hedwigai

The system of record for your agent: workbooks it reads and writes, with sources, kept current. Live data programs (SEC filings, trade, hiring, web traffic, SEO and AI-search visibility) and LaTeX/Typst to PDF.

• workbooks
• research
• documents
• data
• sec-filings
• seo
• latex
• productivity

What we measured

Over the last 30 days we probed this MCP server 30 times on 30 days; it answered 30 (100%). Median response 174 ms, 95th percentile 223 ms.

When we called tools/list it returned 20 tools, including find_workbooks, read_workbook, create_workbook, over MCP protocol revision 2025-06-18.

Among the 53,642 reachable MCP servers in our snapshot of 2026-11-13 01:12 UTC, it is faster than 79% and higher on readiness than 98%.

From agent-tools.cloud's own probes, last checked 2026-11-12. How we measure

Tools (20)

As returned by the server's own tools/list when we called it.

find_workbooks

Finds this account's workbooks. With no arguments, lists every workbook with its title, folder and when it last changed. With `query`, the workbooks whose title…

read_workbook

Reads a workbook. By default the whole current document as markdown, with its tabs. Narrow it with `tab`; a `section` (the prose under a heading, in your own wo…

create_workbook

Makes a new workbook from EXACTLY ONE of: `instruction` — one sentence the way a person would say it ('find 30 US importers of loose leaf tea and the buyer at e…

write_workbook

Saves, replaces, restores or re-rules a workbook directly — no run, no charge. Save text you edited (`document`, or `sheets`, with the `base_version` you read);…

run_workbook

Changes what a workbook says by starting a research run: add, update, refresh or rewrite content, in one sentence the way a person would say it ('add a section…

workbook_runs

A workbook's runs, newest first: when each ran, how it ended and what it cost. With `run_id`, that run's full trace — every model call, program and edit, in ord…

configure_workbook

Renames, retitles or moves a workbook to another folder (`folder`), sets who its members are, and changes how its runs work (mode, model, harness, time limit).…

link_workbook

Makes a Google Drive or Dropbox file the document of record for a workbook, so each version is written back to it. `unlink` stops that; `pull` brings the file's…

checkout_workbook

Writes the workbook into your shell session's /tmp to edit with bash; with `commit`, reads the checkout back and saves it as a new version.

share_workbook

Sends or shares a workbook: email it to its members or named people (`email`, `send_to`); show, create or rotate its share link (`link`); or copy every web sour…

attachments

The files attached to a workbook for its runs to read and cite. Lists them; `add_name` with `add_content_base64` attaches one; `remove` takes one off.

upload

Uploads a file too large to send inline (over a few MB) into a workbook's attachments or a drive: returns a link to PUT the file to; then call again with `uploa…

folders

Lists the account's workbook folders (read-only), each with how many workbooks it holds; with `describe`, the one folder your words mean. To create, rename or d…

edit_folders

Creates, renames or deletes workbook folders: `make` a folder; `rename_from` to `rename_to`; or `remove` (delete) one with the folders under it.

mirror_workbook

Puts a read-only copy of `workbook` in ANOTHER hedwigai account, named by its id (`account`, e.g. megacabs.com), and keeps it current: each version the owner wr…

ask

A question whose answer is a word or a value, answered from this account's workbooks and programs without starting a run: 'Is Moderna NASDAQ:MRNA a biotech comp…

bash

Runs a bash command in this account's jailed, read-only shell, which holds live data programs as well as files. SEO and AI-search visibility: `aeo` (what ChatGP…

research_agent_tools

Shows which tools AI agents use for one job — web scraping, web search, social media data, lead generation, browser automation — as four platforms that run or r…

credits

Shows this account's prepaid credit balance in US dollars, and returns a checkout link the user can open to add more. Use it before a large job, or when a call…

render_document

Compiles a document you wrote — LaTeX, Typst or Markdown — to a PDF, files it in this account's own storage, and returns a link the user can open (it lasts abou…

Readiness is how fully this listing follows its protocol and how it behaved in our probes over 30 days. For x402 and A2A listings it contributes up to 15 of the 100 quality points; for MCP listings it is shown for reference only. Search order and leaderboards use the separate quality grade (here A, 100.0/100), which weighs availability, conformance, p95 speed and descriptor. How the two differ

Compared with peers

Against 53,642 reachable MCP servers in our daily snapshot (2026-11-13 01:12 UTC). Display only; it does not change search order.

Readiness

Higher than 98% of peers

This listing 91 · peer median 81

Latency

Faster than 79% of peers

This listing 156 ms · peer median 349 ms

How many agent tools actually work · All statistics

Adoption signals

Public signals from outside this directory, shown for context. They do not change search order or grades.

GitHub

★ 0 · 0 forks

last push 2026-10-15

Listed in

Directories this entry was found in.

How to connect

https://mcp.hedwigai.com

curl -X POST https://mcp.hedwigai.com \
  -H 'Content-Type: application/json' \
  -H 'Accept: application/json, text/event-stream' \
  -d '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{}}'