?php ...", "size": 1234, "encoding": "utf-8"} Errors: NOT_FOUND: File doesn't exist VALIDATION_ERROR: File is binary or exceeds 512KB

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• personal_colour_analysis

  Colour Memory

  Upload a portrait photo and receive a full personal colour analysis. Determines your seasonal type (Spring, Summer, Autumn, or Winter), colour depth (light, medium, or deep), and undertone (warm, cool, or neutral). Returns a curated palette of archive colours that genuinely suit you — each with full historical provenance and cultural context — plus colours to avoid. Uses Claude Vision for skin, hair, and eye analysis, then matches to the archive by CIEDE2000 perceptual distance. The photo is never stored. Example: a Deep Winter might wear Ottoman Carbon Ink while a True Spring suits Kogi Mango.

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• list_earning_opportunities

  Swarm Tips — Aggregated AI Agent Activities

  [IN DEVELOPMENT] [READ] Aggregated list of earning opportunities across the swarm.tips ecosystem. Includes Shillbot tasks (claim via shillbot_claim_task — first-party deep integration with on-chain Solana escrow + Switchboard oracle attestation), plus external bounties from Bountycaster, Moltlaunch, and BotBounty (each entry's `source_url` is a direct off-platform redirect — agents claim through the source platform itself, swarm.tips does not mediate). Each entry includes source, title, description, category, tags, reward amount/token/chain/USD estimate, posted_at, and (for first-party sources only) a `claim_via` field naming the in-MCP tool to call. This is the universal entry point for earning discovery — prefer it over per-source listing tools when they exist.

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• askew_intel_feed

  Askew x402

  Aggregated intelligence feed combining research findings, active security threats, and live staking APY snapshot in a single call ($0.005 USDC). Sources: ChromaDB research library + Guardian log + staking.db. Best for: broad situational awareness — replaces three separate calls. Requires x402 payment on Base mainnet.

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• bgg-details

  kkjdaniel-bgg-mcp

  Get detailed information about board games on BoardGameGeek (BGG) including description, mechanics, categories, player count, playtime, complexity, and ratings. Use this tool to deep dive into games found via other tools (e.g. after getting collection results or search results that only return basic info). Use 'name' for a single game lookup by name, 'id' for a single game lookup by BGG ID, or 'ids' to fetch multiple games at once (up to 20). Only provide one of these parameters.

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• lion_trend_intent_signal_json

  LION - Trend Intent MCP + Marketplace Visibility Audit

  Hardware-wallet buyer-intent + self-custody onboarding-friction intelligence as JSON. Non-PII public-signal feed covering: Ledger vs Trezor comparison demand, Bitcoin-only wallet research, under-$100 wallet shopper queries, DeFi hardware-wallet intent, and adjacent decision-stage crypto purchase research. Designed for agent routing, affiliate / comparison-content workflows, and research context. Pay $0.01 USDC on Base mainnet via x402 (HTTP 402 + EIP-3009 transferWithAuthorization) at the paid route. This MCP tool does NOT return the dataset; tools/call returns payment-required metadata so an x402-capable client can settle and fetch the JSON directly.

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• ateam_github_patch

  ateam-mcp

  Edit a file in the solution's GitHub repo and commit. Two modes: 1. FULL FILE: provide `content` — replaces entire file (good for new files or small files) 2. SEARCH/REPLACE: provide `search` + `replace` — surgical edit without sending full file (preferred for large files like server.js) Always use search/replace for large files (>5KB). Always read the file first with ateam_github_read to get the exact text to search for. DEFAULTS TO `dev` BRANCH — writes don't touch prod. Use ateam_github_promote to ship dev→main when ready. Pass ref:'main' only for emergency hotfixes.

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• createDeepResearch

  Parallel Task MCP

  Creates a Deep Research task for comprehensive, single-topic research with citations. USE THIS for analyst-grade reports, NOT for batch data enrichment. Use Parallel Search MCP for quick lookups. After calling, share the URL with the user and STOP. Do not poll or check results unless otherwise instructed. Multi-turn research: The response includes an interaction_id. To ask follow-up questions that build on prior research, pass that interaction_id as previous_interaction_id in a new call. The follow-up run inherits accumulated context, so queries like "How does this compare to X?" work without restating the original topic. Note: the first run must be completed before the follow-up can use its context.

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• data.hardware

  DezignWorks Product Oracle

  Returns the list of supported measurement devices (CMMs, scanners), file formats, and system requirements for DezignWorks. Use to check hardware compatibility before recommending the product.

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• usage_guide

  Camber - Remote Agentic Data Science

  Instructions for correctly using this MCP server. Call at the start of a session to learn tools, auth, CLI prerequisites, and stash file handling.

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• oauth_discovery

  Tenzro Ledger MCP

  RFC 8414 / RFC 9728 OAuth Authorization Server / Protected Resource Metadata. Returns the same metadata document the AS publishes at `GET /.well-known/openid-configuration`, augmented with AAP-specific extensions (authorization_details_types_supported, aap_claims_supported, dpop_signing_alg_values_supported).

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• fetch

  Dynamoi

  OpenAI ChatGPT Deep Research / Connectors fetch contract. Given an id returned by `search` (formatted as 'artist:<uuid>', 'campaign:<uuid>', or 'smartlink:<uuid>'), returns the full record for citation.

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• write_file

  BorealHost

  Write or overwrite a text file in a site's container. Creates parent directories if they don't exist. Requires: API key with write scope. Args: slug: Site identifier path: Relative path to the file content: File content as a UTF-8 string Returns: {"success": true, "path": "...", "size": 1234} Errors: NOT_FOUND: Unknown slug FORBIDDEN: Protected system path

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• calculate_inverter_size

  VoltPlan Wiring Diagrams

  Calculate the recommended inverter size for running AC loads from a DC battery system. Accounts for continuous power, startup surge power (motors typically surge 2-3x), and includes a 25% headroom for the continuous rating. Returns the recommended inverter wattage and the DC current draw at system voltage.

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• submit_research

  TrenchFu

  Submit an L8 research thesis for dossier generation. Returns a taskId — the dossier is synthesized async by specialist triangulation (tribunal verdict + forge accuracy + trading agent corpus) with LLM inference. Standard depth: automated data aggregation ($0.50). Deep depth: full specialist triangulation with counter-arguments ($5.00). TRENCH whale holders get all dossiers free.

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• share_file

  Dock

  Mint a public share token for a file. Returns a `url` of the form `https://trydock.ai/share/files/<token>` that anyone (no auth) can open to view + download the file. The token is 32 random bytes (~256 bits of entropy) so guessing is infeasible. Revoke later with `revoke_file_share`. Editor role required. Gated behind FILES_SURFACE_ENABLED + per-user allowlist. Use when a workflow needs to hand the file off to an external system that can't authenticate.

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• get_trident_spec

  trident

  Returns the complete Trident 2D specification including grammar, syntax rules, coordinate system, containers, nodes, connections, shapes, and icon reference. Use this when you need deep understanding of the Trident DSL.

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• info_marketsnapshot_batch_market_snapshot

  Gate Info MCP

  Batch quotes up to 20 symbols; partial misses OK. One symbol→get_market_snapshot. Deep trend→markettrend_get_kline. Breadth→get_market_overview.

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